diff --git a/.env.example b/.env.example
new file mode 100644
index 00000000..9c9f1091
--- /dev/null
+++ b/.env.example
@@ -0,0 +1,11 @@
+# PostHog API Configuration
+# Copy this file to .env and update with your actual values
+
+# Your project API key (found on the /setup page in PostHog)
+POSTHOG_PROJECT_API_KEY=phc_your_project_api_key_here
+
+# Your personal API key (for local evaluation and other advanced features)
+POSTHOG_PERSONAL_API_KEY=phx_your_personal_api_key_here
+
+# PostHog host URL (remove this line if using posthog.com)
+POSTHOG_HOST=http://localhost:8010
diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
new file mode 100644
index 00000000..15e7d9ff
--- /dev/null
+++ b/.github/CODEOWNERS
@@ -0,0 +1 @@
+*       @PostHog/team-client-libraries
diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
new file mode 100644
index 00000000..95199c3b
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -0,0 +1,41 @@
+name: 🐞 Bug Report
+description: Tell us about something that's not working the way we (probably) intend.
+labels: ["bug"]
+body:
+
+
+  - type: input
+    id: version
+    attributes:
+      label: Version
+      description: SDK Version
+      placeholder: 3.0.0 ← should look like this
+    validations:
+      required: true
+
+  - type: textarea
+    id: repro
+    attributes:
+      label: Steps to Reproduce
+      description: How can we see what you're seeing? Specific is terrific.
+      placeholder: |-
+        1. foo
+        2. bar
+        3. baz
+    validations:
+      required: true
+
+  - type: textarea
+    id: expected
+    attributes:
+      label: Expected Result
+    validations:
+      required: true
+
+  - type: textarea
+    id: actual
+    attributes:
+      label: Actual Result
+      description: Logs? Screenshots? Yes, please.
+    validations:
+      required: true
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
new file mode 100644
index 00000000..64d359ba
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -0,0 +1,5 @@
+blank_issues_enabled: false
+contact_links:
+  - name: Ask in the forums
+    url: https://posthog.com/questions
+    about: A place to ask questions.
diff --git a/.github/ISSUE_TEMPLATE/feature_request.yml b/.github/ISSUE_TEMPLATE/feature_request.yml
new file mode 100644
index 00000000..3ae03e2c
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/feature_request.yml
@@ -0,0 +1,23 @@
+name: 💡 Feature Request
+description: Tell us about a problem our SDK could solve but doesn't.
+labels: ["enhancement"]
+body:
+  - type: textarea
+    id: problem
+    attributes:
+      label: Problem Statement
+      description: What problem could we solve that it doesn't?
+      placeholder: |-
+        I want to make whirled peas, but it doesn't blend.
+    validations:
+      required: true
+
+  - type: textarea
+    id: expected
+    attributes:
+      label: Solution Brainstorm
+      description: We know you have bright ideas to share ... share away, friend.
+      placeholder: |-
+        Add a blender to it.
+    validations:
+      required: false
diff --git a/.github/ISSUE_TEMPLATE/maintainer-blank.yml b/.github/ISSUE_TEMPLATE/maintainer-blank.yml
new file mode 100644
index 00000000..e120920a
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/maintainer-blank.yml
@@ -0,0 +1,10 @@
+name: Blank Issue
+description: Blank Issue. Reserved for maintainers.
+body:
+  - type: textarea
+    id: description
+    attributes:
+      label: Description
+      description: Please describe the issue.
+    validations:
+      required: true
diff --git a/.github/actions/setup-python-dev/action.yml b/.github/actions/setup-python-dev/action.yml
new file mode 100644
index 00000000..dca18590
--- /dev/null
+++ b/.github/actions/setup-python-dev/action.yml
@@ -0,0 +1,26 @@
+name: Setup Python dev environment
+description: Set up Python, uv, and dev dependencies for CI checks.
+
+inputs:
+    python-version:
+        description: Python version to install.
+        required: false
+        default: 3.11.11
+
+runs:
+    using: composite
+    steps:
+        - name: Set up Python ${{ inputs.python-version }}
+          uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55
+          with:
+              python-version: ${{ inputs.python-version }}
+
+        - name: Install uv
+          uses: astral-sh/setup-uv@cec208311dfd045dd5311c1add060b2062131d57 # v8.0.0
+          with:
+              enable-cache: true
+
+        - name: Install dev dependencies
+          shell: bash
+          run: |
+              UV_PROJECT_ENVIRONMENT=$pythonLocation uv sync --extra dev
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 00000000..8df79042
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,68 @@
+version: 2
+updates:
+  - package-ecosystem: "uv"
+    cooldown:
+      default-days: 7
+    directory: "/"
+    schedule:
+      interval: "weekly"
+      day: "monday"
+      time: "10:00"
+      timezone: "UTC"
+    exclude-paths:
+      - "examples/**"
+      - "integration_tests/**"
+    groups:
+      ai-providers:
+        patterns:
+          - "openai"
+          - "anthropic"
+          - "google-genai"
+          - "langchain*"
+          - "langgraph"
+    allow:
+      - dependency-name: "openai"
+      - dependency-name: "anthropic"
+      - dependency-name: "google-genai"
+      - dependency-name: "langchain*"
+      - dependency-name: "langgraph"
+    open-pull-requests-limit: 1
+    reviewers:
+      - "PostHog/team-client-libraries"
+      - "PostHog/team-llm-analytics"
+
+  - package-ecosystem: "pip"
+    cooldown:
+      default-days: 7
+    directory: "/"
+    schedule:
+      interval: "weekly"
+      day: "monday"
+      time: "10:00"
+      timezone: "UTC"
+    exclude-paths:
+      - "examples/**"
+      - "integration_tests/**"
+    groups:
+      ai-providers:
+        patterns:
+          - "openai"
+          - "anthropic"
+          - "google-genai"
+          - "langchain*"
+          - "langgraph"
+    allow:
+      - dependency-name: "openai"
+      - dependency-name: "anthropic"
+      - dependency-name: "google-genai"
+      - dependency-name: "langchain*"
+      - dependency-name: "langgraph"
+    open-pull-requests-limit: 1
+    reviewers:
+      - "PostHog/team-client-libraries"
+      - "PostHog/team-llm-analytics"
+    # Uncomment below to enable auto-merge for minor updates when CI passes
+    # pull-request-branch-name:
+    #   separator: "/"
+    # assignees:
+    #   - "PostHog/ai-team"
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
new file mode 100644
index 00000000..804c8c8f
--- /dev/null
+++ b/.github/pull_request_template.md
@@ -0,0 +1,21 @@
+## :bulb: Motivation and Context
+<!--- Why is this change required? What problem does it solve? -->
+<!--- If it fixes an open issue, please link to the issue here. -->
+
+
+## :green_heart: How did you test it?
+
+
+## :pencil: Checklist
+<!--- Put an `x` in the boxes that apply -->
+
+- [ ] I reviewed the submitted code.
+- [ ] I added tests to verify the changes.
+- [ ] I updated the docs if needed.
+- [ ] No breaking change or entry added to the changelog.
+
+### If releasing new changes
+
+- [ ] Ran `sampo add` to generate a changeset file
+
+<!-- For more details check RELEASING.md -->
diff --git a/.github/scripts/check_crap_threshold.py b/.github/scripts/check_crap_threshold.py
new file mode 100644
index 00000000..0fac2e79
--- /dev/null
+++ b/.github/scripts/check_crap_threshold.py
@@ -0,0 +1,51 @@
+#!/usr/bin/env python3
+"""Fail when pytest-crap reports a CRAP score at or above a threshold."""
+
+from __future__ import annotations
+
+import argparse
+import sys
+from pathlib import Path
+
+from coverage import CoverageData
+from pytest_crap.calculator import calculate_crap
+
+
+def covered_lines_for_file(coverage_file: Path, source_file: Path) -> set[int]:
+    data = CoverageData(basename=str(coverage_file))
+    data.read()
+
+    source_file = source_file.resolve()
+    for measured_file in data.measured_files():
+        if Path(measured_file).resolve() == source_file:
+            return set(data.lines(measured_file) or [])
+
+    raise SystemExit(f"No coverage data found for {source_file}")
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("source_file", type=Path)
+    parser.add_argument("--coverage-file", type=Path, default=Path(".coverage"))
+    parser.add_argument("--max-crap", type=float, required=True)
+    args = parser.parse_args()
+
+    covered_lines = covered_lines_for_file(args.coverage_file, args.source_file)
+    scores = calculate_crap(str(args.source_file), covered_lines)
+    offenders = [score for score in scores if score.crap >= args.max_crap]
+
+    if not offenders:
+        print(f"All CRAP scores are below {args.max_crap:g} for {args.source_file}")
+        return 0
+
+    print(f"CRAP scores must be below {args.max_crap:g} for {args.source_file}")
+    for score in sorted(offenders, key=lambda item: item.crap, reverse=True):
+        print(
+            f"{score.name}: CRAP={score.crap:.2f}, "
+            f"CC={score.cc}, coverage={score.coverage_percent:.1f}%"
+        )
+    return 1
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/.github/workflows/call-flags-project-board.yml b/.github/workflows/call-flags-project-board.yml
new file mode 100644
index 00000000..4ac96bf3
--- /dev/null
+++ b/.github/workflows/call-flags-project-board.yml
@@ -0,0 +1,17 @@
+# This workflow is used to call the flags-project-board workflow when a pull request is opened, ready for review, review requested, synchronized, converted to draft, or reopened.
+# It is used to update the feature flags project board with the pull request information.
+
+name: Call Feature Flags Project Workflow
+
+on:
+    pull_request:
+        types: [opened, ready_for_review, review_requested, synchronize, converted_to_draft, reopened]
+
+jobs:
+    call-flags-project:
+        uses: PostHog/.github/.github/workflows/flags-project-board.yml@69336b569d22687f8982eea6ff7d450a885cda05
+        with:
+            pr_number: ${{ github.event.pull_request.number }}
+            pr_node_id: ${{ github.event.pull_request.node_id }}
+            is_draft: ${{ github.event.pull_request.draft }}
+        secrets: inherit
\ No newline at end of file
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 1b3aaadb..c0cf09bc 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -1,61 +1,255 @@
 name: CI
 
 on:
-    - pull_request
+    pull_request:
+    push:
+        branches:
+            - main
+
+permissions:
+    contents: read
+
+concurrency:
+    group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+    cancel-in-progress: true
 
 jobs:
-    code-quality:
-        name: Code quality checks
+    ruff-format:
+        name: Ruff format
         runs-on: ubuntu-latest
 
         steps:
-            - uses: actions/checkout@v2
+            - uses: actions/checkout@85e6279cec87321a52edac9c87bce653a07cf6c2
               with:
                   fetch-depth: 1
 
-            - name: Set up Python 3.8
-              uses: actions/setup-python@v2
-              with:
-                  python-version: 3.8
+            - name: Set up Python dev environment
+              uses: ./.github/actions/setup-python-dev
+
+            - name: Check formatting with ruff
+              run: |
+                  ruff format --check .
 
-            - uses: actions/cache@v1
+    ruff-lint:
+        name: Ruff lint
+        runs-on: ubuntu-latest
+
+        steps:
+            - uses: actions/checkout@85e6279cec87321a52edac9c87bce653a07cf6c2
               with:
-                  path: ~/.cache/pip
-                  key: ${{ runner.os }}-pip-${{ hashFiles('setup.py') }}
-                  restore-keys: |
-                      ${{ runner.os }}-pip-
+                  fetch-depth: 1
 
-            - name: Install dev dependencies
+            - name: Set up Python dev environment
+              uses: ./.github/actions/setup-python-dev
+
+            - name: Lint with ruff
               run: |
-                  python -m pip install -e .[dev]
-              if: steps.cache.outputs.cache-hit != 'true'
+                  ruff check .
+
+    mypy:
+        name: Mypy
+        runs-on: ubuntu-latest
+
+        steps:
+            - uses: actions/checkout@85e6279cec87321a52edac9c87bce653a07cf6c2
+              with:
+                  fetch-depth: 1
+
+            - name: Set up Python dev environment
+              uses: ./.github/actions/setup-python-dev
 
-            - name: Check formatting with black
+            - name: Check types with mypy
               run: |
-                  black --check .
+                  mypy --no-site-packages --config-file mypy.ini  . | mypy-baseline filter
+
+    package-build:
+        name: Package build
+        runs-on: ubuntu-latest
 
-            - name: Check import order with isort
+        steps:
+            - uses: actions/checkout@85e6279cec87321a52edac9c87bce653a07cf6c2
+              with:
+                  fetch-depth: 1
+
+            - name: Set up Python 3.11
+              uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55
+              with:
+                  python-version: 3.11.11
+
+            - name: Install uv
+              uses: astral-sh/setup-uv@cec208311dfd045dd5311c1add060b2062131d57 # v8.0.0
+              with:
+                  enable-cache: true
+
+            - name: Build and verify distributions
               run: |
-                  isort --check-only .
+                  uv build
+                  uv run --with twine twine check dist/*
 
     tests:
-        name: Python tests
+        name: Python ${{ matrix.python-version }} tests
         runs-on: ubuntu-latest
+        strategy:
+            matrix:
+                python-version: ['3.10', '3.11', '3.12', '3.13', '3.14']
 
         steps:
-            - uses: actions/checkout@v1
+            - uses: actions/checkout@85e6279cec87321a52edac9c87bce653a07cf6c2
               with:
                   fetch-depth: 1
 
-            - name: Set up Python 3.7
-              uses: actions/setup-python@v1
+            - name: Set up Python ${{ matrix.python-version }}
+              uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55
+              with:
+                  python-version: ${{ matrix.python-version }}
+
+            - name: Install uv
+              uses: astral-sh/setup-uv@cec208311dfd045dd5311c1add060b2062131d57 # v8.0.0
               with:
-                  python-version: 3.7
+                  enable-cache: true
 
-            - name: Install requirements.txt dependencies with pip
+            - name: Install test dependencies
+              shell: bash
               run: |
-                  python -m pip install -e .
+                  UV_PROJECT_ENVIRONMENT=$pythonLocation uv sync --extra test
 
             - name: Run posthog tests
               run: |
-                  python setup.py test
+                  pytest --verbose --timeout=30
+
+    mutation-tests:
+        name: Targeted mutation tests
+        runs-on: ubuntu-latest
+
+        steps:
+            - uses: actions/checkout@85e6279cec87321a52edac9c87bce653a07cf6c2
+              with:
+                  fetch-depth: 0
+
+            - name: Check targeted mutation inputs changed
+              id: changes
+              shell: bash
+              run: |
+                  set -euo pipefail
+
+                  if [[ "${{ github.event_name }}" == "pull_request" ]]; then
+                      base="${{ github.event.pull_request.base.sha }}"
+                      head="${{ github.event.pull_request.head.sha }}"
+                  else
+                      base="${{ github.event.before }}"
+                      head="${{ github.sha }}"
+                  fi
+
+                  changed_files="$(git diff --name-only "$base" "$head" -- \
+                      posthog/utils.py \
+                      posthog/test/test_utils.py \
+                      posthog/test/test_size_limited_dict.py)"
+
+                  if [[ -n "$changed_files" ]]; then
+                      echo "changed=true" >> "$GITHUB_OUTPUT"
+                      echo "Targeted mutation inputs changed:"
+                      echo "$changed_files"
+                  else
+                      echo "changed=false" >> "$GITHUB_OUTPUT"
+                      echo "Skipping targeted mutation tests: inputs unchanged."
+                  fi
+
+            - name: Set up Python 3.11
+              if: steps.changes.outputs.changed == 'true'
+              uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55
+              with:
+                  python-version: 3.11.11
+
+            - name: Install uv
+              if: steps.changes.outputs.changed == 'true'
+              uses: astral-sh/setup-uv@cec208311dfd045dd5311c1add060b2062131d57 # v8.0.0
+              with:
+                  enable-cache: true
+
+            - name: Check utils CRAP score
+              if: steps.changes.outputs.changed == 'true'
+              shell: bash
+              run: |
+                  set -euo pipefail
+                  UV_PROJECT_ENVIRONMENT=$pythonLocation uv run --extra test --with pytest-crap --with pytest-cov pytest posthog/test/test_utils.py posthog/test/test_size_limited_dict.py --timeout=30 --cov=posthog.utils --crap --crap-threshold=10 --crap-top-n=40 -q
+                  UV_PROJECT_ENVIRONMENT=$pythonLocation uv run --extra test --with pytest-crap --with pytest-cov python .github/scripts/check_crap_threshold.py posthog/utils.py --max-crap 10
+
+            - name: Restore mutmut cache
+              id: mutmut-cache
+              if: steps.changes.outputs.changed == 'true'
+              uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+              with:
+                  path: mutants
+                  key: mutmut-${{ runner.os }}-py311-${{ hashFiles('posthog/utils.py', 'posthog/test/test_utils.py', 'posthog/test/test_size_limited_dict.py') }}
+                  restore-keys: |
+                      mutmut-${{ runner.os }}-py311-
+
+            - name: Skip mutation tests on exact cache hit
+              if: steps.changes.outputs.changed == 'true' && steps.mutmut-cache.outputs.cache-hit == 'true'
+              run: |
+                  echo "Skipping targeted mutation tests: exact mutmut cache hit."
+
+            - name: Run targeted mutation tests
+              if: steps.changes.outputs.changed == 'true' && steps.mutmut-cache.outputs.cache-hit != 'true'
+              shell: bash
+              run: |
+                  set -euo pipefail
+                  UV_PROJECT_ENVIRONMENT=$pythonLocation uv run --extra test --with mutmut mutmut run --max-children 1
+                  results="$(UV_PROJECT_ENVIRONMENT=$pythonLocation uv run --extra test --with mutmut mutmut results)"
+                  if [[ -n "$results" ]]; then
+                      echo "$results"
+                      exit 1
+                  fi
+
+    import-check:
+        name: Python ${{ matrix.python-version }} import check
+        runs-on: ubuntu-latest
+        strategy:
+            matrix:
+                python-version: ['3.10', '3.11', '3.12', '3.13', '3.14']
+
+        steps:
+            - uses: actions/checkout@85e6279cec87321a52edac9c87bce653a07cf6c2
+              with:
+                  fetch-depth: 1
+
+            - name: Set up Python ${{ matrix.python-version }}
+              uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55
+              with:
+                  python-version: ${{ matrix.python-version }}
+
+            - name: Install posthog
+              run: pip install .
+
+            - name: Check import produces no warnings
+              run: python -W error -c "import posthog"
+
+    django5-integration:
+        name: Django 5 integration tests
+        runs-on: ubuntu-latest
+
+        steps:
+            - uses: actions/checkout@85e6279cec87321a52edac9c87bce653a07cf6c2
+              with:
+                  fetch-depth: 1
+
+            - name: Set up Python 3.12
+              uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55
+              with:
+                  python-version: 3.12
+
+            - name: Install uv
+              uses: astral-sh/setup-uv@cec208311dfd045dd5311c1add060b2062131d57 # v8.0.0
+              with:
+                  enable-cache: true
+
+            - name: Install Django 5 test project dependencies
+              shell: bash
+              working-directory: integration_tests/django5
+              run: |
+                  UV_PROJECT_ENVIRONMENT=$pythonLocation uv sync
+
+            - name: Run Django 5 middleware integration tests
+              working-directory: integration_tests/django5
+              run: |
+                  uv run pytest test_middleware.py test_exception_capture.py --verbose
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
new file mode 100644
index 00000000..66aca8be
--- /dev/null
+++ b/.github/workflows/codeql.yml
@@ -0,0 +1,45 @@
+name: 'CodeQL Advanced'
+
+on:
+  push:
+    branches: ['main']
+  pull_request:
+    branches: ['main']
+  schedule:
+    - cron: '32 13 * * 1'
+
+jobs:
+  analyze:
+    name: Analyze (${{ matrix.language }})
+    runs-on: 'ubuntu-latest'
+    permissions:
+      security-events: write
+      # required to fetch internal or private CodeQL packs
+      packages: read
+
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - language: actions
+            build-mode: none
+          - language: python
+            build-mode: none
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+
+      - name: Initialize CodeQL
+        uses: github/codeql-action/init@5d4e8d1aca955e8d8589aabd499c5cae939e33c7 # v4.31.9
+        with:
+          languages: ${{ matrix.language }}
+          build-mode: ${{ matrix.build-mode }}
+          # Disable TRAP caching - it creates a new cache per commit SHA which
+          # is never reused, causing wasted cache space.
+          # See: https://github.com/github/codeql-action/issues/2030
+          trap-caching: false
+
+      - name: Perform CodeQL Analysis
+        uses: github/codeql-action/analyze@5d4e8d1aca955e8d8589aabd499c5cae939e33c7 # v4.31.9
+        with:
+          category: '/language:${{matrix.language}}'
diff --git a/.github/workflows/lint-pr.yml b/.github/workflows/lint-pr.yml
new file mode 100644
index 00000000..e26144a7
--- /dev/null
+++ b/.github/workflows/lint-pr.yml
@@ -0,0 +1,21 @@
+name: Lint PR
+
+on:
+  pull_request:
+    types:
+      - opened
+      - edited
+      - reopened
+      - synchronize
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  lint-pr:
+    name: Validate PR title against Conventional Commits
+    permissions:
+      contents: read
+      pull-requests: read
+    uses: PostHog/.github/.github/workflows/semantic-pr-title.yml@926dd076f0c796f7531177ae5cfcf1cf7cf0aeb3
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 00000000..6a3f2459
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,271 @@
+name: "Release"
+
+on:
+  push:
+    branches: [main]
+    paths:
+      - '.sampo/changesets/*.md'
+  workflow_dispatch:
+
+permissions:
+  contents: read
+
+# Concurrency control: only one release process can run at a time
+# This prevents race conditions if multiple releasable changesets merge simultaneously
+concurrency:
+  group: release
+  cancel-in-progress: false
+
+jobs:
+  check-changesets:
+    name: Check for changesets
+    runs-on: ubuntu-latest
+    outputs:
+      has-changesets: ${{ steps.check.outputs.has-changesets }}
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          ref: main
+          fetch-depth: 0
+
+      - name: Check for changesets
+        id: check
+        run: |
+          changeset_count=$(find .sampo/changesets -name '*.md' 2>/dev/null | wc -l)
+          if [ "$changeset_count" -gt 0 ]; then
+            echo "has-changesets=true" >> "$GITHUB_OUTPUT"
+            echo "Found $changeset_count changeset(s), ready to release"
+          else
+            echo "has-changesets=false" >> "$GITHUB_OUTPUT"
+            echo "No changesets to release"
+          fi
+
+  notify-approval-needed:
+    name: Notify Slack - Approval Needed
+    needs: check-changesets
+    if: needs.check-changesets.outputs.has-changesets == 'true'
+    uses: posthog/.github/.github/workflows/notify-approval-needed.yml@5fc4680761e8ac29a61b212756230eba0e276d8c
+    with:
+      slack_channel_id: ${{ vars.SLACK_APPROVALS_CLIENT_LIBRARIES_CHANNEL_ID }}
+      slack_user_group_id: ${{ vars.GROUP_CLIENT_LIBRARIES_SLACK_GROUP_ID }}
+    secrets:
+      slack_bot_token: ${{ secrets.SLACK_CLIENT_LIBRARIES_BOT_TOKEN }}
+      posthog_project_api_key: ${{ secrets.POSTHOG_PROJECT_API_KEY }}
+
+  release:
+    name: Release and publish
+    needs: [check-changesets, notify-approval-needed]
+    runs-on: ubuntu-latest
+    # Use `always()` to ensure the job runs even if notify-approval-needed is skipped,
+    # but still depend on it to access `needs.notify-approval-needed.outputs.slack_ts`
+    if: always() && needs.check-changesets.outputs.has-changesets == 'true'
+    environment: "Release" # This will require an approval from a maintainer, they are notified in Slack above
+    permissions:
+      contents: write
+      id-token: write
+    steps:
+      - name: Notify Slack - Approved
+        if: needs.notify-approval-needed.outputs.slack_ts != ''
+        uses: posthog/.github/.github/actions/slack-thread-reply@5fc4680761e8ac29a61b212756230eba0e276d8c
+        with:
+          slack_bot_token: ${{ secrets.SLACK_CLIENT_LIBRARIES_BOT_TOKEN }}
+          slack_channel_id: ${{ vars.SLACK_APPROVALS_CLIENT_LIBRARIES_CHANNEL_ID }}
+          thread_ts: ${{ needs.notify-approval-needed.outputs.slack_ts }}
+          message: "✅ Release approved! Version bump in progress..."
+          emoji_reaction: "white_check_mark"
+
+      - name: Get GitHub App token
+        id: releaser
+        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
+        with:
+          client-id: ${{ secrets.GH_APP_POSTHOG_PYTHON_RELEASER_APP_ID }}
+          private-key: ${{ secrets.GH_APP_POSTHOG_PYTHON_RELEASER_PRIVATE_KEY }}
+
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          ref: main
+          fetch-depth: 0
+          token: ${{ steps.releaser.outputs.token }}
+
+      - name: Set up Python
+        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+        with:
+          python-version: 3.11.11
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@cec208311dfd045dd5311c1add060b2062131d57 # v8.0.0
+        with:
+          enable-cache: true
+
+      - name: Install Rust
+        uses: dtolnay/rust-toolchain@0b1efabc08b657293548b77fb76cc02d26091c7e
+        with:
+          toolchain: 1.91.1
+          components: cargo
+
+      - name: Cache Sampo CLI
+        id: cache-sampo
+        uses: actions/cache@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+        with:
+          path: ~/.cargo/bin/sampo
+          key: sampo-${{ runner.os }}-${{ runner.arch }}
+
+      - name: Install Sampo CLI
+        if: steps.cache-sampo.outputs.cache-hit != 'true'
+        run: cargo install sampo
+
+      - name: Install dependencies
+        run: uv sync --extra dev
+
+      - name: Prepare release with Sampo
+        id: sampo-release
+        env:
+          GITHUB_TOKEN: ${{ steps.releaser.outputs.token }}
+        run: |
+          sampo release
+          new_version=$(python3 -c "import tomllib; print(tomllib.load(open('pyproject.toml', 'rb'))['project']['version'])")
+          echo "new_version=$new_version" >> "$GITHUB_OUTPUT"
+
+      - name: Sync version to posthog/version.py
+        env:
+          NEW_VERSION: ${{ steps.sampo-release.outputs.new_version }}
+        run: |
+          echo "VERSION = \"$NEW_VERSION\"" > posthog/version.py
+
+      - name: Commit release changes
+        id: commit-release
+        uses: planetscale/ghcommit-action@25309d8005ac7c3bcd61d3fe19b69e0fe47dbdde # v0.2.20
+        with:
+          commit_message: "chore: Release v${{ steps.sampo-release.outputs.new_version }} [skip ci]"
+          repo: ${{ github.repository }}
+          branch: main
+        env:
+          GITHUB_TOKEN: ${{ steps.releaser.outputs.token }}
+
+      - name: Sync checkout to release commit
+        if: steps.commit-release.outputs.commit-hash != ''
+        env:
+          COMMIT_HASH: ${{ steps.commit-release.outputs.commit-hash }}
+        run: |
+          git fetch origin main
+          git reset --hard "$COMMIT_HASH"
+
+      # Publishing is done manually (not via `sampo publish`) because we need to
+      # publish both `posthog` and `posthoganalytics` packages to PyPI.
+      # Sampo only knows about the `posthog` package, so we handle both here.
+      # Both packages use PyPI OIDC trusted publishing (no API tokens needed).
+      - name: Build posthog
+        if: steps.commit-release.outputs.commit-hash != ''
+        run: uv run make build_release
+
+      - name: Publish posthog to PyPI
+        if: steps.commit-release.outputs.commit-hash != ''
+        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # v1.13.0
+
+      # The `posthoganalytics` package is a mirror of `posthog` published under
+      # a different name for backwards compatibility. The make target handles
+      # copying, renaming imports, and building the dist automatically.
+      - name: Build posthoganalytics
+        if: steps.commit-release.outputs.commit-hash != ''
+        run: uv run make build_release_analytics
+
+      - name: Publish posthoganalytics to PyPI
+        if: steps.commit-release.outputs.commit-hash != ''
+        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # v1.13.0
+
+      # We skip `sampo publish` (which normally creates the tag) because we
+      # need to publish both posthog and posthoganalytics manually, so we
+      # create the tag ourselves.
+      - name: Tag release
+        if: steps.commit-release.outputs.commit-hash != ''
+        env:
+          GH_TOKEN: ${{ steps.releaser.outputs.token }}
+          NEW_VERSION: ${{ steps.sampo-release.outputs.new_version }}
+          COMMIT_HASH: ${{ steps.commit-release.outputs.commit-hash }}
+        run: |
+          gh api "repos/${{ github.repository }}/git/refs" \
+            -f "ref=refs/tags/${NEW_VERSION}" \
+            -f "sha=${COMMIT_HASH}"
+
+      - name: Create GitHub Release
+        if: steps.commit-release.outputs.commit-hash != ''
+        env:
+          GH_TOKEN: ${{ steps.releaser.outputs.token }}
+          NEW_VERSION: ${{ steps.sampo-release.outputs.new_version }}
+        run: |
+          CHANGELOG_ENTRY=$(awk -v defText="see CHANGELOG.md" '/^## /{if (flag) exit; flag=1; next} flag; END{if (!flag) print defText}' CHANGELOG.md | sed '/[^[:space:]]/,$!d' | tac | sed '/[^[:space:]]/,$!d' | tac)
+          gh release create "$NEW_VERSION" --notes "$CHANGELOG_ENTRY"
+
+      - name: Generate references
+        if: steps.commit-release.outputs.commit-hash != ''
+        run: |
+          uv run bin/docs generate-references
+
+      - name: Check for changes in references
+        if: steps.commit-release.outputs.commit-hash != ''
+        id: references-changes
+        run: |
+          if [ -n "$(git status --porcelain references/)" ]; then
+            echo "changed=true" >> "$GITHUB_OUTPUT"
+            echo "New references generated in references directory:"
+            git status --porcelain references/
+          else
+            echo "changed=false" >> "$GITHUB_OUTPUT"
+            echo "No new references generated in references directory"
+          fi
+
+      - name: Commit generated references
+        if: steps.commit-release.outputs.commit-hash != '' && steps.references-changes.outputs.changed == 'true'
+        uses: planetscale/ghcommit-action@25309d8005ac7c3bcd61d3fe19b69e0fe47dbdde # v0.2.20
+        with:
+          commit_message: "Update generated references"
+          repo: ${{ github.repository }}
+          branch: main
+          file_pattern: references/
+        env:
+          GITHUB_TOKEN: ${{ steps.releaser.outputs.token }}
+
+      # Notify in case of a failure
+      - name: Send failure event to PostHog
+        if: ${{ failure() }}
+        uses: PostHog/posthog-github-action@58dea254b598fb5d469c0699c98af8288a7f7650 # v1.2.0
+        with:
+          posthog-token: "${{ secrets.POSTHOG_PROJECT_API_KEY }}"
+          event: "posthog-python-github-release-workflow-failure"
+          properties: >-
+            {
+              "commitSha": "${{ github.sha }}",
+              "jobStatus": "${{ job.status }}",
+              "ref": "${{ github.ref }}",
+              "version": "${{ steps.sampo-release.outputs.new_version }}"
+            }
+
+      - name: Notify Slack - Failed
+        if: ${{ failure() && needs.notify-approval-needed.outputs.slack_ts != '' }}
+        uses: posthog/.github/.github/actions/slack-thread-reply@5fc4680761e8ac29a61b212756230eba0e276d8c
+        with:
+          slack_bot_token: ${{ secrets.SLACK_CLIENT_LIBRARIES_BOT_TOKEN }}
+          slack_channel_id: ${{ vars.SLACK_APPROVALS_CLIENT_LIBRARIES_CHANNEL_ID }}
+          thread_ts: ${{ needs.notify-approval-needed.outputs.slack_ts }}
+          message: "❌ Failed to release `posthog-python@${{ steps.sampo-release.outputs.new_version }}`! <https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}|View logs>"
+          emoji_reaction: "x"
+
+  notify-released:
+    name: Notify Slack - Released
+    needs: [check-changesets, notify-approval-needed, release]
+    runs-on: ubuntu-latest
+    if: always() && needs.release.result == 'success' && needs.notify-approval-needed.outputs.slack_ts != ''
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+
+      - name: Notify Slack - Released
+        uses: posthog/.github/.github/actions/slack-thread-reply@5fc4680761e8ac29a61b212756230eba0e276d8c
+        with:
+          slack_bot_token: ${{ secrets.SLACK_CLIENT_LIBRARIES_BOT_TOKEN }}
+          slack_channel_id: ${{ vars.SLACK_APPROVALS_CLIENT_LIBRARIES_CHANNEL_ID }}
+          thread_ts: ${{ needs.notify-approval-needed.outputs.slack_ts }}
+          message: "🚀 posthog-python released successfully!"
+          emoji_reaction: "rocket"
diff --git a/.github/workflows/sdk-compliance.yml b/.github/workflows/sdk-compliance.yml
new file mode 100644
index 00000000..99a214ed
--- /dev/null
+++ b/.github/workflows/sdk-compliance.yml
@@ -0,0 +1,21 @@
+name: SDK Compliance Tests
+
+permissions:
+  contents: read
+  packages: read
+  pull-requests: write
+
+on:
+  pull_request:
+  push:
+    branches:
+      - main
+
+jobs:
+  compliance:
+    name: PostHog SDK compliance tests
+    uses: PostHog/posthog-sdk-test-harness/.github/workflows/test-sdk-action.yml@85e2901ea3260a28e07a83086d59b4fb4dfc814f
+    with:
+      adapter-dockerfile: "sdk_compliance_adapter/Dockerfile"
+      adapter-context: "."
+      test-harness-version: "main-85e2901@sha256:4c8eac34e7ff66554a2c6947788c0a42b82456bc949c03bd8f6b9a10bef23ef5"
diff --git a/.github/workflows/stale.yaml b/.github/workflows/stale.yaml
new file mode 100644
index 00000000..a1f6b43b
--- /dev/null
+++ b/.github/workflows/stale.yaml
@@ -0,0 +1,43 @@
+name: 'Handle stale issues and PRs'
+on:
+    schedule:
+        - cron: '30 9 * * 1-5'
+
+permissions:
+    contents: read
+    issues: write
+    pull-requests: write
+
+jobs:
+    stale:
+        runs-on: ubuntu-24.04
+        steps:
+            - name: Check if holiday period
+              id: holiday
+              run: |
+                  # Skip during Christmas/New Year holidays (Dec 20 - Jan 3)
+                  MONTH=$(TZ=UTC date +%m)
+                  DAY=$(TZ=UTC date +%-d)
+                  if [[ "$MONTH" == "12" && $DAY -ge 20 ]] || [[ "$MONTH" == "01" && $DAY -le 3 ]]; then
+                    echo "skip=true" >> $GITHUB_OUTPUT
+                    echo "Skipping stale check during holiday period"
+                  else
+                    echo "skip=false" >> $GITHUB_OUTPUT
+                  fi
+
+            - uses: actions/stale@eb5cf3af3ac0a1aa4c9c45633dd1ae542a27a899 # v10.3.0
+              if: steps.holiday.outputs.skip != 'true'
+              with:
+                  days-before-issue-stale: 730
+                  days-before-issue-close: 14
+                  stale-issue-message: "This issue hasn't seen activity in two years! If you want to keep it open, post a comment or remove the `stale` label – otherwise this will be closed in two weeks."
+                  close-issue-message: "This issue was closed due to lack of activity. Feel free to reopen if it's still relevant."
+                  stale-issue-label: stale
+                  remove-issue-stale-when-updated: true
+                  days-before-pr-stale: 7
+                  days-before-pr-close: 7
+                  stale-pr-message: "This PR hasn't seen activity in a week! Should it be merged, closed, or further worked on? If you want to keep it open, post a comment or remove the `stale` label – otherwise this will be closed in another week."
+                  close-pr-message: "This PR was closed due to lack of activity. Feel free to reopen if it's still relevant."
+                  stale-pr-label: stale
+                  remove-pr-stale-when-updated: true
+                  operations-per-run: 250
diff --git a/.gitignore b/.gitignore
index f0cd9891..42fbc82d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,11 +5,20 @@ dist/
 MANIFEST
 build/
 .eggs/
-.coverage/
+.coverage
 .vscode/
 env/
 venv/
+.venv/
 flake8.out
 pylint.out
 posthog-analytics
 .idea
+.python-version
+.coverage
+pyrightconfig.json
+.env
+.DS_Store
+posthog-python-references.json
+.claude/settings.local.json
+mutants/
diff --git a/.nvmrc b/.nvmrc
new file mode 100644
index 00000000..54c65116
--- /dev/null
+++ b/.nvmrc
@@ -0,0 +1 @@
+v24
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 7dcfa8d7..e579bbb8 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,9 +1,10 @@
 repos:
-  - repo: https://github.com/psf/black
-    rev: stable
-    hooks:
-    - id: black
-  - repo: https://github.com/pycqa/isort
-    rev: 5.7.0
-    hooks:
-      - id: isort
+- repo: https://github.com/astral-sh/ruff-pre-commit
+  # Ruff version.
+  rev: v0.11.12
+  hooks:
+    # Run the linter.
+    - id: ruff-check
+      args: [ --fix ]
+    # Run the formatter.
+    - id: ruff-format
\ No newline at end of file
diff --git a/.sampo/config.toml b/.sampo/config.toml
new file mode 100644
index 00000000..5666fc36
--- /dev/null
+++ b/.sampo/config.toml
@@ -0,0 +1,19 @@
+# Sampo configuration
+version = 1
+
+[git]
+default_branch = "main"
+short_tags = "posthog"    # Tag with v1.2.3 rather than posthog-v1.2.3
+
+[github]
+repository = "posthog/posthog-python"
+
+[changelog]
+# Options for release notes generation.
+# show_commit_hash = true (default)
+# show_acknowledgments = true (default)
+
+[packages]
+# Options for package discovery and filtering.
+# ignore_unpublished = false (default)
+# ignore = ["internal-*", "examples/*"]
diff --git a/BEFORE_SEND.md b/BEFORE_SEND.md
new file mode 100644
index 00000000..a3696d3d
--- /dev/null
+++ b/BEFORE_SEND.md
@@ -0,0 +1,237 @@
+# Before Send Hook
+
+The `before_send` parameter allows you to modify or filter events before they are sent to PostHog. This is useful for:
+
+- **Privacy**: Removing or masking sensitive data (PII)
+- **Filtering**: Dropping unwanted events (test events, internal users, etc.)
+- **Enhancement**: Adding custom properties to all events
+- **Transformation**: Modifying event names or property formats
+
+## Basic Usage
+
+```python
+import posthog
+from typing import Optional, Dict, Any
+
+def my_before_send(event: Dict[str, Any]) -> Optional[Dict[str, Any]]:
+    """
+    Process event before sending to PostHog.
+    
+    Args:
+        event: The event dictionary containing 'event', 'distinct_id', 'properties', etc.
+    
+    Returns:
+        Modified event dictionary to send, or None to drop the event
+    """
+    # Your processing logic here
+    return event
+
+# Initialize client with before_send hook
+client = posthog.Client(
+    api_key="your-project-api-key",
+    before_send=my_before_send
+)
+```
+
+## Common Use Cases
+
+### 1. Filter Out Events
+
+```python
+from typing import Optional, Any
+
+def filter_events_by_property_or_event_name(event: dict[str, Any]) -> Optional[dict[str, Any]]:
+    """Drop events from internal users or test environments."""
+    properties = event.get("properties", {})
+    
+    # Choose some property from your events
+    event_source = properties.get("event_source", "")
+    if event_source.endswith("internal"):
+        return None  # Drop the event
+    
+    # Filter out test events
+    if event.get("event") == "test_event":
+        return None
+    
+    return event
+```
+
+### 2. Remove/Mask PII Data
+
+```python
+from typing import Optional, Any
+
+def scrub_pii(event: dict[str, Any]) -> Optional[dict[str, Any]]:
+    """Remove or mask personally identifiable information."""
+    properties = event.get("properties", {})
+    
+    # Mask email but keep domain for analytics
+    if "email" in properties:
+        email = properties["email"]
+        if "@" in email:
+            domain = email.split("@")[1]
+            properties["email"] = f"***@{domain}"
+        else:
+            properties["email"] = "***"
+    
+    # Remove sensitive fields entirely
+    sensitive_fields = ["my_business_info", "secret_things"]
+    for field in sensitive_fields:
+        properties.pop(field, None)
+    
+    return event
+```
+
+### 3. Add Custom Properties
+
+```python
+from typing import Optional, Any
+
+from datetime import datetime
+from typing import Optional, Any
+
+def add_context(event: dict[str, Any]) -> Optional[dict[str, Any]]:
+    """Add custom properties to all events."""
+    if "properties" not in event:
+        event["properties"] = {}
+    
+    event["properties"].update({
+        "app_version": "2.1.0",
+        "environment": "production", 
+        "processed_at": datetime.now().isoformat()
+    })
+    
+    return event
+```
+
+### 4. Transform Event Names
+
+```python
+from typing import Optional, Any
+
+def normalize_event_names(event: dict[str, Any]) -> Optional[dict[str, Any]]:
+    """Convert event names to a consistent format."""
+    original_event = event.get("event")
+    if original_event:
+        # Convert to snake_case
+        normalized = original_event.lower().replace(" ", "_").replace("-", "_")
+        event["event"] = f"app_{normalized}"
+    
+    return event
+```
+
+### 5. Log and drop in "dev" mode
+
+When running in local dev often, you want to log but drop all events
+
+
+```python
+from typing import Optional, Any
+
+def log_and_drop_all(event: dict[str, Any]) -> Optional[dict[str, Any]]:
+    """Convert event names to a consistent format."""
+    print(event)
+    
+    return None
+```
+
+### 6. Combined Processing
+
+```python
+from typing import Optional, Any
+
+def comprehensive_processor(event: dict[str, Any]) -> Optional[dict[str, Any]]:
+    """Apply multiple transformations in sequence."""
+    
+    # Step 1: Filter unwanted events
+    if should_drop_event(event):
+        return None
+    
+    # Step 2: Scrub PII
+    event = scrub_pii(event)
+    
+    # Step 3: Add context
+    event = add_context(event)
+    
+    # Step 4: Normalize names
+    event = normalize_event_names(event)
+    
+    return event
+
+def should_drop_event(event: dict[str, Any]) -> bool:
+    """Determine if event should be dropped."""
+    # Your filtering logic
+    return False
+```
+
+## Error Handling
+
+If your `before_send` function raises an exception, PostHog will:
+
+1. Log the error 
+2. Continue with the original, unmodified event
+3. Not crash your application
+
+```python
+from typing import Optional, Any
+
+def risky_before_send(event: dict[str, Any]) -> Optional[dict[str, Any]]:
+    # If this raises an exception, the original event will be sent
+    risky_operation()
+    return event
+```
+
+## Complete Example
+
+```python
+import posthog
+from typing import Optional, Any
+import re
+
+def production_before_send(event: dict[str, Any]) -> Optional[dict[str, Any]]:
+    try:
+        properties = event.get("properties", {})
+        
+        # 1. Filter out bot traffic
+        user_agent = properties.get("$user_agent", "")
+        if re.search(r'bot|crawler|spider', user_agent, re.I):
+            return None
+        
+        # 2. Filter out internal traffic  
+        ip = properties.get("$ip", "")
+        if ip.startswith("192.168.") or ip.startswith("10."):
+            return None
+        
+        # 3. Scrub email PII but keep domain
+        if "email" in properties:
+            email = properties["email"]
+            if "@" in email:
+                domain = email.split("@")[1]
+                properties["email"] = f"***@{domain}"
+        
+        # 4. Add custom context
+        properties.update({
+            "app_version": "1.0.0",
+            "build_number": "123"
+        })
+        
+        # 5. Normalize event name
+        if event.get("event"):
+            event["event"] = event["event"].lower().replace(" ", "_")
+        
+        return event
+        
+    except Exception as e:
+        # Log error but don't crash
+        print(f"Error in before_send: {e}")
+        return event  # Return original event on error
+
+# Usage
+client = posthog.Client(
+    api_key="your-api-key",
+    before_send=production_before_send
+)
+
+# All events will now be processed by your before_send function
+client.capture("user_123", "Page View", {"url": "/home"})
+```
\ No newline at end of file
diff --git a/CHANGELOG.md b/CHANGELOG.md
new file mode 100644
index 00000000..e63ad969
--- /dev/null
+++ b/CHANGELOG.md
@@ -0,0 +1,1077 @@
+# posthog
+
+## 7.18.3 — 2026-06-12
+
+### Patch changes
+
+- [ee6a3c8](https://github.com/posthog/posthog-python/commit/ee6a3c8c030cfaacc065765d95991a448d59ad08) Warn when an AI wrapper's `base_url` points at the PostHog AI Gateway. The gateway emits its own `$ai_generation`, so each call would be captured (and billed) twice. The wrapper only warns and never drops the event. Detection covers the wrapper funnels (OpenAI, Anthropic, LangChain) and the OTel span path. — Thanks @richardsolomou!
+
+## 7.18.2 — 2026-06-12
+
+### Patch changes
+
+- [fe76fc9](https://github.com/posthog/posthog-python/commit/fe76fc9a874a3f2f8538ee0d1c4f8a6c66f11c03) Improve mypy coverage for core SDK modules without changing runtime behavior. — Thanks @Kshitijmishradev for your first contribution 🎉!
+
+## 7.18.1 — 2026-06-10
+
+### Patch changes
+
+- [00b2091](https://github.com/posthog/posthog-python/commit/00b2091ea661d3b4e87ccf11f4752f73a1e0d162) Add internal-only routing of `$ai_*` events to a dedicated capture endpoint in their own batch, gated behind the unstable `_dedicated_ai_endpoint` client option (off by default, not for general use). — Thanks @carlos-marchal-ph!
+
+## 7.18.0 — 2026-06-05
+
+### Minor changes
+
+- [a2ce51e](https://github.com/posthog/posthog-python/commit/a2ce51e8a4aad82bb91f152ee8b4236ba5898472) feat(feature-flags): support the `early_exit` condition option in local evaluation. When a flag enables early exit, evaluation now stops and returns `False` as soon as a condition group's property filters match but the rollout percentage excludes the user, instead of falling through to later groups — matching the server-side evaluation behavior. — Thanks @gustavohstrassburger!
+
+## 7.17.0 — 2026-06-03
+
+### Minor changes
+
+- [3aed638](https://github.com/posthog/posthog-python/commit/3aed638ce1a256545f86cf05aa6338a1f2b62a89) Add a configurable `$is_server` event property (default `true`) so PostHog can identify server-side events. Set `is_server=False` when using posthog-python as a client/CLI so the device OS is attributed normally. — Thanks @turnipdabeets for your first contribution 🎉!
+
+## 7.16.4 — 2026-06-03
+
+### Patch changes
+
+- [44e6b14](https://github.com/posthog/posthog-python/commit/44e6b14affd235f523d5a719690cddcb98f0fdde) Fix async streaming responses from the AI wrappers (OpenAI, Anthropic, Gemini) so they support `async with` as well as `async for`. Previously, consuming a stream via `async with` (e.g. with pydantic-ai) raised `TypeError: 'async_generator' object does not support the asynchronous context manager protocol`. — Thanks @turnipdabeets for your first contribution 🎉!
+
+## 7.16.3 — 2026-06-01
+
+### Patch changes
+
+- [643a810](https://github.com/posthog/posthog-python/commit/643a810851719cfdbbdee7d76d1fb87e6ade45aa) Return empty flag defaults from Client flag helpers when the flags API fails. — Thanks @marandaneto!
+
+## 7.16.2 — 2026-05-28
+
+### Patch changes
+
+- [034dce2](https://github.com/posthog/posthog-python/commit/034dce2fcad5276bcaacd4cc7b635b91c6920353) Make module-level setup no-op when API key is blank — Thanks @marandaneto!
+
+## 7.16.1 — 2026-05-27
+
+### Patch changes
+
+- [8f6d6c8](https://github.com/posthog/posthog-python/commit/8f6d6c8ba4be612ae39273c5bd47acfc31396145) Include group context in the `$feature_flag_called` dedupe key so group-scoped flags fire a separate event for each group a user is evaluated under, instead of being dedup-ed against the first group context the same `(distinct_id, flag, response)` was seen under. — Thanks @gustavohstrassburger!
+
+## 7.16.0 — 2026-05-27
+
+### Minor changes
+
+- [a44e0be](https://github.com/posthog/posthog-python/commit/a44e0bebb0220ed41d4d16620b9864f6c0732055) Add async flag definition cache providers — Thanks @dustinbyrne!
+
+## 7.15.4 — 2026-05-25
+
+### Patch changes
+
+- [0207088](https://github.com/posthog/posthog-python/commit/0207088decedb404abfe44ebc0c4b9f1723687c9) Track OpenAI chat completions parse calls — Thanks @marandaneto!
+
+## 7.15.3 — 2026-05-21
+
+### Patch changes
+
+- [be9b78b](https://github.com/posthog/posthog-python/commit/be9b78be370fcaabeda568a50c0d72fba752dcbe) Reject semver values with leading zeros in local flag evaluation. Per semver 2.0.0 §2, numeric identifiers must not include leading zeros — values like `1.07.3` are not valid semver and should not match targeting conditions. Both override values and flag values are now validated; invalid inputs raise `InconclusiveMatchError` so the condition does not match. — Thanks @dmarticus!
+
+## 7.15.2 — 2026-05-21
+
+### Patch changes
+
+- [1574b1b](https://github.com/posthog/posthog-python/commit/1574b1be68202b831b9de28fa86e5f67dcf7b728) Fix OpenAI usage parsing when token detail fields are null — Thanks @michael-ciridae!
+
+## 7.15.1 — 2026-05-21
+
+### Patch changes
+
+- [a098aa7](https://github.com/posthog/posthog-python/commit/a098aa71860138ca94109f6c72fa732fafb302a1) Fix Gemini web search extraction when response candidates are null. — Thanks @marandaneto!
+
+## 7.15.0 — 2026-05-19
+
+### Minor changes
+
+- [52cd20e](https://github.com/posthog/posthog-python/commit/52cd20e1237c6dd7be7364b744bd16565794c8ab) feat: add Celery integration and improve PostHog client fork safety — Thanks @parinporecha!
+
+## 7.14.2 — 2026-05-13
+
+### Patch changes
+
+- [44c1261](https://github.com/posthog/posthog-python/commit/44c1261ce17f07ce4ce430d1b188501a5a1e2f45) Fix scoped context support for async functions — Thanks @marandaneto!
+
+## 7.14.1 — 2026-05-11
+
+### Patch changes
+
+- [f6c8ede](https://github.com/posthog/posthog-python/commit/f6c8ede23505e3e97ba14aebb8efd4f237cb1dca) fix: type warning on new_context — Thanks @itsaphel for your first contribution 🎉!
+
+## 7.14.0 — 2026-05-01
+
+### Minor changes
+
+- [69dc2a8](https://github.com/posthog/posthog-python/commit/69dc2a871a8f93fe6bcd14269f5b17c5b48fc897) Add `evaluate_flags()` and a new `flags` option on `capture()` so a single `/flags` call can power both flag branching and event enrichment per request:
+  
+  ```python
+  flags = posthog.evaluate_flags(distinct_id, person_properties={"plan": "enterprise"})
+  if flags.is_enabled("new-dashboard"):
+      render_new_dashboard()
+  posthog.capture("page_viewed", distinct_id=distinct_id, flags=flags)
+  ```
+  
+  The returned `FeatureFlagEvaluations` snapshot exposes `is_enabled()`, `get_flag()`, `get_flag_payload()` for branching and `only_accessed()` / `only([keys])` filter helpers. Pass `flag_keys=[...]` to `evaluate_flags()` to scope the underlying `/flags` request itself.
+  
+  Deprecates `feature_enabled()`, `get_feature_flag()`, `get_feature_flag_payload()`, and `capture(send_feature_flags=...)`. They continue to work but now emit a `DeprecationWarning` pointing at `evaluate_flags()`. Removal is planned for the next major version. — Thanks @dmarticus!
+
+## 7.13.2 — 2026-04-30
+
+### Patch changes
+
+- [f4af88a](https://github.com/posthog/posthog-python/commit/f4af88a3c3e5a095366af8789aa6c649eaeb4fd9) Prevent flush from hanging after dropping oversized queued events. — Thanks @marandaneto!
+- [6b3d1c7](https://github.com/posthog/posthog-python/commit/6b3d1c75780d10eb8aec2efede9d0d1de0adc889) Sanitize PostHog tracing headers extracted by Django middleware. — Thanks @dustinbyrne!
+- [dea848f](https://github.com/posthog/posthog-python/commit/dea848fd60a8857d8087c8b5058b0a8d7965981d) Remove python-dateutil as a runtime dependency — Thanks @marandaneto!
+- [a1c6640](https://github.com/posthog/posthog-python/commit/a1c6640d42924a006a3495033b55e4be5ed5ede7) Improve local feature flag authentication error messages. — Thanks @marandaneto!
+- [8bdd3fa](https://github.com/posthog/posthog-python/commit/8bdd3fa126b29a366efbcf66060cb54e09010c05) Treat clients with an empty project API key as disabled no-ops. — Thanks @marandaneto!
+
+## 7.13.1 — 2026-04-24
+
+### Patch changes
+
+- [0d36184](https://github.com/posthog/posthog-python/commit/0d361845acc18f660b6ca1f7a3a0ae1168339d2e) Support mixed user+group targeting in local flag evaluation. — Thanks @patricio-posthog!
+
+## 7.13.0 — 2026-04-21
+
+### Minor changes
+
+- [12c38e7](https://github.com/posthog/posthog-python/commit/12c38e7a788c29a244b715c4f9965b1ac0bb4b3f) Add `capture_errors` option to `Prompts` that reports prompt fetch failures to PostHog error tracking via `capture_exception()` when enabled. — Thanks @andrewm4894!
+
+### Patch changes
+
+- [1b098e7](https://github.com/posthog/posthog-python/commit/1b098e7dc1b25b41ee35a2eef7469e71fe42b1fc) Trim surrounding whitespace from API keys and host config before using them. — Thanks @marandaneto!
+
+## 7.12.0 — 2026-04-16
+
+### Minor changes
+
+- [220d9e8](https://github.com/posthog/posthog-python/commit/220d9e88877dee7eabd34fed68c2a4a65e6526a7) `Prompts.get()` now accepts `with_metadata=True` and returns a `PromptResult` dataclass containing `source` (`api`, `cache`, `stale_cache`, or `code_fallback`), `name`, and `version` alongside the prompt text. The previous plain-string return is deprecated and will be removed in a future major version. — Thanks @marandaneto!
+
+## 7.11.2 — 2026-04-15
+
+### Patch changes
+
+- [f5a95b4](https://github.com/posthog/posthog-python/commit/f5a95b454ae7fd8bf46381b1c624df827903260d) feat(flags): switch local evaluation polling from `/api/feature_flag/local_evaluation` to `/flags/definitions` — Thanks @patricio-posthog!
+
+## 7.11.1 — 2026-04-14
+
+### Patch changes
+
+- [c3f097f](https://github.com/posthog/posthog-python/commit/c3f097f72f5ef6c1ecd25ade7d3ba08e57765eaf) feat: Add os_distro information to events — Thanks @parinporecha!
+
+## 7.11.0 — 2026-04-10
+
+### Minor changes
+
+- [b921fe3](https://github.com/posthog/posthog-python/commit/b921fe33a9115fbf5f5171b80e1deabffd3e66ca) Add Gemini `embed_content` tracking support for both sync and async clients — Thanks @carlos-marchal-ph!
+- [44b92a8](https://github.com/posthog/posthog-python/commit/44b92a844a2d8170e5b2247e509279f4654c4ef6) feat(ai): add $ai_stop_reason extraction for all providers — Thanks @carlos-marchal-ph!
+
+### Patch changes
+
+- [7c5cad8](https://github.com/posthog/posthog-python/commit/7c5cad8fcf818c9b8b4f074876718b937f2f8072) fix: graceful fallback in claude_agent_sdk query wrapper when PostHog is not configured — Thanks @andrewm4894!
+
+## 7.10.3 — 2026-04-08
+
+### Patch changes
+
+- [e22e893](https://github.com/posthog/posthog-python/commit/e22e893b236bf6af1cb8f6c18712727d24fe5c7e) fix: pass the module-level `posthog.before_send` callback into the lazily initialized default client — Thanks @marandaneto!
+
+## 7.10.2 — 2026-04-08
+
+### Patch changes
+
+- [bae355c](https://github.com/posthog/posthog-python/commit/bae355cd787f4c1a119fd2b396ba444b1a218b6a) feat(flags): make local evaluation endpoint configurable via `POSTHOG_LOCAL_EVALUATION_ENDPOINT` env var with fallback to default endpoint — Thanks @patricio-posthog for your first contribution 🎉!
+
+## 7.10.1 — 2026-04-08
+
+### Patch changes
+
+- [a5052b0](https://github.com/posthog/posthog-python/commit/a5052b089b106af5a2fa5236fcf1f4f84943f899) fix: Django middleware accidentally passed capture_exceptions as positional arg, setting fresh=True and resetting context state — Thanks @marandaneto!
+
+## 7.10.0 — 2026-04-07
+
+### Minor changes
+
+- [d234b53](https://github.com/posthog/posthog-python/commit/d234b53ff9578648d3bdb70d54cde98cdb7d9c87) feat(ai): add Claude Agent SDK integration for LLM analytics — Thanks @andrewm4894!
+
+### Patch changes
+
+- [754c45f](https://github.com/posthog/posthog-python/commit/754c45fa024be3fdb1f1d1f312a94070786652b7) fix: propagate missing params in module-level wrapper functions (`distinct_id` for `group_identify`, `flag_keys_to_evaluate` for `get_all_flags`/`get_all_flags_and_payloads`) — Thanks @dustinbyrne!
+
+## 7.9.12 — 2026-03-12
+
+### Patch changes
+
+- [1729be4](https://github.com/posthog/posthog-python/commit/1729be4b5ea87ebd361cc95ce44733b0db596e63) chore(flags): expose flag_definition_cache_provider — Thanks @matheus-vb for your first contribution 🎉!
+
+## 7.9.11 — 2026-03-11
+
+### Patch changes
+
+- [4547810](https://github.com/posthog/posthog-python/commit/4547810669d3c01fa1e1ab7595c00bfc1357ebe1) chore(ci): fix release attribution — Thanks @Piccirello!
+
+## 7.9.10 — 2026-03-10
+
+### Patch changes
+
+- [b48a7ac](https://github.com/posthog/posthog-python/commit/b48a7ac16112a3ae338b95194404710ca57bd75b) chore(ci): attribute release tag to GitHub App — Thanks @Piccirello!
+
+## 7.9.9 — 2026-03-10
+
+### Patch changes
+
+- [591d3e0](https://github.com/posthog/posthog-python/commit/591d3e0ffe88aa7d8913bec9709dc0647b3a09bb) chore(ci): use signed commits when publishing release — Thanks @Piccirello!
+
+## 7.9.8 — 2026-03-09
+
+### Patch changes
+
+- [11466c6](https://github.com/posthog/posthog-python/commit/11466c625e74864dcb75c951b8efbf87f5ec4c8b) feat(llma): support fetching versioned prompts from the prompts sdk — Thanks @Radu-Raicea!
+- [535e9c5](https://github.com/posthog/posthog-python/commit/535e9c530336930d27ec5dfd6072c55369d36a8e) chore(llma): clean up prompt SDK review follow-ups — Thanks @Radu-Raicea!
+
+## 7.9.7 — 2026-03-05
+
+### Patch changes
+
+- [b206669](https://github.com/posthog/posthog-python/commit/b206669bf62c923346ad28881dc4694d933ca424) fix(llma): use distinct_id from outer context if not provided, fix $process_person_profile for context-based identity — Thanks @ethanporcaro for your first contribution 🎉!
+- [a99c7d7](https://github.com/posthog/posthog-python/commit/a99c7d73b1e0ef1f35d856c82ace21237ee253a3) Add warning log for local flag evaluation cold start — Thanks @dmarticus!
+
+## 7.9.6 — 2026-03-02
+
+### Patch changes
+
+- [8d83315](https://github.com/posthog/posthog-python/commit/8d83315b67c21eb9e7d6c17bae27ada98ca2643d) add PROPERTY_OPERATORS constant for match_property — Thanks @dmarticus!
+
+## 7.9.5 — 2026-03-02
+
+### Patch changes
+
+- [830244b](https://github.com/posthog/posthog-python/commit/830244bd409b1992ae2e49610f8f87d2cdfc8096) add semver targeting support to local evaluation — Thanks @dmarticus!
+
+## 7.9.4 — 2026-02-25
+
+### Patch changes
+
+- [a68a6a6](https://github.com/posthog/posthog-python/commit/a68a6a6d045072c88eeee7acac441536919b5954) feat(llma): add `$ai_tokens_source` property ("sdk" or "passthrough") to all `$ai_generation` events to detect when token values are externally overridden via `posthog_properties` — Thanks @carlos-marchal-ph!
+
+## 7.9.3 — 2026-02-18
+
+### Patch changes
+
+- [9f9553a](https://github.com/posthog/posthog-python/commit/9f9553a420d22e5e6435b775993f61a059280c2a) Fix posthoganalytics release, previously broken — Thanks @rafaeelaudibert!
+
+## 7.9.2 — 2026-02-18
+
+### Patch changes
+
+- [f1dc4d7](https://github.com/posthog/posthog-python/commit/f1dc4d73914712983a7f715ee4fe1b70e66e770a) Add sampo to the project — Thanks @rafaeelaudibert!
+
+## 7.9.1 - 2026-02-17
+
+fix(llma): make prompt fetches deterministic by requiring project_api_key and sending it as token query param
+
+## 7.9.0 - 2026-02-17
+
+feat: Support device_id as bucketing identifier for local evaluation
+
+## 7.8.6 - 2026-02-09
+
+fix: limit collections scanning in code variables
+
+## 7.8.5 - 2026-02-09
+
+fix: further optimize code variables pattern matching
+
+## 7.8.4 - 2026-02-09
+
+fix: do not pattern match long values in code variables
+
+## 7.8.3 - 2026-02-06
+
+fix: openAI input image sanitization
+
+## 7.8.2 - 2026-02-04
+
+fix(llma): fix prompts default url
+
+## 7.8.1 - 2026-02-03
+
+fix(llma): small fixes for prompt management
+
+## 7.8.0 - 2026-01-28
+
+feat(llma): add prompt management
+
+Adds the Prompt Management feature. At the time of release, this feature is in a closed alpha.
+
+## 7.7.0 - 2026-01-15
+
+feat(ai): Add OpenAI Agents SDK integration
+
+Automatic tracing for agent workflows, handoffs, tool calls, guardrails, and custom spans. Includes `$ai_total_tokens`, `$ai_error_type` categorization, and `$ai_framework` property.
+
+## 7.6.0 - 2026-01-12
+
+feat: add device_id to flags request payload
+
+Add device_id parameter to all feature flag methods, allowing the server to track device identifiers for flag evaluation. The device_id can be passed explicitly or set via context using `set_context_device_id()`.
+
+## 7.5.1 - 2026-01-07
+
+fix: avoid return from finally block to fix Python 3.14 SyntaxWarning (#361) - thanks @jodal
+
+## 7.5.0 - 2026-01-06
+
+feat: Capture Langchain, OpenAI and Anthropic errors as exceptions (if exception autocapture is enabled)
+feat: Add reference to exception in LLMA trace and span events
+
+## 7.4.3 - 2026-01-02
+
+Fixes cache creation cost for Langchain with Anthropic
+
+## 7.4.2 - 2025-12-22
+
+feat: add `in_app_modules` option to control code variables capturing
+
+## 7.4.1 - 2025-12-19
+
+fix: extract model from response for OpenAI stored prompts
+
+When using OpenAI stored prompts, the model is defined in the OpenAI dashboard rather than passed in the API request. This fix adds a fallback to extract the model from the response object when not provided in kwargs, ensuring generations show up with the correct model and enabling cost calculations.
+
+## 7.4.0 - 2025-12-16
+
+feat: Add automatic retries for feature flag requests
+
+Feature flag API requests now automatically retry on transient failures:
+
+- Network errors (connection refused, DNS failures, timeouts)
+- Server errors (500, 502, 503, 504)
+- Up to 2 retries with exponential backoff (0.5s, 1s delays)
+
+Rate limit (429) and quota (402) errors are not retried.
+
+## 7.3.1 - 2025-12-06
+
+fix: remove unused $exception_message and $exception_type
+
+## 7.3.0 - 2025-12-05
+
+feat: improve code variables capture masking
+
+## 7.2.0 - 2025-12-01
+
+feat: add $feature_flag_evaluated_at properties to $feature_flag_called events
+
+## 7.1.0 - 2025-11-26
+
+Add support for the async version of Gemini.
+
+## 7.0.2 - 2025-11-18
+
+Add support for Python 3.14.
+Projects upgrading to Python 3.14 should ensure any Pydantic models passed into the SDK use Pydantic v2, as Pydantic v1 is not compatible with Python 3.14.
+
+## 7.0.1 - 2025-11-15
+
+Try to use repr() when formatting code variables
+
+## 7.0.0 - 2025-11-11
+
+NB Python 3.9 is no longer supported
+
+- chore(llma): update LLM provider SDKs to latest major versions
+  - openai: 1.102.0 → 2.7.1
+  - anthropic: 0.64.0 → 0.72.0
+  - google-genai: 1.32.0 → 1.49.0
+  - langchain-core: 0.3.75 → 1.0.3
+  - langchain-openai: 0.3.32 → 1.0.2
+  - langchain-anthropic: 0.3.19 → 1.0.1
+  - langchain-community: 0.3.29 → 0.4.1
+  - langgraph: 0.6.6 → 1.0.2
+
+## 6.9.3 - 2025-11-10
+
+- feat(ph-ai): PostHog properties dict in GenerationMetadata
+
+## 6.9.2 - 2025-11-10
+
+- fix(llma): fix cache token double subtraction in Langchain for non-Anthropic providers causing negative costs
+
+## 6.9.1 - 2025-11-07
+
+- fix(error-tracking): pass code variables config from init to client
+
+## 6.9.0 - 2025-11-06
+
+- feat(error-tracking): add local variables capture
+
+## 6.8.0 - 2025-11-03
+
+- feat(llma): send web search calls to be used for LLM cost calculations
+
+## 6.7.14 - 2025-11-03
+
+- fix(django): Handle request.user access in async middleware context to prevent SynchronousOnlyOperation errors in Django 5+ (fixes #355)
+- test(django): Add Django 5 integration test suite with real ASGI application testing async middleware behavior
+
+## 6.7.13 - 2025-11-02
+
+- fix(llma): cache cost calculation in the LangChain callback
+
+## 6.7.12 - 2025-11-02
+
+- fix(django): Restore process_exception method to capture view and downstream middleware exceptions (fixes #329)
+- fix(ai/langchain): Add LangChain 1.0+ compatibility for CallbackHandler imports (fixes #362)
+
+## 6.7.11 - 2025-10-28
+
+- feat(ai): Add `$ai_framework` property for framework integrations (e.g. LangChain)
+
+## 6.7.10 - 2025-10-24
+
+- fix(django): Make middleware truly hybrid - compatible with both sync (WSGI) and async (ASGI) Django stacks without breaking sync-only deployments
+
+## 6.7.9 - 2025-10-22
+
+- fix(flags): multi-condition flags with static cohorts returning wrong variants
+
+## 6.7.8 - 2025-10-16
+
+- fix(llma): missing async for OpenAI's streaming implementation
+
+## 6.7.7 - 2025-10-14
+
+- fix: remove deprecated attribute $exception_personURL from exception events
+
+## 6.7.6 - 2025-09-16
+
+- fix: don't sort condition sets with variant overrides to the top
+- fix: Prevent core Client methods from raising exceptions
+
+## 6.7.5 - 2025-09-16
+
+- feat: Django middleware now supports async request handling.
+
+## 6.7.4 - 2025-09-05
+
+- fix: Missing system prompts for some providers
+
+## 6.7.3 - 2025-09-04
+
+- fix: missing usage tokens in Gemini
+
+## 6.7.2 - 2025-09-03
+
+- fix: tool call results in streaming providers
+
+## 6.7.1 - 2025-09-01
+
+- fix: Add base64 inline image sanitization
+
+## 6.7.0 - 2025-08-26
+
+- feat: Add support for feature flag dependencies
+
+## 6.6.1 - 2025-08-21
+
+- fix: Prevent `NoneType` error when `group_properties` is `None`
+
+## 6.6.0 - 2025-08-15
+
+- feat: Add `flag_keys_to_evaluate` parameter to optimize feature flag evaluation performance by only evaluating specified flags
+- feat: Add `flag_keys_filter` option to `send_feature_flags` for selective flag evaluation in capture events
+
+## 6.5.0 - 2025-08-08
+
+- feat: Add `$context_tags` to an event to know which properties were included as tags
+
+## 6.4.1 - 2025-08-06
+
+- fix: Always pass project API key in `remote_config` requests for deterministic project routing
+
+## 6.4.0 - 2025-08-05
+
+- feat: support Vertex AI for Gemini
+
+## 6.3.4 - 2025-08-04
+
+- fix: set `$ai_tools` for all providers and `$ai_output_choices` for all non-streaming provider flows properly
+
+## 6.3.3 - 2025-08-01
+
+- fix: `get_feature_flag_result` now correctly returns FeatureFlagResult when payload is empty string instead of None
+
+## 6.3.2 - 2025-07-31
+
+- fix: Anthropic's tool calls are now handled properly
+
+## 6.3.0 - 2025-07-22
+
+- feat: Enhanced `send_feature_flags` parameter to accept `SendFeatureFlagsOptions` object for declarative control over local/remote evaluation and custom properties
+
+## 6.2.1 - 2025-07-21
+
+- feat: make `posthog_client` an optional argument in PostHog AI providers wrappers (`posthog.ai.*`), intuitively using the default client as the default
+
+## 6.1.1 - 2025-07-16
+
+- fix: correctly capture exceptions processed by Django from views or middleware
+
+## 6.1.0 - 2025-07-10
+
+- feat: decouple feature flag local evaluation from personal API keys; support decrypting remote config payloads without relying on the feature flags poller
+
+## 6.0.4 - 2025-07-09
+
+- fix: add POSTHOG_MW_CLIENT setting to django middleware, to support custom clients for exception capture.
+
+## 6.0.3 - 2025-07-07
+
+- feat: add a feature flag evaluation cache (local storage or redis) to support returning flag evaluations when the service is down
+
+## 6.0.2 - 2025-07-02
+
+- fix: send_feature_flags changed to default to false in `Client::capture_exception`
+
+## 6.0.1
+
+- fix: response `$process_person_profile` property when passed to capture
+
+## 6.0.0
+
+This release contains a number of major breaking changes:
+
+- feat: make distinct_id an optional parameter in posthog.capture and related functions
+- feat: make capture and related functions return `Optional[str]`, which is the UUID of the sent event, if it was sent
+- fix: remove `identify` (prefer `posthog.set()`), and `page` and `screen` (prefer `posthog.capture()`)
+- fix: delete exception-capture specific integrations module. Prefer the general-purpose django middleware as a replacement for the django `Integration`.
+
+To migrate to this version, you'll mostly just need to switch to using named keyword arguments, rather than positional ones. For example:
+
+```python
+# Old calling convention
+posthog.capture("user123", "button_clicked", {"button_id": "123"})
+# New calling convention
+posthog.capture(distinct_id="user123", event="button_clicked", properties={"button_id": "123"})
+
+# Better pattern
+with posthog.new_context():
+    posthog.identify_context("user123")
+
+    # The event name is the first argument, and can be passed positionally, or as a keyword argument in a later position
+    posthog.capture("button_pressed")
+```
+
+Generally, arguments are now appropriately typed, and docstrings have been updated. If something is unclear, please open an issue, or submit a PR!
+
+## 5.4.0 - 2025-06-20
+
+- feat: add support to session_id context on page method
+
+## 5.3.0 - 2025-06-19
+
+- fix: safely handle exception values
+
+## 5.2.0 - 2025-06-19
+
+- feat: construct artificial stack traces if no traceback is available on a captured exception
+
+## 5.1.0 - 2025-06-18
+
+- feat: session and distinct ID's can now be associated with contexts, and are used as such
+- feat: django http request middleware
+
+## 5.0.0 - 2025-06-16
+
+- fix: removed deprecated sentry integration
+
+## 4.10.0 - 2025-06-13
+
+- fix: no longer fail in autocapture.
+
+## 4.9.0 - 2025-06-13
+
+- feat(ai): track reasoning and cache tokens in the LangChain callback
+
+## 4.8.0 - 2025-06-10
+
+- fix: export scoped, rather than tracked, decorator
+- feat: allow use of contexts without error tracking
+
+## 4.7.0 - 2025-06-10
+
+- feat: add support for parse endpoint in responses API (no longer beta)
+
+## 4.6.2 - 2025-06-09
+
+- fix: replace `import posthog` with direct method imports
+
+## 4.6.1 - 2025-06-09
+
+- fix: replace `import posthog` in `posthoganalytics` package
+
+## 4.6.0 - 2025-06-09
+
+- feat: add additional user and request context to captured exceptions via the Django integration
+- feat: Add `setup()` function to initialise default client
+
+## 4.5.0 - 2025-06-09
+
+- feat: add before_send callback (#249)
+
+## 4.4.2- 2025-06-09
+
+- empty point release to fix release automation
+
+## 4.4.1 2025-06-09
+
+- empty point release to fix release automation
+
+## 4.4.0 - 2025-06-09
+
+- Use the new `/flags` endpoint for all feature flag evaluations (don't fall back to `/decide` at all)
+
+## 4.3.2 - 2025-06-06
+
+1. Add context management:
+
+- New context manager with `posthog.new_context()`
+- Tag functions: `posthog.tag()`, `posthog.get_tags()`, `posthog.clear_tags()`
+- Function decorator:
+  - `@posthog.scoped` - Creates context and captures exceptions thrown within the function
+- Automatic deduplication of exceptions to ensure each exception is only captured once
+
+2. fix: feature flag request use geoip_disable (#235)
+3. chore: pin actions versions (#210)
+4. fix: opinionated setup and clean fn fix (#240)
+5. fix: release action failed (#241)
+
+## 4.2.0 - 2025-05-22
+
+Add support for google gemini
+
+## 4.1.0 - 2025-05-22
+
+Moved ai openai package to a composition approach over inheritance.
+
+## 4.0.1 – 2025-04-29
+
+1. Remove deprecated `monotonic` library. Use Python's core `time.monotonic` function instead
+2. Clarify Python 3.9+ is required
+
+## 4.0.0 - 2025-04-24
+
+1. Added new method `get_feature_flag_result` which returns a `FeatureFlagResult` object. This object breaks down the result of a feature flag into its enabled state, variant, and payload. The benefit of this method is it allows you to retrieve the result of a feature flag and its payload in a single API call. You can call `get_value` on the result to get the value of the feature flag, which is the same value returned by `get_feature_flag` (aka the string `variant` if the flag is a multivariate flag or the `boolean` value if the flag is a boolean flag).
+
+Example:
+
+```python
+result = posthog.get_feature_flag_result("my-flag", "distinct_id")
+print(result.enabled)     # True or False
+print(result.variant)     # 'the-variant-value' or None
+print(result.payload)     # {'foo': 'bar'}
+print(result.get_value()) # 'the-variant-value' or True or False
+print(result.reason)      # 'matched condition set 2' (Not available for local evaluation)
+```
+
+Breaking change:
+
+1. `get_feature_flag_payload` now deserializes payloads from JSON strings to `Any`. Previously, it returned the payload as a JSON encoded string.
+
+Before:
+
+```python
+payload = get_feature_flag_payload('key', 'distinct_id') # "{\"some\": \"payload\"}"
+```
+
+After:
+
+```python
+payload = get_feature_flag_payload('key', 'distinct_id') # {"some": "payload"}
+```
+
+## 3.25.0 – 2025-04-15
+
+1. Roll out new `/flags` endpoint to 100% of `/decide` traffic, excluding the top 10 customers.
+
+## 3.24.3 – 2025-04-15
+
+1. Fix hash inclusion/exclusion for flag rollout
+
+## 3.24.2 – 2025-04-15
+
+1. Roll out new /flags endpoint to 10% of /decide traffic
+
+## 3.24.1 – 2025-04-11
+
+1. Add `log_captured_exceptions` option to proxy setup
+
+## 3.24.0 – 2025-04-10
+
+1. Add config option to `log_captured_exceptions`
+
+## 3.23.0 – 2025-03-26
+
+1. Expand automatic retries to include read errors (e.g. RemoteDisconnected)
+
+## 3.22.0 – 2025-03-26
+
+1. Add more information to `$feature_flag_called` events.
+2. Support for the `/decide?v=4` endpoint which contains more information about feature flags.
+
+## 3.21.0 – 2025-03-17
+
+1. Support serializing dataclasses.
+
+## 3.20.0 – 2025-03-13
+
+1. Add support for OpenAI Responses API.
+
+## 3.19.2 – 2025-03-11
+
+1. Fix install requirements for analytics package
+
+## 3.19.1 – 2025-03-11
+
+1. Fix bug where None is sent as delta in azure
+
+## 3.19.0 – 2025-03-04
+
+1. Add support for tool calls in OpenAI and Anthropic.
+2. Add support for cached tokens.
+
+## 3.18.1 – 2025-03-03
+
+1. Improve quota-limited feature flag logs
+
+## 3.18.0 - 2025-02-28
+
+1. Add support for Azure OpenAI.
+
+## 3.17.0 - 2025-02-27
+
+1. The LangChain handler now captures tools in `$ai_generation` events, in property `$ai_tools`. This allows for displaying tools provided to the LLM call in PostHog UI. Note that support for `$ai_tools` in OpenAI and Anthropic SDKs is coming soon.
+
+## 3.16.0 - 2025-02-26
+
+1. feat: add some platform info to events (#198)
+
+## 3.15.1 - 2025-02-23
+
+1. Fix async client support for OpenAI.
+
+## 3.15.0 - 2025-02-19
+
+1. Support quota-limited feature flags
+
+## 3.14.2 - 2025-02-19
+
+1. Evaluate feature flag payloads with case sensitivity correctly. Fixes <https://github.com/PostHog/posthog-python/issues/178>
+
+## 3.14.1 - 2025-02-18
+
+1. Add support for Bedrock Anthropic Usage
+
+## 3.13.0 - 2025-02-12
+
+1. Automatically retry connection errors
+
+## 3.12.1 - 2025-02-11
+
+1. Fix mypy support for 3.12.0
+2. Deprecate `is_simple_flag`
+
+## 3.12.0 - 2025-02-11
+
+1. Add support for OpenAI beta parse API.
+2. Deprecate `context` parameter
+
+## 3.11.1 - 2025-02-06
+
+1. Fix LangChain callback handler to capture parent run ID.
+
+## 3.11.0 - 2025-01-28
+
+1. Add the `$ai_span` event to the LangChain callback handler to capture the input and output of intermediary chains.
+
+   > LLM observability naming change: event property `$ai_trace_name` is now `$ai_span_name`.
+
+2. Fix serialiazation of Pydantic models in methods.
+
+## 3.10.0 - 2025-01-24
+
+1. Add `$ai_error` and `$ai_is_error` properties to LangChain callback handler, OpenAI, and Anthropic.
+
+## 3.9.3 - 2025-01-23
+
+1. Fix capturing of multiple traces in the LangChain callback handler.
+
+## 3.9.2 - 2025-01-22
+
+1. Fix importing of LangChain callback handler under certain circumstances.
+
+## 3.9.0 - 2025-01-22
+
+1. Add `$ai_trace` event emission to LangChain callback handler.
+
+## 3.8.4 - 2025-01-17
+
+1. Add Anthropic support for LLM Observability.
+2. Update LLM Observability to use output_choices.
+
+## 3.8.3 - 2025-01-14
+
+1. Fix setuptools to include the `posthog.ai.openai` and `posthog.ai.langchain` packages for the `posthoganalytics` package.
+
+## 3.8.2 - 2025-01-14
+
+1. Fix setuptools to include the `posthog.ai.openai` and `posthog.ai.langchain` packages.
+
+## 3.8.1 - 2025-01-14
+
+1. Add LLM Observability with support for OpenAI and Langchain callbacks.
+
+## 3.7.5 - 2025-01-03
+
+1. Add `distinct_id` to group_identify
+
+## 3.7.4 - 2024-11-25
+
+1. Fix bug where this SDK incorrectly sent feature flag events with null values when calling `get_feature_flag_payload`.
+
+## 3.7.3 - 2024-11-25
+
+1. Use personless mode when sending an exception without a provided `distinct_id`.
+
+## 3.7.2 - 2024-11-19
+
+1. Add `type` property to exception stacks.
+
+## 3.7.1 - 2024-10-24
+
+1. Add `platform` property to each frame of exception stacks.
+
+## 3.7.0 - 2024-10-03
+
+1. Adds a new `super_properties` parameter on the client that are appended to every /capture call.
+
+## 3.6.7 - 2024-09-24
+
+1. Remove deprecated datetime.utcnow() in favour of datetime.now(tz=tzutc())
+
+## 3.6.6 - 2024-09-16
+
+1. Fix manual capture support for in app frames
+
+## 3.6.5 - 2024-09-10
+
+1. Fix django integration support for manual exception capture.
+
+## 3.6.4 - 2024-09-05
+
+1. Add manual exception capture.
+
+## 3.6.3 - 2024-09-03
+
+1. Make sure setup.py for posthoganalytics package also discovers the new exception integration package.
+
+## 3.6.2 - 2024-09-03
+
+1. Make sure setup.py discovers the new exception integration package.
+
+## 3.6.1 - 2024-09-03
+
+1. Adds django integration to exception autocapture in alpha state. This feature is not yet stable and may change in future versions.
+
+## 3.6.0 - 2024-08-28
+
+1. Adds exception autocapture in alpha state. This feature is not yet stable and may change in future versions.
+
+## 3.5.2 - 2024-08-21
+
+1. Guard for None values in local evaluation
+
+## 3.5.1 - 2024-08-13
+
+1. Remove "-api" suffix from ingestion hostnames
+
+## 3.5.0 - 2024-02-29
+
+1. - Adds a new `feature_flags_request_timeout_seconds` timeout parameter for feature flags which defaults to 3 seconds, updated from the default 10s for all other API calls.
+
+## 3.4.2 - 2024-02-20
+
+1. Add `historical_migration` option for bulk migration to PostHog Cloud.
+
+## 3.4.1 - 2024-02-09
+
+1. Use new hosts for event capture as well
+
+## 3.4.0 - 2024-02-05
+
+1. Point given hosts to new ingestion hosts
+
+## 3.3.4 - 2024-01-30
+
+1. Update type hints for module variables to work with newer versions of mypy
+
+## 3.3.3 - 2024-01-26
+
+1. Remove new relative date operators, combine into regular date operators
+
+## 3.3.2 - 2024-01-19
+
+1. Return success/failure with all capture calls from module functions
+
+## 3.3.1 - 2024-01-10
+
+1. Make sure we don't override any existing feature flag properties when adding locally evaluated feature flag properties.
+
+## 3.3.0 - 2024-01-09
+
+1. When local evaluation is enabled, we automatically add flag information to all events sent to PostHog, whenever possible. This makes it easier to use these events in experiments.
+
+## 3.2.0 - 2024-01-09
+
+1. Numeric property handling for feature flags now does the expected: When passed in a number, we do a numeric comparison. When passed in a string, we do a string comparison. Previously, we always did a string comparison.
+2. Add support for relative date operators for local evaluation.
+
+## 3.1.0 - 2023-12-04
+
+1. Increase maximum event size and batch size
+
+## 3.0.2 - 2023-08-17
+
+1. Returns the current flag property with $feature_flag_called events, to make it easier to use in experiments
+
+## 3.0.1 - 2023-04-21
+
+1. Restore how feature flags work when the client library is disabled: All requests return `None` and no events are sent when the client is disabled.
+2. Add a `feature_flag_definitions()` debug option, which returns currently loaded feature flag definitions. You can use this to more cleverly decide when to request local evaluation of feature flags.
+
+## 3.0.0 - 2023-04-14
+
+Breaking change:
+
+All events by default now send the `$geoip_disable` property to disable geoip lookup in app. This is because usually we don't
+want to update person properties to take the server's location.
+
+The same now happens for feature flag requests, where we discard the IP address of the server for matching on geoip properties like city, country, continent.
+
+To restore previous behaviour, you can set the default to False like so:
+
+```python
+posthog.disable_geoip = False
+
+# // and if using client instantiation:
+posthog = Posthog('api_key', disable_geoip=False)
+
+```
+
+## 2.5.0 - 2023-04-10
+
+1. Add option for instantiating separate client object
+
+## 2.4.2 - 2023-03-30
+
+1. Update backoff dependency for posthoganalytics package to be the same as posthog package
+
+## 2.4.1 - 2023-03-17
+
+1. Removes accidental print call left in for decide response
+
+## 2.4.0 - 2023-03-14
+
+1. Support evaluating all cohorts in feature flags for local evaluation
+
+## 2.3.1 - 2023-02-07
+
+1. Log instead of raise error on posthog personal api key errors
+2. Remove upper bound on backoff dependency
+
+## 2.3.0 - 2023-01-31
+
+1. Add support for returning payloads of matched feature flags
+
+## 2.2.0 - 2022-11-14
+
+Changes:
+
+1. Add support for feature flag variant overrides with local evaluation
+
+## 2.1.2 - 2022-09-15
+
+Changes:
+
+1. Fixes issues with date comparison.
+
+## 2.1.1 - 2022-09-14
+
+Changes:
+
+1. Feature flags local evaluation now supports date property filters as well. Accepts both strings and datetime objects.
+
+## 2.1.0 - 2022-08-11
+
+Changes:
+
+1. Feature flag defaults have been removed
+2. Setup logging only when debug mode is enabled.
+
+## 2.0.1 - 2022-08-04
+
+- Make poll_interval configurable
+- Add `send_feature_flag_events` parameter to feature flag calls, which determine whether the `$feature_flag_called` event should be sent or not.
+- Add `only_evaluate_locally` parameter to feature flag calls, which determines whether the feature flag should only be evaluated locally or not.
+
+## 2.0.0 - 2022-08-02
+
+Breaking changes:
+
+1. The minimum version requirement for PostHog servers is now 1.38. If you're using PostHog Cloud, you satisfy this requirement automatically.
+2. Feature flag defaults apply only when there's an error fetching feature flag results. Earlier, if the default was set to `True`, even if a flag resolved to `False`, the default would override this.
+   **Note: These are removed in 2.0.2**
+3. Feature flag remote evaluation doesn't require a personal API key.
+
+New Changes:
+
+1. You can now evaluate feature flags locally (i.e. without sending a request to your PostHog servers) by setting a personal API key, and passing in groups and person properties to `is_feature_enabled` and `get_feature_flag` calls.
+2. Introduces a `get_all_flags` method that returns all feature flags. This is useful for when you want to seed your frontend with some initial flags, given a user ID.
+
+## 1.4.9 - 2022-06-13
+
+- Support for sending feature flags with capture calls
+
+## 1.4.8 - 2022-05-12
+
+- Support multi variate feature flags
+
+## 1.4.7 - 2022-04-25
+
+- Allow feature flags usage without project_api_key
+
+## 1.4.1 - 2021-05-28
+
+- Fix packaging issues with Sentry integrations
+
+## 1.4.0 - 2021-05-18
+
+- Improve support for `project_api_key` (#32)
+- Resolve polling issues with feature flags (#29)
+- Add Sentry (and Sentry+Django) integrations (#13)
+- Fix feature flag issue with no percentage rollout (#30)
+
+## 1.3.1 - 2021-05-07
+
+- Add `$set` and `$set_once` support (#23)
+- Add distinct ID to `$create_alias` event (#27)
+- Add `UUID` to `ID_TYPES` (#26)
+
+## 1.2.1 - 2021-02-05
+
+Initial release logged in CHANGELOG.md.
diff --git a/CODEOWNERS b/CODEOWNERS
new file mode 100644
index 00000000..9e647a4b
--- /dev/null
+++ b/CODEOWNERS
@@ -0,0 +1 @@
+@PostHog/team-client-libraries
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 00000000..64e4d8d9
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,50 @@
+# Contributing
+
+Thanks for your interest in improving the PostHog Python SDK.
+
+## Commit signing
+
+This repo requires all commits to be signed. To configure commit signing, see the [PostHog handbook](https://posthog.com/handbook/engineering/security#commit-signing).
+
+## Setup
+
+We recommend using [uv](https://docs.astral.sh/uv/).
+
+```bash
+uv venv
+source .venv/bin/activate
+uv sync --extra dev --extra test
+```
+
+## CI-aligned checks
+
+Run the same core checks CI uses before opening a PR:
+
+```bash
+ruff format --check .
+ruff check .
+mypy --no-site-packages --config-file mypy.ini . | mypy-baseline filter
+pytest --verbose --timeout=30
+python -W error -c "import posthog"
+```
+
+## Running locally
+
+Assuming you have a [local version of PostHog](https://posthog.com/docs/developing-locally) running, you can run `python3 example.py` to see the library in action.
+
+## Testing changes locally with the PostHog app
+
+Run `make prep_local` to create a sibling folder named `posthog-python-local`. You can then import it into the PostHog app by changing `pyproject.toml` like this:
+
+```toml
+dependencies = [
+    ...
+    "posthoganalytics" #NOTE: no version number
+    ...
+]
+...
+[tools.uv.sources]
+posthoganalytics = { path = "../posthog-python-local" }
+```
+
+This lets you test SDK changes fully locally inside the PostHog app stack. It mainly takes care of the `posthog -> posthoganalytics` module renaming. Re-run `make prep_local` each time you make a change, and then run `uv sync --active` in the PostHog app project.
diff --git a/LICENSE b/LICENSE
index c315c2a6..a99387c3 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,4 +1,4 @@
-Copyright (c) 2020 PostHog (part of Hiberly Inc)
+Copyright (c) 2023 PostHog (part of Hiberly Inc)
 
 Copyright (c) 2013 Segment Inc. friends@segment.com
 
@@ -20,3 +20,29 @@ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 SOFTWARE.
 
+---
+
+Some files in this codebase contain code from getsentry/sentry-python.
+In such cases it is explicitly stated in the file header. This license only applies to the relevant code in such cases.
+
+MIT License
+
+Copyright (c) 2018 Functional Software, Inc. dba Sentry
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
\ No newline at end of file
diff --git a/Makefile b/Makefile
index 1a3a9fd5..51fc5a71 100644
--- a/Makefile
+++ b/Makefile
@@ -1,29 +1,70 @@
+lint:
+	uvx ruff format
+
 test:
-	pylint --rcfile=.pylintrc --reports=y --exit-zero analytics | tee pylint.out
-	flake8 --max-complexity=10 --statistics analytics > flake8.out || true
-	coverage run --branch --include=analytics/\* --omit=*/test* setup.py test
+	coverage run -m pytest
+	coverage report
 
-release:
+build_release:
 	rm -rf dist/*
 	python setup.py sdist bdist_wheel
-	twine upload dist/*
 
-release_analytics:
+# Builds the `posthoganalytics` PyPI package, which is a mirror of `posthog`
+# published under a different name for internal use by posthog/posthog.
+#
+# The process works in three phases:
+#   1. posthog -> posthoganalytics: Copy the source, rewrite all imports,
+#      remove the original posthog/ dir, and build the dist.
+#   2. posthoganalytics -> posthog: Reverse the import rewrites, copy
+#      everything back into posthog/, and clean up.
+#   3. Restore pyproject.toml from backup (setup_analytics.py modifies it).
+#
+# This ensures the working tree is left in the same state it started in.
+#
+# NOTE: This target clears dist/ before building. In the release workflow,
+# `build_release` (posthog) must be published BEFORE running this target,
+# otherwise the posthog dist artifacts will be lost.
+build_release_analytics:
 	rm -rf dist
 	rm -rf build
 	rm -rf posthoganalytics
 	mkdir posthoganalytics
 	cp -r posthog/* posthoganalytics/
-	find ./posthoganalytics -type f -exec sed -i '' -e 's/from posthog\./from posthoganalytics\./g' {} \;
+	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthog /from posthoganalytics /g' {} \;
+	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthog\./from posthoganalytics\./g' {} \;
+	find ./posthoganalytics -name "*.bak" -delete
 	rm -rf posthog
 	python setup_analytics.py sdist bdist_wheel
-	twine upload dist/*
 	mkdir posthog
-	find ./posthoganalytics -type f -exec sed -i '' -e 's/from posthoganalytics\./from posthog\./g' {} \;
+	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthoganalytics /from posthog /g' {} \;
+	find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthoganalytics\./from posthog\./g' {} \;
+	find ./posthoganalytics -name "*.bak" -delete
 	cp -r posthoganalytics/* posthog/
 	rm -rf posthoganalytics
+	rm -f pyproject.toml
+	cp pyproject.toml.backup pyproject.toml
+	rm -f pyproject.toml.backup
 
 e2e_test:
 	.buildscripts/e2e.sh
 
-.PHONY: test release e2e_test
+prep_local:
+	rm -rf ../posthog-python-local
+	mkdir ../posthog-python-local
+	cp -r . ../posthog-python-local/
+	cd ../posthog-python-local && rm -rf dist build posthoganalytics .git
+	cd ../posthog-python-local && mkdir posthoganalytics
+	cd ../posthog-python-local && cp -r posthog/* posthoganalytics/
+	cd ../posthog-python-local && find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthog /from posthoganalytics /g' {} \;
+	cd ../posthog-python-local && find ./posthoganalytics -type f -name "*.py" -exec sed -i.bak -e 's/from posthog\./from posthoganalytics\./g' {} \;
+	cd ../posthog-python-local && find ./posthoganalytics -name "*.bak" -delete
+	cd ../posthog-python-local && rm -rf posthog
+	cd ../posthog-python-local && sed -i.bak 's/from version import VERSION/from posthoganalytics.version import VERSION/' setup_analytics.py
+	cd ../posthog-python-local && rm setup_analytics.py.bak
+	cd ../posthog-python-local && sed -i.bak 's/"posthog"/"posthoganalytics"/' setup.py
+	cd ../posthog-python-local && rm setup.py.bak
+	cd ../posthog-python-local && python -c "import setup_analytics" 2>/dev/null || true
+	@echo "Local copy created at ../posthog-python-local"
+	@echo "Install with: pip install -e ../posthog-python-local"
+
+.PHONY: test lint build_release build_release_analytics e2e_test prep_local
diff --git a/README.md b/README.md
index 8ec14276..db066c8a 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,25 @@
 # PostHog Python
 
-Please see the main [PostHog docs](https://posthog.com/docs).
+<p align="center">
+  <img alt="posthoglogo" src="https://user-images.githubusercontent.com/65415371/205059737-c8a4f836-4889-4654-902e-f302b187b6a0.png">
+</p>
+<p align="center">
+   <a href="https://pypi.org/project/posthog/"><img alt="pypi installs" src="https://img.shields.io/pypi/v/posthog"/></a>
+   <img alt="GitHub contributors" src="https://img.shields.io/github/contributors/posthog/posthog-python">
+  <img alt="GitHub commit activity" src="https://img.shields.io/github/commit-activity/m/posthog/posthog-python"/>
+  <img alt="GitHub closed issues" src="https://img.shields.io/github/issues-closed/posthog/posthog-python"/>
+</p>
 
-Specifically, the [Python integration](https://posthog.com/docs/integrations/python-integration) details.
+Please see the [Python integration docs](https://posthog.com/docs/integrations/python-integration) for details.
 
-## Questions?
+## Python Version Support
 
-### [Join our Slack community.](https://join.slack.com/t/posthogusers/shared_invite/enQtOTY0MzU5NjAwMDY3LTc2MWQ0OTZlNjhkODk3ZDI3NDVjMDE1YjgxY2I4ZjI4MzJhZmVmNjJkN2NmMGJmMzc2N2U3Yjc3ZjI5NGFlZDQ)
+| SDK Version   | Python Versions Supported    | Notes                      |
+| ------------- | ---------------------------- | -------------------------- |
+| 7.3.1+        | 3.10, 3.11, 3.12, 3.13, 3.14 | Added Python 3.14 support  |
+| 7.0.0 - 7.0.1 | 3.10, 3.11, 3.12, 3.13       | Dropped Python 3.9 support |
+| 4.0.1 - 6.x   | 3.9, 3.10, 3.11, 3.12, 3.13  | Python 3.9+ required       |
+
+## Contributing
+
+See [CONTRIBUTING.md](CONTRIBUTING.md) for local setup, test, and development workflow instructions.
diff --git a/README_ANALYTICS.md b/README_ANALYTICS.md
new file mode 100644
index 00000000..ac20c308
--- /dev/null
+++ b/README_ANALYTICS.md
@@ -0,0 +1,11 @@
+# posthoganalytics
+
+> **Do not use this package.** Use [`posthog`](https://pypi.org/project/posthog/) instead.
+
+```bash
+pip install posthog
+```
+
+This package exists solely for internal use by [posthog/posthog](https://github.com/posthog/posthog) to avoid import conflicts with the local `posthog` package in that repository. It is an automatically generated mirror of `posthog` — same code, same versions, just published under a different name.
+
+If you are not working on the PostHog main repository, you should never need this package. All documentation, issues, and development happen in [`posthog-python`](https://github.com/posthog/posthog-python).
diff --git a/RELEASING.md b/RELEASING.md
new file mode 100644
index 00000000..94ce2291
--- /dev/null
+++ b/RELEASING.md
@@ -0,0 +1,10 @@
+# Releasing
+
+This repository uses [Sampo](https://github.com/bruits/sampo) for versioning and changelog generation, with GitHub Actions publishing packages to PyPI.
+
+1. When making changes, include a changeset: `sampo add`
+2. Create a PR with your changes and the changeset file
+3. Merge to `main` (no release label required)
+4. Approve the release in Slack when prompted — this triggers the version bump, publishes both `posthog` and the `posthoganalytics` mirror package to PyPI, creates a git tag, and creates a GitHub Release
+
+You can also trigger a release manually via the workflow's `workflow_dispatch` trigger (still requires pending changesets).
diff --git a/Semantic/Kernel b/Semantic/Kernel
new file mode 100644
index 00000000..aea80e3f
--- /dev/null
+++ b/Semantic/Kernel
@@ -0,0 +1 @@
+pip install semantic-kernel openai opentelemetry-sdk "posthog[otel]" opentelemetry-instrumentation-openai-v2
diff --git a/bin/build b/bin/build
new file mode 100755
index 00000000..ff645eaa
--- /dev/null
+++ b/bin/build
@@ -0,0 +1,8 @@
+#!/usr/bin/env bash
+#/ Usage: bin/build
+#/ Description: Runs linter and mypy
+source bin/helpers/_utils.sh
+set_source_and_root_dir
+
+flake8 posthog --ignore E501,W503
+mypy --no-site-packages --config-file mypy.ini . | mypy-baseline filter
diff --git a/bin/docs b/bin/docs
new file mode 100755
index 00000000..9943b4c0
--- /dev/null
+++ b/bin/docs
@@ -0,0 +1,8 @@
+#!/usr/bin/env bash
+#/ Usage: bin/docs
+#/ Description: Generate documentation for the PostHog Python SDK
+source bin/helpers/_utils.sh
+set_source_and_root_dir
+ensure_virtual_env
+
+exec python3 "$(dirname "$0")/docs_scripts/generate_json_schemas.py" "$@" 
\ No newline at end of file
diff --git a/bin/docs_scripts/doc_constant.py b/bin/docs_scripts/doc_constant.py
new file mode 100644
index 00000000..9136e689
--- /dev/null
+++ b/bin/docs_scripts/doc_constant.py
@@ -0,0 +1,43 @@
+"""
+Constants for PostHog Python SDK documentation generation.
+"""
+
+from typing import Dict, Union
+from posthog.version import VERSION
+
+# Documentation generation metadata
+DOCUMENTATION_METADATA = {
+    "hogRef": "0.3",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python",
+}
+
+# Docstring parsing patterns for new format
+DOCSTRING_PATTERNS = {
+    "examples_section": r"Examples:\s*\n(.*?)(?=\n\s*\n\s*Category:|\Z)",
+    "args_section": r"Args:\s*\n(.*?)(?=\n\s*\n\s*Examples:|\n\s*\n\s*Details:|\n\s*\n\s*Category:|\Z)",
+    "details_section": r"Details:\s*\n(.*?)(?=\n\s*\n\s*Examples:|\n\s*\n\s*Category:|\Z)",
+    "category_section": r"Category:\s*\n\s*(.+?)\s*(?:\n|$)",
+    "code_block": r"```(?:python)?\n(.*?)```",
+    "param_description": r"^\s*{param_name}:\s*(.+?)(?=\n\s*\w+:|\Z)",
+    "args_marker": r"\n\s*Args:\s*\n",
+    "examples_marker": r"\n\s*Examples:\s*\n",
+    "details_marker": r"\n\s*Details:\s*\n",
+    "category_marker": r"\n\s*Category:\s*\n",
+}
+
+# Output file configuration
+OUTPUT_CONFIG: Dict[str, Union[str, int]] = {
+    "output_dir": "./references",
+    "filename": f"posthog-python-references-{VERSION}.json",
+    "filename_latest": "posthog-python-references-latest.json",
+    "indent": 2,
+}
+
+# Documentation structure defaults
+DOC_DEFAULTS = {
+    "showDocs": True,
+    "releaseTag": "public",
+    "return_type_void": "None",
+    "max_optional_params": 3,
+}
diff --git a/bin/docs_scripts/generate_json_schemas.py b/bin/docs_scripts/generate_json_schemas.py
new file mode 100644
index 00000000..742688a3
--- /dev/null
+++ b/bin/docs_scripts/generate_json_schemas.py
@@ -0,0 +1,498 @@
+#!/usr/bin/env python3
+"""
+Generate comprehensive SDK documentation JSON from PostHog Python SDK.
+This script inspects the code and docstrings to create documentation in the specified format.
+"""
+
+import json
+import inspect
+import re
+from dataclasses import is_dataclass, fields
+from typing import get_origin, get_args, Union
+from textwrap import dedent
+from doc_constant import (
+    DOCUMENTATION_METADATA,
+    DOCSTRING_PATTERNS,
+    OUTPUT_CONFIG,
+    DOC_DEFAULTS,
+)
+import os
+
+
+def extract_examples_from_docstring(docstring: str) -> list:
+    """Extract code examples from docstring."""
+    if not docstring:
+        return []
+
+    examples = []
+
+    # Look for Examples section in the new format
+    examples_section_match = re.search(
+        DOCSTRING_PATTERNS["examples_section"], docstring, re.DOTALL
+    )
+    if examples_section_match:
+        examples_content = examples_section_match.group(1).strip()
+        # Extract code blocks from the Examples section
+        code_blocks = re.findall(
+            DOCSTRING_PATTERNS["code_block"], examples_content, re.DOTALL
+        )
+        for i, code_block in enumerate(code_blocks):
+            # Remove common leading whitespace while preserving relative indentation
+            code = dedent(code_block).strip()
+
+            # Extract name from first comment line if present
+            lines = code.split("\n")
+            name = f"Example {i + 1}"  # Default fallback
+
+            if lines and lines[0].strip().startswith("#"):
+                # Extract name from first comment, keep the comment in the code
+                comment_text = lines[0].strip()[1:].strip()
+                if comment_text:
+                    name = comment_text
+
+            examples.append({"id": f"example_{i + 1}", "name": name, "code": code})
+
+    return examples
+
+
+def extract_details_from_docstring(docstring: str) -> str:
+    """Extract details section from docstring."""
+    if not docstring:
+        return ""
+
+    # Look for Details section
+    details_match = re.search(
+        DOCSTRING_PATTERNS["details_section"], docstring, re.DOTALL
+    )
+    if details_match:
+        details_content = details_match.group(1).strip()
+        # Clean up formatting
+        return details_content.replace("\n", " ")
+
+    return ""
+
+
+def parse_docstring_tags(docstring: str) -> dict:
+    """Parse tags from docstring Category section."""
+    if not docstring:
+        return {}
+
+    tags = {}
+
+    # Extract Category section
+    category_match = re.search(DOCSTRING_PATTERNS["category_section"], docstring)
+    if category_match:
+        category_value = category_match.group(1).strip()
+        tags["category"] = category_value
+
+    return tags
+
+
+def extract_description_from_docstring(docstring: str) -> str:
+    """Extract main description from docstring."""
+    if not docstring:
+        return ""
+
+    # Clean up the docstring
+    cleaned = dedent(docstring).strip()
+
+    # Find the end of the description by looking for first section marker
+    # Check for Args:, Examples:, Details:, or Category: sections
+    section_patterns = [
+        DOCSTRING_PATTERNS["args_marker"],
+        DOCSTRING_PATTERNS["examples_marker"],
+        DOCSTRING_PATTERNS["details_marker"],
+        DOCSTRING_PATTERNS["category_marker"],
+    ]
+
+    end_pos = len(cleaned)
+    for pattern in section_patterns:
+        match = re.search(pattern, cleaned)
+        if match:
+            end_pos = min(end_pos, match.start())
+
+    # Extract description up to the first section marker
+    description = cleaned[:end_pos].strip()
+
+    # Remove one level of \n since it will be rendered as markdown
+    # and \n will be padded in later steps
+    description = description.replace("\n", " ")
+
+    return description
+
+
+def get_type_name(type_annotation) -> str:
+    """Convert type annotation to string name."""
+    if type_annotation is None or type_annotation is type(None):
+        return "any"
+
+    # Handle typing constructs
+    origin = get_origin(type_annotation)
+    if origin is not None:
+        # Handle Union types (including Optional)
+        if origin is Union:
+            args = get_args(type_annotation)
+            if len(args) == 2 and type(None) in args:
+                # This is Optional[Type] - get the non-None type
+                non_none_type = next(arg for arg in args if arg is not type(None))
+                return f"Optional[{get_type_name(non_none_type)}]"
+            else:
+                # Regular Union - list all types
+                type_names = [get_type_name(arg) for arg in args]
+                return f"Union[{', '.join(type_names)}]"
+
+        # Handle other generic types (List, Dict, etc.)
+        origin_name = getattr(origin, "__name__", str(origin))
+        args = get_args(type_annotation)
+        if args:
+            arg_names = [get_type_name(arg) for arg in args]
+            return f"{origin_name}[{', '.join(arg_names)}]"
+        else:
+            return origin_name
+
+    # Handle regular types
+    elif hasattr(type_annotation, "__name__"):
+        return type_annotation.__name__
+    else:
+        return str(type_annotation)
+
+
+def analyze_parameter(param: inspect.Parameter, docstring: str = "") -> dict:
+    """Analyze a function parameter and return its documentation."""
+    # Determine if parameter is optional (has default value)
+    is_optional = param.default == inspect.Parameter.empty
+
+    # Get the type annotation
+    type_annotation = param.annotation
+    param_type = "any"
+
+    if type_annotation != inspect.Parameter.empty:
+        # Handle Union/Optional types first
+        origin = get_origin(type_annotation)
+        if origin is Union:
+            args = get_args(type_annotation)
+            if len(args) == 2 and type(None) in args:
+                # This is Optional[Type]
+                non_none_type = next(arg for arg in args if arg is not type(None))
+                param_type = get_type_name(non_none_type)
+                is_optional = True
+            else:
+                # Other Union types, use first type
+                param_type = get_type_name(args[0]) if args else "any"
+        else:
+            param_type = get_type_name(type_annotation)
+    elif param.default != inspect.Parameter.empty:
+        # No type annotation, but has default value - infer type from default
+        param_type = get_type_name(type(param.default))
+
+    # Extract parameter description from Args section
+    param_description = ""
+    if docstring:
+        # Look for Args section and extract description for this parameter
+        args_section_match = re.search(
+            DOCSTRING_PATTERNS["args_section"], docstring, re.DOTALL
+        )
+        if args_section_match:
+            args_content = args_section_match.group(1)
+            # Look for the parameter description
+            param_pattern = DOCSTRING_PATTERNS["param_description"].format(
+                param_name=re.escape(param.name)
+            )
+            param_match = re.search(
+                param_pattern, args_content, re.MULTILINE | re.DOTALL
+            )
+            if param_match:
+                param_description = param_match.group(1).strip().replace("\n", " ")
+
+    param_info = {
+        "name": param.name,
+        "description": param_description,
+        "isOptional": is_optional,
+        "type": param_type,
+    }
+
+    return param_info
+
+
+def analyze_function(func, name: str) -> dict:
+    """Analyze a function and return its documentation."""
+    try:
+        sig = inspect.signature(func)
+        docstring = inspect.getdoc(func) or ""
+
+        # Skip functions with empty docstrings
+        if not docstring.strip():
+            return {}
+
+        # Extract parameters (excluding 'self')
+        params = []
+        for param_name, param in sig.parameters.items():
+            if param_name != "self":
+                params.append(analyze_parameter(param, docstring))
+
+        # Special handling for constructor
+        display_name = name
+        if name == "__init__":
+            display_name = func.__qualname__.split(".")[0]
+
+        # Parse tags from docstring
+        tags = parse_docstring_tags(docstring)
+
+        category = tags.get("category", None)
+
+        # Extract description
+        description = extract_description_from_docstring(docstring)
+
+        # Skip if no meaningful description
+        if not description.strip():
+            return {}
+
+        # Extract details section (only if it exists)
+        details = extract_details_from_docstring(docstring)
+
+        # Get examples from docstring, do not generate fallback examples
+        examples = extract_examples_from_docstring(docstring)
+        # If no examples, do not include the examples key or set to empty list
+
+        result = {
+            "id": name,
+            "title": display_name,
+            "description": description,
+            "details": details,
+            "category": category,
+            "params": params,
+            "showDocs": DOC_DEFAULTS["showDocs"],
+            "releaseTag": DOC_DEFAULTS["releaseTag"],
+            "returnType": {
+                "id": "return_type",
+                "name": get_type_name(sig.return_annotation)
+                if sig.return_annotation != inspect.Signature.empty
+                else DOC_DEFAULTS["return_type_void"],
+            },
+        }
+        if examples:
+            result["examples"] = examples
+        return result
+    except Exception as e:
+        print(f"Error analyzing function {name}: {e}")
+        return {}
+
+
+def analyze_class(cls) -> dict:
+    """Analyze a class and return its documentation."""
+    class_doc = inspect.getdoc(cls) or f"Class: {cls.__name__}"
+
+    # Get all public methods and constructor
+    functions = []
+    for method_name in dir(cls):
+        if method_name.startswith("_") and method_name != "__init__":
+            continue
+
+        method = getattr(cls, method_name)
+        if callable(method):
+            func_info = analyze_function(method, method_name)
+            if func_info:  # Only add if not None (empty docstring check)
+                functions.append(func_info)
+
+    return {
+        "id": cls.__name__,
+        "title": cls.__name__,
+        "description": extract_description_from_docstring(class_doc),
+        "functions": functions,
+    }
+
+
+def analyze_type(cls) -> dict:
+    """Analyze a type/dataclass and return its documentation."""
+    type_info = {
+        "id": cls.__name__,
+        "name": cls.__name__,
+        "path": f"{cls.__module__}.{cls.__name__}",
+        "properties": [],
+        "example": "",
+    }
+
+    if is_dataclass(cls):
+        # Handle dataclass
+        for field in fields(cls):
+            prop = {
+                "name": field.name,
+                "type": get_type_name(field.type),
+                "description": f"Field: {field.name}",
+            }
+            type_info["properties"].append(prop)
+    elif hasattr(cls, "__annotations__"):
+        # Handle TypedDict or annotated class
+        for field_name, field_type in cls.__annotations__.items():
+            prop = {
+                "name": field_name,
+                "type": get_type_name(field_type),
+                "description": f"Field: {field_name}",
+            }
+            type_info["properties"].append(prop)
+
+    return type_info
+
+
+def generate_sdk_documentation():
+    """Generate complete SDK documentation in the requested format."""
+
+    # Import PostHog components
+    import posthog
+    from posthog.client import Client
+    import posthog.types as types_module
+    import posthog.args as args_module
+    from posthog.version import VERSION
+
+    # Main SDK info
+    sdk_info = {
+        "version": VERSION,
+        "id": "posthog-python",
+        "title": "PostHog Python SDK",
+        "description": "Integrate PostHog into any python application.",
+        "slugPrefix": DOCUMENTATION_METADATA["slugPrefix"],
+        "specUrl": DOCUMENTATION_METADATA["specUrl"],
+    }
+
+    # Collect types
+    types_list = []
+
+    # Types from posthog.types
+    for name in dir(types_module):
+        obj = getattr(types_module, name)
+        if inspect.isclass(obj) and not name.startswith("_"):
+            try:
+                type_info = analyze_type(obj)
+                types_list.append(type_info)
+            except Exception as e:
+                print(f"Error analyzing type {name}: {e}")
+
+    # Types from posthog.args
+    for name in dir(args_module):
+        obj = getattr(args_module, name)
+        if inspect.isclass(obj) and not name.startswith("_"):
+            try:
+                type_info = analyze_type(obj)
+                types_list.append(type_info)
+            except Exception as e:
+                print(f"Error analyzing type {name}: {e}")
+
+    # Clean types of empty types
+
+    # Remove types that have no properties and no examples
+    # Remove types that have no properties and no examples
+    types_list = [
+        t for t in types_list if len(t["properties"]) > 0 or t["example"] != ""
+    ]
+
+    # Collect classes
+    classes_list = []
+
+    # Main PostHog class (renamed from Client)
+    client_class = analyze_class(Client)
+    client_class["id"] = "PostHog"
+    client_class["title"] = "PostHog"
+    classes_list.append(client_class)
+
+    # Global module functions (functions callable as posthog.function_name)
+    global_functions = []
+    for func_name in dir(posthog):
+        # Skip private functions and non-callables
+        if func_name.startswith("_") or not callable(getattr(posthog, func_name)):
+            continue
+
+        func = getattr(posthog, func_name)
+        # Only include functions actually defined in the posthog module (not imported)
+        # and exclude class references
+        if (
+            func_name not in ["Client", "Posthog"]
+            and hasattr(func, "__module__")
+            and func.__module__ == "posthog"
+        ):
+            try:
+                func_info = analyze_function(func, func_name)
+                if func_info:  # Only add if not None (has proper docstring)
+                    global_functions.append(func_info)
+            except Exception:
+                continue
+
+    # Add global functions as a "class"
+    if global_functions:
+        classes_list.append(
+            {
+                "id": "PostHogModule",
+                "title": "PostHog Module Functions",
+                "description": "Global functions available in the PostHog module",
+                "functions": global_functions,
+            }
+        )
+
+    # Collect categories from functions
+    categories = ["Initialization", "Identification", "Capture"]
+    seen_categories = set(categories)
+    for class_info in classes_list:
+        if "functions" in class_info:
+            for func in class_info["functions"]:
+                if (
+                    "category" in func
+                    and func["category"] not in seen_categories
+                    and func["category"]
+                ):
+                    categories.append(func["category"])
+                    seen_categories.add(func["category"])
+
+    # Create the final structure
+    result = {
+        "id": "posthog-python",
+        "hogRef": DOCUMENTATION_METADATA["hogRef"],
+        "info": sdk_info,
+        "types": types_list,
+        "classes": classes_list,
+        "categories": categories,
+    }
+
+    return result
+
+
+if __name__ == "__main__":
+    print("Generating PostHog Python SDK documentation...")
+
+    try:
+        documentation = generate_sdk_documentation()
+
+        # Ensure output directory exists
+        output_dir = str(OUTPUT_CONFIG["output_dir"])
+        os.makedirs(output_dir, exist_ok=True)
+
+        output_file = os.path.join(
+            str(OUTPUT_CONFIG["output_dir"]), str(OUTPUT_CONFIG["filename"])
+        )
+        output_file_latest = os.path.join(
+            str(OUTPUT_CONFIG["output_dir"]), str(OUTPUT_CONFIG["filename_latest"])
+        )
+
+        # Write to current version
+        with open(output_file, "w") as f:
+            json.dump(documentation, f, indent=int(OUTPUT_CONFIG["indent"]))
+        # Write to latest
+        with open(output_file_latest, "w") as f:
+            json.dump(documentation, f, indent=int(OUTPUT_CONFIG["indent"]))
+
+        print(f"✓ Generated {output_file}")
+
+        # Print summary
+        types_count = len(documentation["types"])
+        classes_count = len(documentation["classes"])
+
+        total_functions = sum(len(cls["functions"]) for cls in documentation["classes"])
+
+        print("📊 Documentation Summary:")
+        print(f"   • {types_count} types documented")
+        print(f"   • {classes_count} classes documented")
+        print(f"   • {total_functions} functions documented")
+
+    except Exception as e:
+        print(f"❌ Error generating documentation: {e}")
+        import traceback
+
+        traceback.print_exc()
diff --git a/bin/fmt b/bin/fmt
new file mode 100755
index 00000000..c6440b1c
--- /dev/null
+++ b/bin/fmt
@@ -0,0 +1,12 @@
+#!/usr/bin/env bash
+#/ Usage: bin/fmt
+#/ Description: Formats and lints the code
+source bin/helpers/_utils.sh
+set_source_and_root_dir
+ensure_virtual_env
+
+if [[ "$1" == "--check" ]]; then
+  ruff format --check .
+else
+  ruff format .
+fi
\ No newline at end of file
diff --git a/bin/helpers/_utils.sh b/bin/helpers/_utils.sh
new file mode 100644
index 00000000..ff70a9ae
--- /dev/null
+++ b/bin/helpers/_utils.sh
@@ -0,0 +1,26 @@
+error() {
+    echo "$@" >&2
+}
+
+fatal() {
+    error "$@"
+    exit 1
+}
+
+set_source_and_root_dir() {
+    { set +x; } 2>/dev/null
+    source_dir="$( cd -P "$( dirname "$0" )" >/dev/null 2>&1 && pwd )"
+    root_dir=$(cd "$source_dir" && cd ../ && pwd)
+    cd "$root_dir"
+}
+
+ensure_virtual_env() {
+    if [ -z "$VIRTUAL_ENV" ]; then
+        echo "Virtual environment not activated. Activating now..."
+        if [ ! -f env/bin/activate ]; then
+            echo "Virtual environment not found. Please run 'python -m venv env' first."
+            exit 1
+        fi
+        source env/bin/activate
+    fi
+}
diff --git a/bin/setup b/bin/setup
new file mode 100755
index 00000000..1c590e37
--- /dev/null
+++ b/bin/setup
@@ -0,0 +1,12 @@
+#!/usr/bin/env bash
+#/ Usage: bin/setup
+#/ Description: Sets up the dependencies needed to develop this project
+source bin/helpers/_utils.sh
+set_source_and_root_dir
+
+if [ ! -d "env" ]; then
+  python3 -m venv env
+fi
+
+source env/bin/activate
+pip install -e ".[dev,test]"
diff --git a/bin/test b/bin/test
new file mode 100755
index 00000000..4b43ea05
--- /dev/null
+++ b/bin/test
@@ -0,0 +1,10 @@
+#!/usr/bin/env bash
+#/ Usage: bin/test
+#/ Description: Runs all the unit tests for this project
+source bin/helpers/_utils.sh
+set_source_and_root_dir
+
+ensure_virtual_env
+
+# Pass through all arguments to pytest
+pytest "$@"
diff --git a/example.py b/example.py
index af3e346d..da6e9fdf 100644
--- a/example.py
+++ b/example.py
@@ -1,30 +1,508 @@
 # PostHog Python library example
+#
+# This script demonstrates various PostHog Python SDK capabilities including:
+# - Basic event capture and user identification
+# - Feature flag local evaluation
+# - Feature flag payloads
+# - Context management and tagging
+#
+# Setup:
+# 1. Copy .env.example to .env and fill in your PostHog credentials
+# 2. Run this script and choose from the interactive menu
 
-# Import the library
-import time
+import os
 
 import posthog
 
-# You can find this key on the /setup page in PostHog
-posthog.api_key = ""
-posthog.personal_api_key = ""
 
-# Where you host PostHog, with no trailing /.
-# You can remove this line if you're using posthog.com
-posthog.host = "http://127.0.0.1:8000"
+def load_env_file():
+    """Load environment variables from .env file if it exists."""
+    env_path = os.path.join(os.path.dirname(__file__), ".env")
+    if os.path.exists(env_path):
+        with open(env_path, "r") as f:
+            for line in f:
+                line = line.strip()
+                if line and not line.startswith("#") and "=" in line:
+                    key, value = line.split("=", 1)
+                    os.environ.setdefault(key.strip(), value.strip())
 
-# Capture an event
-posthog.capture("distinct_id", "event", {"property1": "value", "property2": "value"})
 
-print(posthog.feature_enabled("beta-feature", "distinct_id"))
+# Load .env file if it exists
+load_env_file()
 
-print("sleeping")
-time.sleep(45)
+# Get configuration
+project_key = os.getenv("POSTHOG_PROJECT_API_KEY", "")
+personal_api_key = os.getenv("POSTHOG_PERSONAL_API_KEY", "")
+host = os.getenv("POSTHOG_HOST", "http://localhost:8010")
 
-print(posthog.feature_enabled("beta-feature", "distinct_id"))
+# Check if project key is provided (required)
+if not project_key:
+    print("❌ Missing PostHog project API key!")
+    print("   Please set POSTHOG_PROJECT_API_KEY environment variable")
+    print("   or copy .env.example to .env and fill in your values")
+    exit(1)
 
-# # Alias a previous distinct id with a new one
-posthog.alias("distinct_id", "new_distinct_id")
+# Configure PostHog with credentials
+posthog.debug = False
+posthog.api_key = project_key
+posthog.project_api_key = project_key
+posthog.host = host
+posthog.poll_interval = 10
 
-# # Add properties to the person
-posthog.identify("distinct_id", {"email": "something@something.com"})
+# Check if personal API key is available for local evaluation
+local_eval_available = bool(personal_api_key)
+if personal_api_key:
+    posthog.personal_api_key = personal_api_key
+
+print("🔑 PostHog Configuration:")
+print(f"   Project API Key: {project_key[:9]}...")
+if local_eval_available:
+    print("   Personal API Key: [SET]")
+else:
+    print("   Personal API Key: [NOT SET] - Local evaluation examples will be skipped")
+print(f"   Host: {host}\n")
+
+# Display menu and get user choice
+print("🚀 PostHog Python SDK Demo - Choose an example to run:\n")
+print("1. Identify and capture examples")
+local_eval_note = "" if local_eval_available else " [requires personal API key]"
+print(f"2. Feature flag local evaluation examples{local_eval_note}")
+print("3. Feature flag payload examples")
+print(f"4. Flag dependencies examples{local_eval_note}")
+print("5. Context management and tagging examples")
+print("6. Run all examples")
+print("7. Exit")
+choice = input("\nEnter your choice (1-7): ").strip()
+
+if choice == "1":
+    print("\n" + "=" * 60)
+    print("IDENTIFY AND CAPTURE EXAMPLES")
+    print("=" * 60)
+
+    posthog.debug = True
+
+    # Capture an event
+    print("📊 Capturing events...")
+    posthog.capture(
+        "event",
+        distinct_id="distinct_id",
+        properties={"property1": "value", "property2": "value"},
+        send_feature_flags=True,
+    )
+
+    # Alias a previous distinct id with a new one
+    print("🔗 Creating alias...")
+    posthog.alias("distinct_id", "new_distinct_id")
+
+    posthog.capture(
+        "event2",
+        distinct_id="new_distinct_id",
+        properties={"property1": "value", "property2": "value"},
+    )
+    posthog.capture(
+        "event-with-groups",
+        distinct_id="new_distinct_id",
+        properties={"property1": "value", "property2": "value"},
+        groups={"company": "id:5"},
+    )
+
+    # Add properties to the person
+    print("👤 Identifying user...")
+    posthog.set(
+        distinct_id="new_distinct_id", properties={"email": "something@something.com"}
+    )
+
+    # Add properties to a group
+    print("🏢 Identifying group...")
+    posthog.group_identify("company", "id:5", {"employees": 11})
+
+    # Properties set only once to the person
+    print("🔒 Setting properties once...")
+    posthog.set_once(
+        distinct_id="new_distinct_id", properties={"self_serve_signup": True}
+    )
+
+    # This will not change the property (because it was already set)
+    posthog.set_once(
+        distinct_id="new_distinct_id", properties={"self_serve_signup": False}
+    )
+
+    print("🔄 Updating properties...")
+    posthog.set(distinct_id="new_distinct_id", properties={"current_browser": "Chrome"})
+    posthog.set(
+        distinct_id="new_distinct_id", properties={"current_browser": "Firefox"}
+    )
+
+elif choice == "2":
+    if not local_eval_available:
+        print("\n❌ This example requires a personal API key for local evaluation.")
+        print(
+            "   Set POSTHOG_PERSONAL_API_KEY environment variable to run this example."
+        )
+        posthog.shutdown()
+        exit(1)
+
+    print("\n" + "=" * 60)
+    print("FEATURE FLAG LOCAL EVALUATION EXAMPLES")
+    print("=" * 60)
+
+    posthog.debug = True
+
+    print("🏁 Testing basic feature flags...")
+    print(
+        f"beta-feature for 'distinct_id': {posthog.feature_enabled('beta-feature', 'distinct_id')}"
+    )
+    print(
+        f"beta-feature for 'new_distinct_id': {posthog.feature_enabled('beta-feature', 'new_distinct_id')}"
+    )
+    print(
+        f"beta-feature with groups: {posthog.feature_enabled('beta-feature-groups', 'distinct_id', groups={'company': 'id:5'})}"
+    )
+
+    print("\n🌍 Testing location-based flags...")
+    # Assume test-flag has `City Name = Sydney` as a person property set
+    print(
+        f"Sydney user: {posthog.feature_enabled('test-flag', 'random_id_12345', person_properties={'$geoip_city_name': 'Sydney'})}"
+    )
+
+    print(
+        f"Sydney user (local only): {posthog.feature_enabled('test-flag', 'distinct_id_random_22', person_properties={'$geoip_city_name': 'Sydney'}, only_evaluate_locally=True)}"
+    )
+
+    print("\n📋 Getting all flags...")
+    print(f"All flags: {posthog.get_all_flags('distinct_id_random_22')}")
+    print(
+        f"All flags (local): {posthog.get_all_flags('distinct_id_random_22', only_evaluate_locally=True)}"
+    )
+    print(
+        f"All flags with properties: {posthog.get_all_flags('distinct_id_random_22', person_properties={'$geoip_city_name': 'Sydney'}, only_evaluate_locally=True)}"
+    )
+
+elif choice == "3":
+    print("\n" + "=" * 60)
+    print("FEATURE FLAG PAYLOAD EXAMPLES")
+    print("=" * 60)
+
+    posthog.debug = True
+
+    print("📦 Testing feature flag payloads...")
+    print(
+        f"beta-feature payload: {posthog.get_feature_flag_payload('beta-feature', 'distinct_id')}"
+    )
+    print(
+        f"All flags and payloads: {posthog.get_all_flags_and_payloads('distinct_id')}"
+    )
+    print(
+        f"Remote config payload: {posthog.get_remote_config_payload('encrypted_payload_flag_key')}"
+    )
+
+    # Get feature flag result with all details (enabled, variant, payload, key, reason)
+    print("\n🔍 Getting detailed flag result...")
+    result = posthog.get_feature_flag_result("beta-feature", "distinct_id")
+    if result:
+        print(f"Flag key: {result.key}")
+        print(f"Flag enabled: {result.enabled}")
+        print(f"Variant: {result.variant}")
+        print(f"Payload: {result.payload}")
+        print(f"Reason: {result.reason}")
+        # get_value() returns the variant if it exists, otherwise the enabled value
+        print(f"Value (variant or enabled): {result.get_value()}")
+
+elif choice == "4":
+    if not local_eval_available:
+        print("\n❌ This example requires a personal API key for local evaluation.")
+        print(
+            "   Set POSTHOG_PERSONAL_API_KEY environment variable to run this example."
+        )
+        posthog.shutdown()
+        exit(1)
+
+    print("\n" + "=" * 60)
+    print("FLAG DEPENDENCIES EXAMPLES")
+    print("=" * 60)
+    print("🔗 Testing flag dependencies with local evaluation...")
+    print(
+        "   Flag structure: 'test-flag-dependency' depends on 'beta-feature' being enabled"
+    )
+    print("")
+    print("📋 Required setup (if 'test-flag-dependency' doesn't exist):")
+    print("   1. Create feature flag 'beta-feature':")
+    print("      - Condition: email contains '@example.com'")
+    print("      - Rollout: 100%")
+    print("   2. Create feature flag 'test-flag-dependency':")
+    print("      - Condition: flag 'beta-feature' is enabled")
+    print("      - Rollout: 100%")
+    print("")
+
+    posthog.debug = True
+
+    # Test @example.com user (should satisfy dependency if flags exist)
+    result1 = posthog.feature_enabled(
+        "test-flag-dependency",
+        "example_user",
+        person_properties={"email": "user@example.com"},
+        only_evaluate_locally=True,
+    )
+    print(f"✅ @example.com user (test-flag-dependency): {result1}")
+
+    # Test non-example.com user (dependency should not be satisfied)
+    result2 = posthog.feature_enabled(
+        "test-flag-dependency",
+        "regular_user",
+        person_properties={"email": "user@other.com"},
+        only_evaluate_locally=True,
+    )
+    print(f"❌ Regular user (test-flag-dependency): {result2}")
+
+    # Test beta-feature directly for comparison
+    beta1 = posthog.feature_enabled(
+        "beta-feature",
+        "example_user",
+        person_properties={"email": "user@example.com"},
+        only_evaluate_locally=True,
+    )
+    beta2 = posthog.feature_enabled(
+        "beta-feature",
+        "regular_user",
+        person_properties={"email": "user@other.com"},
+        only_evaluate_locally=True,
+    )
+    print(f"📊 Beta feature comparison - @example.com: {beta1}, regular: {beta2}")
+
+    print("\n🎯 Results Summary:")
+    print(
+        f"   - Flag dependencies evaluated locally: {'✅ YES' if result1 != result2 else '❌ NO'}"
+    )
+    print("   - Zero API calls needed: ✅ YES (all evaluated locally)")
+    print("   - Python SDK supports flag dependencies: ✅ YES")
+
+    print("\n" + "-" * 60)
+    print("PRODUCTION-STYLE MULTIVARIATE DEPENDENCY CHAIN")
+    print("-" * 60)
+    print("🔗 Testing complex multivariate flag dependencies...")
+    print(
+        "   Structure: multivariate-root-flag -> multivariate-intermediate-flag -> multivariate-leaf-flag"
+    )
+    print("")
+    print("📋 Required setup (if flags don't exist):")
+    print(
+        "   1. Create 'multivariate-leaf-flag' with fruit variants (pineapple, mango, papaya, kiwi)"
+    )
+    print("      - pineapple: email = 'pineapple@example.com'")
+    print("      - mango: email = 'mango@example.com'")
+    print(
+        "   2. Create 'multivariate-intermediate-flag' with color variants (blue, red)"
+    )
+    print("      - blue: depends on multivariate-leaf-flag = 'pineapple'")
+    print("      - red: depends on multivariate-leaf-flag = 'mango'")
+    print(
+        "   3. Create 'multivariate-root-flag' with show variants (breaking-bad, the-wire)"
+    )
+    print("      - breaking-bad: depends on multivariate-intermediate-flag = 'blue'")
+    print("      - the-wire: depends on multivariate-intermediate-flag = 'red'")
+    print("")
+
+    # Test pineapple -> blue -> breaking-bad chain
+    dependent_result3 = posthog.get_feature_flag(
+        "multivariate-root-flag",
+        "regular_user",
+        person_properties={"email": "pineapple@example.com"},
+        only_evaluate_locally=True,
+    )
+    if str(dependent_result3) != "breaking-bad":
+        print(
+            f"     ❌ Something went wrong evaluating 'multivariate-root-flag' with pineapple@example.com. Expected 'breaking-bad', got '{dependent_result3}'"
+        )
+    else:
+        print("✅ 'multivariate-root-flag' with email pineapple@example.com succeeded")
+
+    # Test mango -> red -> the-wire chain
+    dependent_result4 = posthog.get_feature_flag(
+        "multivariate-root-flag",
+        "regular_user",
+        person_properties={"email": "mango@example.com"},
+        only_evaluate_locally=True,
+    )
+    if str(dependent_result4) != "the-wire":
+        print(
+            f"     ❌ Something went wrong evaluating multivariate-root-flag with mango@example.com. Expected 'the-wire', got '{dependent_result4}'"
+        )
+    else:
+        print("✅ 'multivariate-root-flag' with email mango@example.com succeeded")
+
+    # Show the complete chain evaluation
+    print("\n🔍 Complete dependency chain evaluation:")
+    for email, expected_chain in [
+        ("pineapple@example.com", ["pineapple", "blue", "breaking-bad"]),
+        ("mango@example.com", ["mango", "red", "the-wire"]),
+    ]:
+        leaf = posthog.get_feature_flag(
+            "multivariate-leaf-flag",
+            "regular_user",
+            person_properties={"email": email},
+            only_evaluate_locally=True,
+        )
+        intermediate = posthog.get_feature_flag(
+            "multivariate-intermediate-flag",
+            "regular_user",
+            person_properties={"email": email},
+            only_evaluate_locally=True,
+        )
+        root = posthog.get_feature_flag(
+            "multivariate-root-flag",
+            "regular_user",
+            person_properties={"email": email},
+            only_evaluate_locally=True,
+        )
+
+        actual_chain = [str(leaf), str(intermediate), str(root)]
+        chain_success = actual_chain == expected_chain
+
+        print(f"   📧 {email}:")
+        print(f"      Expected: {' -> '.join(map(str, expected_chain))}")
+        print(f"      Actual:   {' -> '.join(map(str, actual_chain))}")
+        print(f"      Status:   {'✅ SUCCESS' if chain_success else '❌ FAILED'}")
+
+    print("\n🎯 Multivariate Chain Summary:")
+    print("   - Complex dependency chains: ✅ SUPPORTED")
+    print("   - Multivariate flag dependencies: ✅ SUPPORTED")
+    print("   - Local evaluation of chains: ✅ WORKING")
+
+elif choice == "5":
+    print("\n" + "=" * 60)
+    print("CONTEXT MANAGEMENT AND TAGGING EXAMPLES")
+    print("=" * 60)
+
+    posthog.debug = True
+
+    print("🏷️ Testing context management...")
+    print(
+        "You can add tags to a context, and these are automatically added to any events captured within that context."
+    )
+
+    # You can enter a new context using a with statement. Any exceptions thrown in the context will be captured,
+    # and tagged with the context tags. Other events captured will also be tagged with the context tags. By default,
+    # the new context inherits tags from the parent context.
+    try:
+        with posthog.new_context():
+            posthog.tag("transaction_id", "abc123")
+            posthog.tag("some_arbitrary_value", {"tags": "can be dicts"})
+
+            # This event will be captured with the tags set above
+            posthog.capture("order_processed")
+            print("✅ Event captured with inherited context tags")
+            # This exception will be captured with the tags set above
+            # raise Exception("Order processing failed")
+    except Exception as e:
+        print(f"Exception captured: {e}")
+
+    # Use fresh=True to start with a clean context (no inherited tags)
+    try:
+        with posthog.new_context(fresh=True):
+            posthog.tag("session_id", "xyz789")
+            # Only session_id tag will be present, no inherited tags
+            posthog.capture("session_event")
+            print("✅ Event captured with fresh context tags")
+            # raise Exception("Session handling failed")
+    except Exception as e:
+        print(f"Exception captured: {e}")
+
+    # You can also use the `@posthog.scoped()` decorator to enter a new context.
+    # By default, it inherits tags from the parent context
+    @posthog.scoped()
+    def process_order(order_id):
+        posthog.tag("order_id", order_id)
+        posthog.capture("order_step_completed")
+        print(f"✅ Order {order_id} processed with scoped context")
+        # Exception will be captured and tagged automatically
+        # raise Exception("Order processing failed")
+
+    # Use fresh=True to start with a clean context (no inherited tags)
+    @posthog.scoped(fresh=True)
+    def process_payment(payment_id):
+        posthog.tag("payment_id", payment_id)
+        posthog.capture("payment_processed")
+        print(f"✅ Payment {payment_id} processed with fresh scoped context")
+        # Only payment_id tag will be present, no inherited tags
+        # raise Exception("Payment processing failed")
+
+    process_order("12345")
+    process_payment("67890")
+
+elif choice == "6":
+    print("\n🔄 Running all examples...")
+    if not local_eval_available:
+        print("   (Skipping local evaluation examples - no personal API key set)\n")
+
+    # Run example 1
+    print(f"\n{'🔸' * 20} IDENTIFY AND CAPTURE {'🔸' * 20}")
+    posthog.debug = True
+    print("📊 Capturing events...")
+    posthog.capture(
+        "event",
+        distinct_id="distinct_id",
+        properties={"property1": "value", "property2": "value"},
+        send_feature_flags=True,
+    )
+    print("🔗 Creating alias...")
+    posthog.alias("distinct_id", "new_distinct_id")
+    print("👤 Identifying user...")
+    posthog.set(
+        distinct_id="new_distinct_id", properties={"email": "something@something.com"}
+    )
+
+    # Run example 2 (requires local evaluation)
+    if local_eval_available:
+        print(f"\n{'🔸' * 20} FEATURE FLAGS {'🔸' * 20}")
+        print("🏁 Testing basic feature flags...")
+        print(f"beta-feature: {posthog.feature_enabled('beta-feature', 'distinct_id')}")
+        print(
+            f"Sydney user: {posthog.feature_enabled('test-flag', 'random_id_12345', person_properties={'$geoip_city_name': 'Sydney'})}"
+        )
+
+    # Run example 3
+    print(f"\n{'🔸' * 20} PAYLOADS {'🔸' * 20}")
+    print("📦 Testing payloads...")
+    print(f"Payload: {posthog.get_feature_flag_payload('beta-feature', 'distinct_id')}")
+
+    # Run example 4 (requires local evaluation)
+    if local_eval_available:
+        print(f"\n{'🔸' * 20} FLAG DEPENDENCIES {'🔸' * 20}")
+        print("🔗 Testing flag dependencies...")
+        result1 = posthog.feature_enabled(
+            "test-flag-dependency",
+            "demo_user",
+            person_properties={"email": "user@example.com"},
+            only_evaluate_locally=True,
+        )
+        result2 = posthog.feature_enabled(
+            "test-flag-dependency",
+            "demo_user2",
+            person_properties={"email": "user@other.com"},
+            only_evaluate_locally=True,
+        )
+        print(f"✅ @example.com user: {result1}, regular user: {result2}")
+
+    # Run example 5
+    print(f"\n{'🔸' * 20} CONTEXT MANAGEMENT {'🔸' * 20}")
+    print("🏷️ Testing context management...")
+    with posthog.new_context():
+        posthog.tag("demo_run", "all_examples")
+        posthog.capture("demo_completed")
+        print("✅ Demo completed with context tags")
+
+elif choice == "7":
+    print("👋 Goodbye!")
+    posthog.shutdown()
+    exit()
+
+else:
+    print("❌ Invalid choice. Please run again and select 1-7.")
+    posthog.shutdown()
+    exit()
+
+print("\n" + "=" * 60)
+print("✅ Example completed!")
+print("=" * 60)
+
+posthog.shutdown()
diff --git a/examples/async_redis_flag_cache.py b/examples/async_redis_flag_cache.py
new file mode 100644
index 00000000..957bc9d5
--- /dev/null
+++ b/examples/async_redis_flag_cache.py
@@ -0,0 +1,149 @@
+"""
+Async Redis-based distributed cache for PostHog feature flag definitions.
+
+This example demonstrates how to implement a FlagDefinitionCacheProvider with
+redis.asyncio for async-first applications. The PostHog SDK accepts async cache
+provider methods and runs their awaitables to completion before continuing.
+
+Usage:
+    import redis.asyncio as redis
+    from posthog import Posthog
+
+    # Use a Redis client dedicated to this cache provider. The SDK runs async
+    # provider methods on its own background event loop.
+    redis_client = redis.Redis(host="localhost", port=6379, decode_responses=True)
+    cache = AsyncRedisFlagCache(redis_client, service_key="my-service")
+
+    posthog = Posthog(
+        "<project_api_key>",
+        personal_api_key="<personal_api_key>",
+        flag_definition_cache_provider=cache,
+    )
+
+Requirements:
+    pip install redis
+"""
+
+import json
+import uuid
+from typing import Optional
+
+from posthog import FlagDefinitionCacheData, FlagDefinitionCacheProvider
+from redis.asyncio import Redis
+
+
+class AsyncRedisFlagCache(FlagDefinitionCacheProvider):
+    """
+    A distributed cache for PostHog feature flag definitions using redis.asyncio.
+
+    In a multi-instance deployment, only one instance should poll PostHog for
+    flag updates while all instances share the cached results. This prevents N
+    instances from making N redundant API calls.
+
+    The implementation uses leader election:
+    - One instance "wins" and becomes responsible for fetching
+    - Other instances read from the shared cache
+    - If the leader dies, the lock expires and another instance takes over
+
+    Uses Lua scripts for atomic operations, following Redis distributed lock best
+    practices: https://redis.io/docs/latest/develop/clients/patterns/distributed-locks/
+    """
+
+    LOCK_TTL_MS = 60 * 1000  # 60 seconds, should be longer than the flags poll interval
+    CACHE_TTL_SECONDS = 60 * 60 * 24  # 24 hours
+
+    # Lua script: acquire lock if free, or extend if we own it
+    _LUA_TRY_LEAD = """
+        local current = redis.call('GET', KEYS[1])
+        if current == false then
+            redis.call('SET', KEYS[1], ARGV[1], 'PX', ARGV[2])
+            return 1
+        elseif current == ARGV[1] then
+            redis.call('PEXPIRE', KEYS[1], ARGV[2])
+            return 1
+        end
+        return 0
+    """
+
+    # Lua script: release lock only if we own it
+    _LUA_STOP_LEAD = """
+        if redis.call('GET', KEYS[1]) == ARGV[1] then
+            return redis.call('DEL', KEYS[1])
+        end
+        return 0
+    """
+
+    def __init__(self, redis: Redis, service_key: str):
+        """
+        Initialize the async Redis flag cache.
+
+        Args:
+            redis: A redis.asyncio client instance dedicated to this cache provider.
+                   The SDK runs async provider methods on its own background event
+                   loop, so avoid sharing the same asyncio Redis client with a
+                   different application event loop. Configure decode_responses=True
+                   for string responses, or bytes responses will be decoded here.
+            service_key: A unique identifier for this service/environment.
+                         Used to scope Redis keys, allowing multiple services
+                         or environments to share the same Redis instance.
+        """
+        self._redis = redis
+        self._cache_key = f"posthog:flags:{service_key}"
+        self._lock_key = f"posthog:flags:{service_key}:lock"
+        self._instance_id = str(uuid.uuid4())
+
+    async def get_flag_definitions(self) -> Optional[FlagDefinitionCacheData]:
+        """
+        Retrieve cached flag definitions from Redis.
+
+        Returns:
+            Cached flag definitions if available, None otherwise.
+        """
+        cached = await self._redis.get(self._cache_key)
+        if not cached:
+            return None
+        if isinstance(cached, bytes):
+            cached = cached.decode("utf-8")
+        return json.loads(cached)
+
+    async def should_fetch_flag_definitions(self) -> bool:
+        """
+        Determines if this instance should fetch flag definitions from PostHog.
+
+        Atomically either:
+        - Acquires the lock if no one holds it, OR
+        - Extends the lock TTL if we already hold it
+
+        Returns:
+            True if this instance is the leader and should fetch, False otherwise.
+        """
+        result = await self._redis.eval(
+            self._LUA_TRY_LEAD,
+            1,
+            self._lock_key,
+            self._instance_id,
+            self.LOCK_TTL_MS,
+        )
+        return result == 1
+
+    async def on_flag_definitions_received(self, data: FlagDefinitionCacheData) -> None:
+        """
+        Store fetched flag definitions in Redis.
+
+        Args:
+            data: The flag definitions to cache.
+        """
+        await self._redis.set(
+            self._cache_key, json.dumps(data), ex=self.CACHE_TTL_SECONDS
+        )
+
+    async def shutdown(self) -> None:
+        """
+        Release leadership if we hold it. Safe to call even if not the leader.
+        """
+        await self._redis.eval(
+            self._LUA_STOP_LEAD,
+            1,
+            self._lock_key,
+            self._instance_id,
+        )
diff --git a/examples/celery_integration.py b/examples/celery_integration.py
new file mode 100644
index 00000000..4eeb2820
--- /dev/null
+++ b/examples/celery_integration.py
@@ -0,0 +1,194 @@
+"""
+Celery integration example for the PostHog Python SDK.
+
+Demonstrates how to use ``PosthogCeleryIntegration`` with:
+- producer-side and worker-side instrumentation (publishing events and context propagation)
+- context propagation (distinct ID, session ID, tags) from producer to worker
+- task lifecycle events (published, started, success, failure, retry)
+- exception capture from failed tasks
+- ``task_filter`` customization hook
+
+Setup:
+    1. Set ``POSTHOG_PROJECT_API_KEY`` and ``POSTHOG_HOST`` in your environment
+    2. Install dependencies: pip install posthog celery redis
+    3. Start Redis: redis-server
+    4. Start the worker: celery -A examples.celery_integration worker --loglevel=info
+    5. Run the producer: python -m examples.celery_integration
+"""
+
+import os
+import time
+from typing import Any, Optional
+
+from celery import Celery
+from celery.signals import worker_process_shutdown
+
+import posthog
+from posthog.integrations.celery import PosthogCeleryIntegration
+
+
+# --- Configuration ---
+
+POSTHOG_PROJECT_API_KEY = os.getenv("POSTHOG_PROJECT_API_KEY", "phc_...")
+POSTHOG_HOST = os.getenv("POSTHOG_HOST", "http://localhost:8000")
+
+app = Celery(
+    "examples.celery_integration",
+    broker="redis://localhost:6379/0",
+)
+
+
+# --- Integration wiring ---
+
+
+def configure_posthog() -> None:
+    posthog.api_key = POSTHOG_PROJECT_API_KEY
+    posthog.host = POSTHOG_HOST
+    posthog.enable_local_evaluation = (
+        False  # to not require personal_api_key for this example
+    )
+    posthog.setup()
+
+
+def task_filter(task_name: Optional[str], task_properties: dict[str, Any]) -> bool:
+    if task_name is not None and task_name.endswith(".health_check"):
+        return False
+    return True
+
+
+def create_integration() -> PosthogCeleryIntegration:
+    return PosthogCeleryIntegration(
+        capture_exceptions=True,
+        capture_task_lifecycle_events=True,
+        propagate_context=True,
+        task_filter=task_filter,
+    )
+
+
+configure_posthog()
+integration = create_integration()
+integration.instrument()
+
+
+# --- Worker process setup ---
+# On a single host the forked child inherits the PostHog client and
+# integration, so nothing extra is needed. If workers run on different
+# hosts, uncomment the signal and handler below to initialise a fresh
+# client and integration in each worker process. If using a custom flag
+# definition cache provider, reinitialize your client in each worker with
+# the custom provider, and reinstrument the integration with that new client
+# instance.
+# @worker_process_init.connect
+# def on_worker_process_init(**kwargs) -> None:
+#     global integration
+#     configure_posthog()
+#     integration = create_integration()
+#     integration.instrument()
+#     return
+
+
+# Use this signal to shutdown the integration and PostHog client
+# in the worker processes. Calling shutdown() is important to flush
+# any pending events and is required even if the workers are running
+# on the same host as the producer.
+@worker_process_shutdown.connect
+def on_worker_process_shutdown(**kwargs) -> None:
+    integration.shutdown()
+    posthog.shutdown()
+
+
+# --- Example tasks ---
+
+
+@app.task
+def health_check() -> dict[str, str]:
+    return {"status": "ok"}
+
+
+@app.task(max_retries=3)
+def process_order(order_id: str) -> dict:
+    """A task that processes an order successfully."""
+
+    # simulate work
+    time.sleep(0.1)
+
+    # Custom event inside the task - context tags propagated from the
+    # producer (e.g. "source", "release") should appear on this event
+    # and this should be attributed to the correct distinct ID and session.
+    posthog.capture(
+        "celery example order processed",
+        properties={"order_id": order_id, "amount": 99.99},
+    )
+
+    return {"order_id": order_id, "status": "completed"}
+
+
+@app.task(bind=True, max_retries=3)
+def send_notification(self, user_id: str, message: str) -> None:
+    """A task that may fail and retry."""
+    if self.request.retries < 2:
+        raise self.retry(
+            exc=ConnectionError("notification service unavailable"),
+            countdown=120,
+        )
+    return None
+
+
+@app.task
+def failing_task() -> None:
+    """A task that always fails."""
+    raise ValueError("something went wrong")
+
+
+# --- Producer code ---
+
+if __name__ == "__main__":
+    print("PostHog Celery Integration Example")
+    print("=" * 40)
+    print()
+
+    # Set up PostHog context before dispatching tasks.
+    # The integration propagates this context to workers via task headers.
+    with posthog.new_context(fresh=True):
+        posthog.identify_context("user-123")
+        posthog.set_context_session("session-user-123-abc")
+        posthog.tag("source", "celery_integration_example_script")
+        posthog.tag("release", "v1.2.3")
+
+        print("Dispatching tasks...")
+
+        # This task is intentionally filtered and should not emit task events.
+        result = health_check.delay()
+        print(f"  health_check dispatched (filtered): {result.id}")
+
+        # This task will produce events:
+        #   celery task published  (sender side)
+        #   celery task started    (worker side)
+        #   order processed        (custom event, should carry propagated context tags)
+        #   celery task success    (worker side, includes duration)
+        result = process_order.delay("order-456")
+        print(f"  process_order dispatched: {result.id}")
+
+        # This task will produce events:
+        #   celery task published
+        #   celery task started
+        #   celery task retry      (with reason)
+        #   celery task started    (retry attempt)
+        #   celery task success
+        result = send_notification.delay("user-123", "Hello!")
+        print(f"  send_notification dispatched: {result.id}")
+
+        # This task will produce events:
+        #   celery task published
+        #   celery task started
+        #   celery task failure    (with error_type and error_message)
+        result = failing_task.delay()
+        print(f"  failing_task dispatched: {result.id}")
+
+    print()
+    print("Tasks dispatched. Check your Celery worker logs and PostHog for events.")
+    print()
+
+    # Shut down the integration and client in producer process
+    integration.shutdown()
+    posthog.shutdown()
diff --git a/examples/example-ai-anthropic/.env.example b/examples/example-ai-anthropic/.env.example
new file mode 100644
index 00000000..8979a330
--- /dev/null
+++ b/examples/example-ai-anthropic/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+ANTHROPIC_API_KEY=sk-ant-your_api_key
diff --git a/examples/example-ai-anthropic/README.md b/examples/example-ai-anthropic/README.md
new file mode 100644
index 00000000..f9d47c0e
--- /dev/null
+++ b/examples/example-ai-anthropic/README.md
@@ -0,0 +1,27 @@
+# Anthropic + PostHog AI Examples
+
+Track Anthropic Claude API calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Basic chat with tool calling
+- **streaming.py** - Streaming responses
+- **extended_thinking.py** - Claude's extended thinking feature
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+uv run python streaming.py
+uv run python extended_thinking.py
+```
diff --git a/examples/example-ai-anthropic/chat.py b/examples/example-ai-anthropic/chat.py
new file mode 100644
index 00000000..9a17424e
--- /dev/null
+++ b/examples/example-ai-anthropic/chat.py
@@ -0,0 +1,74 @@
+"""Anthropic chat with tool calling, tracked via OpenTelemetry."""
+
+import os
+import json
+import urllib.request
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.anthropic import AnthropicInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-anthropic-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+AnthropicInstrumentor().instrument()
+
+import anthropic  # noqa: E402
+
+client = anthropic.Anthropic(api_key=os.environ["ANTHROPIC_API_KEY"])
+
+tools = [
+    {
+        "name": "get_weather",
+        "description": "Get current weather for a location",
+        "input_schema": {
+            "type": "object",
+            "properties": {
+                "latitude": {"type": "number"},
+                "longitude": {"type": "number"},
+                "location_name": {"type": "string"},
+            },
+            "required": ["latitude", "longitude", "location_name"],
+        },
+    }
+]
+
+
+def get_weather(latitude: float, longitude: float, location_name: str) -> str:
+    url = f"https://api.open-meteo.com/v1/forecast?latitude={latitude}&longitude={longitude}&current=temperature_2m,relative_humidity_2m,wind_speed_10m"
+    with urllib.request.urlopen(url) as resp:
+        data = json.loads(resp.read())
+    current = data["current"]
+    return f"Weather in {location_name}: {current['temperature_2m']}°C, humidity {current['relative_humidity_2m']}%, wind {current['wind_speed_10m']} km/h"
+
+
+message = client.messages.create(
+    model="claude-sonnet-4-5-20250929",
+    max_tokens=1024,
+    tools=tools,
+    messages=[{"role": "user", "content": "What's the weather like in San Francisco?"}],
+)
+
+# Handle tool use if the model requests it.
+# In production, send tool results back to the model for a final response.
+for block in message.content:
+    if block.type == "text":
+        print(block.text)
+    elif block.type == "tool_use":
+        result = get_weather(**block.input)
+        print(result)
diff --git a/examples/example-ai-anthropic/extended_thinking.py b/examples/example-ai-anthropic/extended_thinking.py
new file mode 100644
index 00000000..7254c690
--- /dev/null
+++ b/examples/example-ai-anthropic/extended_thinking.py
@@ -0,0 +1,52 @@
+"""Anthropic extended thinking, tracked via OpenTelemetry.
+
+Extended thinking lets Claude show its reasoning process before responding.
+"""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.anthropic import AnthropicInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-anthropic-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+AnthropicInstrumentor().instrument()
+
+import anthropic  # noqa: E402
+
+client = anthropic.Anthropic(api_key=os.environ["ANTHROPIC_API_KEY"])
+
+message = client.messages.create(
+    model="claude-sonnet-4-5-20250929",
+    max_tokens=16000,
+    thinking={"type": "enabled", "budget_tokens": 10000},
+    messages=[
+        {
+            "role": "user",
+            "content": "What is the probability of rolling at least one six in four rolls of a fair die?",
+        }
+    ],
+)
+
+for block in message.content:
+    if block.type == "thinking":
+        print(f"Thinking: {block.thinking}\n")
+    elif block.type == "text":
+        print(f"Answer: {block.text}")
diff --git a/examples/example-ai-anthropic/pyproject.toml b/examples/example-ai-anthropic/pyproject.toml
new file mode 100644
index 00000000..f72a2f9d
--- /dev/null
+++ b/examples/example-ai-anthropic/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-anthropic"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "anthropic>=0.80.0",
+    "opentelemetry-instrumentation-anthropic>=0.24.0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-anthropic/streaming.py b/examples/example-ai-anthropic/streaming.py
new file mode 100644
index 00000000..ea8c884b
--- /dev/null
+++ b/examples/example-ai-anthropic/streaming.py
@@ -0,0 +1,45 @@
+"""Anthropic streaming chat, tracked via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.anthropic import AnthropicInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-anthropic-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+AnthropicInstrumentor().instrument()
+
+import anthropic  # noqa: E402
+
+client = anthropic.Anthropic(api_key=os.environ["ANTHROPIC_API_KEY"])
+
+stream = client.messages.create(
+    model="claude-sonnet-4-5-20250929",
+    max_tokens=1024,
+    messages=[{"role": "user", "content": "Write a haiku about observability."}],
+    stream=True,
+)
+
+for event in stream:
+    if hasattr(event, "type"):
+        if event.type == "content_block_delta" and hasattr(event.delta, "text"):
+            print(event.delta.text, end="", flush=True)
+
+print()
diff --git a/examples/example-ai-anthropic/uv.lock b/examples/example-ai-anthropic/uv.lock
new file mode 100644
index 00000000..5cf68118
--- /dev/null
+++ b/examples/example-ai-anthropic/uv.lock
@@ -0,0 +1,872 @@
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diff --git a/examples/example-ai-anthropic/uv.toml b/examples/example-ai-anthropic/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-anthropic/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-autogen/.env.example b/examples/example-ai-autogen/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-autogen/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-autogen/README.md b/examples/example-ai-autogen/README.md
new file mode 100644
index 00000000..bb1fe368
--- /dev/null
+++ b/examples/example-ai-autogen/README.md
@@ -0,0 +1,22 @@
+# AutoGen + PostHog AI Examples
+
+Track AutoGen agent LLM calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **agent.py** - AutoGen agent with PostHog tracking via OpenAI wrapper
+
+## Run
+
+```bash
+source .env
+uv run python agent.py
+```
diff --git a/examples/example-ai-autogen/agent.py b/examples/example-ai-autogen/agent.py
new file mode 100644
index 00000000..a2e9bf0f
--- /dev/null
+++ b/examples/example-ai-autogen/agent.py
@@ -0,0 +1,50 @@
+"""AutoGen with OpenTelemetry tracking via OpenAI instrumentation."""
+
+import os
+import asyncio
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-autogen-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+from autogen_agentchat.agents import AssistantAgent  # noqa: E402
+from autogen_ext.models.openai import OpenAIChatCompletionClient  # noqa: E402
+
+openai_client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+model_client = OpenAIChatCompletionClient(
+    model="gpt-4o-mini",
+    openai_client=openai_client,
+)
+
+agent = AssistantAgent("assistant", model_client=model_client)
+
+
+async def main():
+    result = await agent.run(task="Tell me a fun fact about hedgehogs.")
+    print(result)
+    await model_client.close()
+
+
+asyncio.run(main())
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new file mode 100644
index 00000000..91b46ddc
--- /dev/null
+++ b/examples/example-ai-autogen/pyproject.toml
@@ -0,0 +1,15 @@
+[project]
+name = "example-ai-autogen"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "autogen-agentchat>=0.4.0",
+    "autogen-ext[openai]>=0.4.0",
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-autogen/uv.lock b/examples/example-ai-autogen/uv.lock
new file mode 100644
index 00000000..7553796b
--- /dev/null
+++ b/examples/example-ai-autogen/uv.lock
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diff --git a/examples/example-ai-autogen/uv.toml b/examples/example-ai-autogen/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-autogen/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-aws-bedrock/.env.example b/examples/example-ai-aws-bedrock/.env.example
new file mode 100644
index 00000000..e02c1854
--- /dev/null
+++ b/examples/example-ai-aws-bedrock/.env.example
@@ -0,0 +1,5 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+AWS_REGION=us-east-1
+AWS_ACCESS_KEY_ID=your_access_key
+AWS_SECRET_ACCESS_KEY=your_secret_key
diff --git a/examples/example-ai-aws-bedrock/README.md b/examples/example-ai-aws-bedrock/README.md
new file mode 100644
index 00000000..1251895a
--- /dev/null
+++ b/examples/example-ai-aws-bedrock/README.md
@@ -0,0 +1,22 @@
+# AWS Bedrock + PostHog AI Examples
+
+Track AWS Bedrock LLM calls with PostHog via OpenTelemetry instrumentation.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Bedrock Converse API with OpenTelemetry tracing to PostHog
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-aws-bedrock/chat.py b/examples/example-ai-aws-bedrock/chat.py
new file mode 100644
index 00000000..43215713
--- /dev/null
+++ b/examples/example-ai-aws-bedrock/chat.py
@@ -0,0 +1,48 @@
+"""AWS Bedrock chat with OpenTelemetry instrumentation, tracked by PostHog."""
+
+import os
+import boto3
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.botocore import BotocoreInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-bedrock-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+BotocoreInstrumentor().instrument()
+
+client = boto3.client(
+    "bedrock-runtime",
+    region_name=os.environ.get("AWS_REGION", "us-east-1"),
+)
+
+response = client.converse(
+    modelId="openai.gpt-oss-20b-1:0",
+    messages=[
+        {
+            "role": "user",
+            "content": [{"text": "Tell me a fun fact about hedgehogs."}],
+        }
+    ],
+)
+
+for block in response["output"]["message"]["content"]:
+    if "text" in block:
+        print(block["text"])
+        break
diff --git a/examples/example-ai-aws-bedrock/pyproject.toml b/examples/example-ai-aws-bedrock/pyproject.toml
new file mode 100644
index 00000000..b5457ae4
--- /dev/null
+++ b/examples/example-ai-aws-bedrock/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-aws-bedrock"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "boto3>=1.35.0",
+    "opentelemetry-instrumentation-botocore>=0.49b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-aws-bedrock/uv.lock b/examples/example-ai-aws-bedrock/uv.lock
new file mode 100644
index 00000000..694a9204
--- /dev/null
+++ b/examples/example-ai-aws-bedrock/uv.lock
@@ -0,0 +1,590 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-aws-bedrock/uv.toml b/examples/example-ai-aws-bedrock/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-aws-bedrock/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-azure-openai/.env.example b/examples/example-ai-azure-openai/.env.example
new file mode 100644
index 00000000..1ce72b53
--- /dev/null
+++ b/examples/example-ai-azure-openai/.env.example
@@ -0,0 +1,4 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+AZURE_OPENAI_API_KEY=your_azure_api_key
+AZURE_OPENAI_ENDPOINT=https://your-resource.openai.azure.com
diff --git a/examples/example-ai-azure-openai/README.md b/examples/example-ai-azure-openai/README.md
new file mode 100644
index 00000000..daf1561d
--- /dev/null
+++ b/examples/example-ai-azure-openai/README.md
@@ -0,0 +1,22 @@
+# Azure OpenAI + PostHog AI Examples
+
+Track Azure OpenAI API calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Azure OpenAI
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-azure-openai/chat.py b/examples/example-ai-azure-openai/chat.py
new file mode 100644
index 00000000..6e0aaab1
--- /dev/null
+++ b/examples/example-ai-azure-openai/chat.py
@@ -0,0 +1,46 @@
+"""Azure OpenAI chat completions, tracked via OpenTelemetry."""
+
+import os
+
+from opentelemetry import trace
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+from opentelemetry.sdk.resources import SERVICE_NAME, Resource
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.sdk.trace import TracerProvider
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-azure-openai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+from openai import AzureOpenAI  # noqa: E402
+
+client = AzureOpenAI(
+    api_key=os.environ["AZURE_OPENAI_API_KEY"],
+    api_version="2024-10-21",
+    azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],
+)
+
+response = client.chat.completions.create(
+    model="gpt-4o",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-azure-openai/pyproject.toml b/examples/example-ai-azure-openai/pyproject.toml
new file mode 100644
index 00000000..9a01fb97
--- /dev/null
+++ b/examples/example-ai-azure-openai/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-azure-openai"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-azure-openai/uv.lock b/examples/example-ai-azure-openai/uv.lock
new file mode 100644
index 00000000..eb619103
--- /dev/null
+++ b/examples/example-ai-azure-openai/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
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diff --git a/examples/example-ai-azure-openai/uv.toml b/examples/example-ai-azure-openai/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-azure-openai/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-cerebras/.env.example b/examples/example-ai-cerebras/.env.example
new file mode 100644
index 00000000..135044f9
--- /dev/null
+++ b/examples/example-ai-cerebras/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+CEREBRAS_API_KEY=your_api_key
diff --git a/examples/example-ai-cerebras/README.md b/examples/example-ai-cerebras/README.md
new file mode 100644
index 00000000..2b725da8
--- /dev/null
+++ b/examples/example-ai-cerebras/README.md
@@ -0,0 +1,23 @@
+# Cerebras + PostHog AI Examples
+
+Track Cerebras API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Cerebras
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-cerebras/chat.py b/examples/example-ai-cerebras/chat.py
new file mode 100644
index 00000000..0374a1a5
--- /dev/null
+++ b/examples/example-ai-cerebras/chat.py
@@ -0,0 +1,44 @@
+"""Cerebras chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-cerebras-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.cerebras.ai/v1",
+    api_key=os.environ["CEREBRAS_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="llama3.1-8b",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-cerebras/pyproject.toml b/examples/example-ai-cerebras/pyproject.toml
new file mode 100644
index 00000000..3a898a0c
--- /dev/null
+++ b/examples/example-ai-cerebras/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-cerebras"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-cerebras/uv.lock b/examples/example-ai-cerebras/uv.lock
new file mode 100644
index 00000000..a52d224f
--- /dev/null
+++ b/examples/example-ai-cerebras/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
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+    { url = "https://files.pythonhosted.org/packages/cc/01/9b85a99996b0a97c8a17484684f206cbb6ba73c1ce6890ac668bcf3838fb/wrapt-1.17.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:223db574bb38637e8230eb14b185565023ab624474df94d2af18f1cdb625216f", size = 113094, upload-time = "2025-08-12T05:52:22.618Z" },
+    { url = "https://files.pythonhosted.org/packages/25/02/78926c1efddcc7b3aa0bc3d6b33a822f7d898059f7cd9ace8c8318e559ef/wrapt-1.17.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e405adefb53a435f01efa7ccdec012c016b5a1d3f35459990afc39b6be4d5056", size = 110659, upload-time = "2025-08-12T05:52:24.057Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/ee/c414501ad518ac3e6fe184753632fe5e5ecacdcf0effc23f31c1e4f7bfcf/wrapt-1.17.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:88547535b787a6c9ce4086917b6e1d291aa8ed914fdd3a838b3539dc95c12804", size = 106946, upload-time = "2025-08-12T05:52:45.976Z" },
+    { url = "https://files.pythonhosted.org/packages/be/44/a1bd64b723d13bb151d6cc91b986146a1952385e0392a78567e12149c7b4/wrapt-1.17.3-cp314-cp314t-win32.whl", hash = "sha256:41b1d2bc74c2cac6f9074df52b2efbef2b30bdfe5f40cb78f8ca22963bc62977", size = 38717, upload-time = "2025-08-12T05:53:15.214Z" },
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+]
+
+[[package]]
+name = "zipp"
+version = "3.23.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e3/02/0f2892c661036d50ede074e376733dca2ae7c6eb617489437771209d4180/zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166", size = 25547, upload-time = "2025-06-08T17:06:39.4Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276, upload-time = "2025-06-08T17:06:38.034Z" },
+]
diff --git a/examples/example-ai-cerebras/uv.toml b/examples/example-ai-cerebras/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-cerebras/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-claude-agent-sdk/.env.example b/examples/example-ai-claude-agent-sdk/.env.example
new file mode 100644
index 00000000..8979a330
--- /dev/null
+++ b/examples/example-ai-claude-agent-sdk/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+ANTHROPIC_API_KEY=sk-ant-your_api_key
diff --git a/examples/example-ai-claude-agent-sdk/README.md b/examples/example-ai-claude-agent-sdk/README.md
new file mode 100644
index 00000000..b2cf0c10
--- /dev/null
+++ b/examples/example-ai-claude-agent-sdk/README.md
@@ -0,0 +1,26 @@
+# Claude Agent SDK + PostHog AI Examples
+
+Track Claude Agent SDK calls with PostHog.
+
+## Setup
+
+```bash
+pip install -r requirements.txt
+cp .env.example .env
+# Fill in your API keys in .env
+```
+
+## Examples
+
+- **simple_query.py** - Single query using the `query()` drop-in replacement
+- **instrument_reuse.py** - Configure-once with `instrument()`, reuse across multiple queries
+- **multi_turn.py** - Multi-turn conversation with history using `PostHogClaudeSDKClient`
+
+## Run
+
+```bash
+source .env
+python simple_query.py
+python instrument_reuse.py
+python multi_turn.py
+```
diff --git a/examples/example-ai-claude-agent-sdk/instrument_reuse.py b/examples/example-ai-claude-agent-sdk/instrument_reuse.py
new file mode 100644
index 00000000..87e58705
--- /dev/null
+++ b/examples/example-ai-claude-agent-sdk/instrument_reuse.py
@@ -0,0 +1,43 @@
+"""Claude Agent SDK with instrument() for reusable config, tracked by PostHog."""
+
+import asyncio
+import os
+
+from claude_agent_sdk import ClaudeAgentOptions, AssistantMessage, TextBlock
+from posthog import Posthog
+from posthog.ai.claude_agent_sdk import instrument
+
+posthog = Posthog(
+    os.environ["POSTHOG_API_KEY"],
+    host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+)
+
+# Configure once, reuse for multiple queries
+ph = instrument(
+    client=posthog,
+    distinct_id="example-user",
+    properties={"app": "demo", "environment": "development"},
+)
+
+
+async def ask(prompt: str) -> None:
+    print(f"\n> {prompt}")
+    options = ClaudeAgentOptions(
+        max_turns=2,
+        permission_mode="plan",
+    )
+
+    async for message in ph.query(prompt=prompt, options=options):
+        if isinstance(message, AssistantMessage):
+            for block in message.content:
+                if isinstance(block, TextBlock):
+                    print(f"  {block.text}")
+
+
+async def main():
+    await ask("What is the capital of France? Reply in one sentence.")
+    await ask("What is 15% of 280? Reply in one sentence.")
+
+
+asyncio.run(main())
+posthog.shutdown()
diff --git a/examples/example-ai-claude-agent-sdk/multi_turn.py b/examples/example-ai-claude-agent-sdk/multi_turn.py
new file mode 100644
index 00000000..49831449
--- /dev/null
+++ b/examples/example-ai-claude-agent-sdk/multi_turn.py
@@ -0,0 +1,68 @@
+"""Claude Agent SDK multi-turn conversation with history, tracked by PostHog."""
+
+import asyncio
+import os
+
+from claude_agent_sdk import AssistantMessage, ResultMessage
+from claude_agent_sdk.types import ClaudeAgentOptions, TextBlock
+from posthog import Posthog
+from posthog.ai.claude_agent_sdk import PostHogClaudeSDKClient
+
+posthog = Posthog(
+    os.environ["POSTHOG_API_KEY"],
+    host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+)
+
+
+async def main():
+    options = ClaudeAgentOptions(
+        max_turns=5,
+        permission_mode="plan",
+    )
+
+    async with PostHogClaudeSDKClient(
+        options,
+        posthog_client=posthog,
+        posthog_distinct_id="example-user",
+        posthog_properties={"example": "multi_turn"},
+    ) as client:
+        # Turn 1
+        print("> What is the capital of France?")
+        await client.query("What is the capital of France? Reply in one sentence.")
+        async for message in client.receive_response():
+            if isinstance(message, AssistantMessage):
+                for block in message.content:
+                    if isinstance(block, TextBlock):
+                        print(f"  {block.text}")
+            elif isinstance(message, ResultMessage):
+                print(f"  [{message.num_turns} turns, ${message.total_cost_usd:.4f}]")
+
+        # Turn 2 — has full conversation history
+        print("\n> And what language do they speak there?")
+        await client.query(
+            "And what language do they speak there? Reply in one sentence."
+        )
+        async for message in client.receive_response():
+            if isinstance(message, AssistantMessage):
+                for block in message.content:
+                    if isinstance(block, TextBlock):
+                        print(f"  {block.text}")
+            elif isinstance(message, ResultMessage):
+                print(f"  [{message.num_turns} turns, ${message.total_cost_usd:.4f}]")
+
+        # Turn 3 — still has context from both previous turns
+        print("\n> How do you say 'hello' in that language?")
+        await client.query(
+            "How do you say 'hello' in that language? Reply in one sentence."
+        )
+        async for message in client.receive_response():
+            if isinstance(message, AssistantMessage):
+                for block in message.content:
+                    if isinstance(block, TextBlock):
+                        print(f"  {block.text}")
+            elif isinstance(message, ResultMessage):
+                print(f"  [{message.num_turns} turns, ${message.total_cost_usd:.4f}]")
+
+
+asyncio.run(main())
+posthog.shutdown()
diff --git a/examples/example-ai-claude-agent-sdk/requirements.txt b/examples/example-ai-claude-agent-sdk/requirements.txt
new file mode 100644
index 00000000..1f47d722
--- /dev/null
+++ b/examples/example-ai-claude-agent-sdk/requirements.txt
@@ -0,0 +1,2 @@
+posthog>=7.9.12
+claude-agent-sdk
diff --git a/examples/example-ai-claude-agent-sdk/simple_query.py b/examples/example-ai-claude-agent-sdk/simple_query.py
new file mode 100644
index 00000000..2e685755
--- /dev/null
+++ b/examples/example-ai-claude-agent-sdk/simple_query.py
@@ -0,0 +1,33 @@
+"""Claude Agent SDK simple query, tracked by PostHog."""
+
+import asyncio
+import os
+
+from claude_agent_sdk import ClaudeAgentOptions
+from posthog import Posthog
+from posthog.ai.claude_agent_sdk import query
+
+posthog = Posthog(
+    os.environ["POSTHOG_API_KEY"],
+    host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+)
+
+
+async def main():
+    options = ClaudeAgentOptions(
+        max_turns=2,
+        permission_mode="plan",
+    )
+
+    async for message in query(
+        prompt="What is 2 + 2? Reply in one sentence.",
+        options=options,
+        posthog_client=posthog,
+        posthog_distinct_id="example-user",
+        posthog_properties={"example": "simple_query"},
+    ):
+        print(f"[{type(message).__name__}]")
+
+
+asyncio.run(main())
+posthog.shutdown()
diff --git a/examples/example-ai-claude-agent-sdk/uv.toml b/examples/example-ai-claude-agent-sdk/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-claude-agent-sdk/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-cloudflare-ai-gateway/.env.example b/examples/example-ai-cloudflare-ai-gateway/.env.example
new file mode 100644
index 00000000..69c4f00d
--- /dev/null
+++ b/examples/example-ai-cloudflare-ai-gateway/.env.example
@@ -0,0 +1,6 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=your_openai_api_key
+CF_AIG_TOKEN=your_cloudflare_ai_gateway_token
+CF_AIG_ACCOUNT_ID=your_cloudflare_account_id
+CF_AIG_GATEWAY_ID=your_gateway_id
diff --git a/examples/example-ai-cloudflare-ai-gateway/README.md b/examples/example-ai-cloudflare-ai-gateway/README.md
new file mode 100644
index 00000000..a8841a0a
--- /dev/null
+++ b/examples/example-ai-cloudflare-ai-gateway/README.md
@@ -0,0 +1,25 @@
+# Cloudflare AI Gateway + PostHog AI Examples
+
+Track Cloudflare AI Gateway API calls with PostHog via the OpenAI-compatible unified endpoint.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+`POSTHOG_API_KEY`, `OPENAI_API_KEY`, `CF_AIG_TOKEN`, `CF_AIG_ACCOUNT_ID`, and `CF_AIG_GATEWAY_ID` are required. `CF_AIG_TOKEN` is your Cloudflare AI Gateway API token, passed via the `cf-aig-authorization` header.
+
+## Examples
+
+- **chat.py** - Chat completions via Cloudflare AI Gateway
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-cloudflare-ai-gateway/chat.py b/examples/example-ai-cloudflare-ai-gateway/chat.py
new file mode 100644
index 00000000..f2940648
--- /dev/null
+++ b/examples/example-ai-cloudflare-ai-gateway/chat.py
@@ -0,0 +1,47 @@
+"""Cloudflare AI Gateway chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-cloudflare-ai-gateway-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    api_key=os.environ["OPENAI_API_KEY"],
+    default_headers={
+        "cf-aig-authorization": f"Bearer {os.environ['CF_AIG_TOKEN']}",
+    },
+    base_url=f"https://gateway.ai.cloudflare.com/v1/{os.environ['CF_AIG_ACCOUNT_ID']}/{os.environ['CF_AIG_GATEWAY_ID']}/compat",
+)
+
+response = client.chat.completions.create(
+    model="openai/gpt-5-mini",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-cloudflare-ai-gateway/pyproject.toml b/examples/example-ai-cloudflare-ai-gateway/pyproject.toml
new file mode 100644
index 00000000..04d1f2b4
--- /dev/null
+++ b/examples/example-ai-cloudflare-ai-gateway/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-cloudflare-ai-gateway"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-cloudflare-ai-gateway/uv.lock b/examples/example-ai-cloudflare-ai-gateway/uv.lock
new file mode 100644
index 00000000..e69980c4
--- /dev/null
+++ b/examples/example-ai-cloudflare-ai-gateway/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
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+]
+
+[[package]]
+name = "anyio"
+version = "4.13.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/19/14/2c5dd9f512b66549ae92767a9c7b330ae88e1932ca57876909410251fe13/anyio-4.13.0.tar.gz", hash = "sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc", size = 231622, upload-time = "2026-03-24T12:59:09.671Z" }
+wheels = [
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+]
+
+[[package]]
+name = "backoff"
+version = "2.2.1"
+source = { registry = "https://pypi.org/simple" }
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+wheels = [
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+]
+
+[[package]]
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+version = "2026.2.25"
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diff --git a/examples/example-ai-cloudflare-ai-gateway/uv.toml b/examples/example-ai-cloudflare-ai-gateway/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-cloudflare-ai-gateway/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-cohere/.env.example b/examples/example-ai-cohere/.env.example
new file mode 100644
index 00000000..74a71bee
--- /dev/null
+++ b/examples/example-ai-cohere/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+COHERE_API_KEY=your_api_key
diff --git a/examples/example-ai-cohere/README.md b/examples/example-ai-cohere/README.md
new file mode 100644
index 00000000..65b835f3
--- /dev/null
+++ b/examples/example-ai-cohere/README.md
@@ -0,0 +1,23 @@
+# Cohere + PostHog AI Examples
+
+Track Cohere API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Cohere
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-cohere/chat.py b/examples/example-ai-cohere/chat.py
new file mode 100644
index 00000000..8b9c6457
--- /dev/null
+++ b/examples/example-ai-cohere/chat.py
@@ -0,0 +1,44 @@
+"""Cohere chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-cohere-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.cohere.ai/compatibility/v1",
+    api_key=os.environ["COHERE_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="command-a-03-2025",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-cohere/pyproject.toml b/examples/example-ai-cohere/pyproject.toml
new file mode 100644
index 00000000..6fa3ba5f
--- /dev/null
+++ b/examples/example-ai-cohere/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-cohere"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-cohere/uv.lock b/examples/example-ai-cohere/uv.lock
new file mode 100644
index 00000000..c8c6e1c1
--- /dev/null
+++ b/examples/example-ai-cohere/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-cohere/uv.toml b/examples/example-ai-cohere/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-cohere/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-crewai/.env.example b/examples/example-ai-crewai/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-crewai/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-crewai/README.md b/examples/example-ai-crewai/README.md
new file mode 100644
index 00000000..8fe13859
--- /dev/null
+++ b/examples/example-ai-crewai/README.md
@@ -0,0 +1,22 @@
+# CrewAI + PostHog AI Examples
+
+Track CrewAI agent LLM calls with PostHog via LiteLLM callbacks.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **crew.py** - CrewAI crew with PostHog tracking via LiteLLM
+
+## Run
+
+```bash
+source .env
+uv run python crew.py
+```
diff --git a/examples/example-ai-crewai/crew.py b/examples/example-ai-crewai/crew.py
new file mode 100644
index 00000000..f5754c5c
--- /dev/null
+++ b/examples/example-ai-crewai/crew.py
@@ -0,0 +1,32 @@
+"""CrewAI with PostHog tracking via LiteLLM callbacks."""
+
+import os
+import litellm
+from crewai import Agent, Task, Crew
+
+os.environ["POSTHOG_API_KEY"] = os.environ.get("POSTHOG_API_KEY", "")
+os.environ["POSTHOG_API_URL"] = os.environ.get(
+    "POSTHOG_HOST", "https://us.i.posthog.com"
+)
+litellm.success_callback = ["posthog"]
+litellm.failure_callback = ["posthog"]
+
+researcher = Agent(
+    role="Researcher",
+    goal="Find interesting facts about hedgehogs",
+    backstory="You are an expert wildlife researcher.",
+)
+
+task = Task(
+    description="Research three fun facts about hedgehogs.",
+    expected_output="A list of three fun facts.",
+    agent=researcher,
+)
+
+crew = Crew(
+    agents=[researcher],
+    tasks=[task],
+)
+
+result = crew.kickoff()
+print(result)
diff --git a/examples/example-ai-crewai/pyproject.toml b/examples/example-ai-crewai/pyproject.toml
new file mode 100644
index 00000000..e3dede10
--- /dev/null
+++ b/examples/example-ai-crewai/pyproject.toml
@@ -0,0 +1,9 @@
+[project]
+name = "example-ai-crewai"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "posthog==7.9.12",
+    "crewai>=0.80.0",
+    "litellm>=1.83.7",
+]
diff --git a/examples/example-ai-crewai/uv.lock b/examples/example-ai-crewai/uv.lock
new file mode 100644
index 00000000..cea28ef9
--- /dev/null
+++ b/examples/example-ai-crewai/uv.lock
@@ -0,0 +1,4220 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.14'",
+    "python_full_version == '3.13.*'",
+    "python_full_version == '3.12.*'",
+    "python_full_version == '3.11.*'",
+    "python_full_version < '3.11'",
+]
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
+[[package]]
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diff --git a/examples/example-ai-crewai/uv.toml b/examples/example-ai-crewai/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-crewai/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-dedalus/.env.example b/examples/example-ai-dedalus/.env.example
new file mode 100644
index 00000000..8b69c9e4
--- /dev/null
+++ b/examples/example-ai-dedalus/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+DEDALUS_API_KEY=your_api_key
diff --git a/examples/example-ai-dedalus/README.md b/examples/example-ai-dedalus/README.md
new file mode 100644
index 00000000..d1048ebb
--- /dev/null
+++ b/examples/example-ai-dedalus/README.md
@@ -0,0 +1,23 @@
+# Dedalus Labs + PostHog AI Examples
+
+Track Dedalus Labs API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Dedalus Labs
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-dedalus/chat.py b/examples/example-ai-dedalus/chat.py
new file mode 100644
index 00000000..6a65c73a
--- /dev/null
+++ b/examples/example-ai-dedalus/chat.py
@@ -0,0 +1,44 @@
+"""Dedalus Labs chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-dedalus-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.dedaluslabs.ai/v1",
+    api_key=os.environ["DEDALUS_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="openai/gpt-5-mini",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-dedalus/pyproject.toml b/examples/example-ai-dedalus/pyproject.toml
new file mode 100644
index 00000000..75be05d6
--- /dev/null
+++ b/examples/example-ai-dedalus/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-dedalus"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-dedalus/uv.lock b/examples/example-ai-dedalus/uv.lock
new file mode 100644
index 00000000..ef29b839
--- /dev/null
+++ b/examples/example-ai-dedalus/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-dedalus/uv.toml b/examples/example-ai-dedalus/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-dedalus/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-deepseek/.env.example b/examples/example-ai-deepseek/.env.example
new file mode 100644
index 00000000..946344a7
--- /dev/null
+++ b/examples/example-ai-deepseek/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+DEEPSEEK_API_KEY=your_api_key
diff --git a/examples/example-ai-deepseek/README.md b/examples/example-ai-deepseek/README.md
new file mode 100644
index 00000000..27dbd509
--- /dev/null
+++ b/examples/example-ai-deepseek/README.md
@@ -0,0 +1,23 @@
+# DeepSeek + PostHog AI Examples
+
+Track DeepSeek API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via DeepSeek
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-deepseek/chat.py b/examples/example-ai-deepseek/chat.py
new file mode 100644
index 00000000..22cf8cd7
--- /dev/null
+++ b/examples/example-ai-deepseek/chat.py
@@ -0,0 +1,44 @@
+"""DeepSeek chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-deepseek-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.deepseek.com",
+    api_key=os.environ["DEEPSEEK_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="deepseek-chat",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-deepseek/pyproject.toml b/examples/example-ai-deepseek/pyproject.toml
new file mode 100644
index 00000000..608833f5
--- /dev/null
+++ b/examples/example-ai-deepseek/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-deepseek"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-deepseek/uv.lock b/examples/example-ai-deepseek/uv.lock
new file mode 100644
index 00000000..b7a20a1a
--- /dev/null
+++ b/examples/example-ai-deepseek/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
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diff --git a/examples/example-ai-deepseek/uv.toml b/examples/example-ai-deepseek/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-deepseek/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-dspy/.env.example b/examples/example-ai-dspy/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-dspy/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-dspy/README.md b/examples/example-ai-dspy/README.md
new file mode 100644
index 00000000..2ea6383e
--- /dev/null
+++ b/examples/example-ai-dspy/README.md
@@ -0,0 +1,22 @@
+# DSPy + PostHog AI Examples
+
+Track DSPy LLM calls with PostHog via LiteLLM callbacks.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **predict.py** - DSPy prediction with PostHog tracking via LiteLLM
+
+## Run
+
+```bash
+source .env
+uv run python predict.py
+```
diff --git a/examples/example-ai-dspy/predict.py b/examples/example-ai-dspy/predict.py
new file mode 100644
index 00000000..bb9eccef
--- /dev/null
+++ b/examples/example-ai-dspy/predict.py
@@ -0,0 +1,27 @@
+"""DSPy with PostHog tracking via LiteLLM callbacks."""
+
+import os
+import dspy
+import litellm
+
+os.environ["POSTHOG_API_KEY"] = os.environ.get("POSTHOG_API_KEY", "")
+os.environ["POSTHOG_API_URL"] = os.environ.get(
+    "POSTHOG_HOST", "https://us.i.posthog.com"
+)
+litellm.success_callback = ["posthog"]
+litellm.failure_callback = ["posthog"]
+
+lm = dspy.LM("openai/gpt-4o-mini", api_key=os.environ["OPENAI_API_KEY"])
+dspy.configure(lm=lm)
+
+
+class QA(dspy.Signature):
+    """Answer the question."""
+
+    question: str = dspy.InputField()
+    answer: str = dspy.OutputField()
+
+
+predictor = dspy.Predict(QA)
+result = predictor(question="What is a fun fact about hedgehogs?")
+print(result.answer)
diff --git a/examples/example-ai-dspy/pyproject.toml b/examples/example-ai-dspy/pyproject.toml
new file mode 100644
index 00000000..121fd75b
--- /dev/null
+++ b/examples/example-ai-dspy/pyproject.toml
@@ -0,0 +1,9 @@
+[project]
+name = "example-ai-dspy"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "posthog==7.9.12",
+    "dspy>=2.5.0",
+    "litellm>=1.83.7",
+]
diff --git a/examples/example-ai-dspy/uv.lock b/examples/example-ai-dspy/uv.lock
new file mode 100644
index 00000000..2c303b63
--- /dev/null
+++ b/examples/example-ai-dspy/uv.lock
@@ -0,0 +1,2763 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version < '3.11'",
+]
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-dspy/uv.toml b/examples/example-ai-dspy/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-dspy/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-fireworks-ai/.env.example b/examples/example-ai-fireworks-ai/.env.example
new file mode 100644
index 00000000..55fae85f
--- /dev/null
+++ b/examples/example-ai-fireworks-ai/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+FIREWORKS_API_KEY=your_api_key
diff --git a/examples/example-ai-fireworks-ai/README.md b/examples/example-ai-fireworks-ai/README.md
new file mode 100644
index 00000000..f5dba63d
--- /dev/null
+++ b/examples/example-ai-fireworks-ai/README.md
@@ -0,0 +1,23 @@
+# Fireworks AI + PostHog AI Examples
+
+Track Fireworks AI API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Fireworks AI
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-fireworks-ai/chat.py b/examples/example-ai-fireworks-ai/chat.py
new file mode 100644
index 00000000..3b164bcd
--- /dev/null
+++ b/examples/example-ai-fireworks-ai/chat.py
@@ -0,0 +1,44 @@
+"""Fireworks AI chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-fireworks-ai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.fireworks.ai/inference/v1",
+    api_key=os.environ["FIREWORKS_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="accounts/fireworks/models/llama-v3p3-70b-instruct",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-fireworks-ai/pyproject.toml b/examples/example-ai-fireworks-ai/pyproject.toml
new file mode 100644
index 00000000..0a0ce13a
--- /dev/null
+++ b/examples/example-ai-fireworks-ai/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-fireworks-ai"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-fireworks-ai/uv.lock b/examples/example-ai-fireworks-ai/uv.lock
new file mode 100644
index 00000000..62f40d38
--- /dev/null
+++ b/examples/example-ai-fireworks-ai/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-fireworks-ai/uv.toml b/examples/example-ai-fireworks-ai/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-fireworks-ai/uv.toml
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diff --git a/examples/example-ai-gemini/.env.example b/examples/example-ai-gemini/.env.example
new file mode 100644
index 00000000..821414cc
--- /dev/null
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+POSTHOG_HOST=https://us.i.posthog.com
+GEMINI_API_KEY=your_gemini_api_key
diff --git a/examples/example-ai-gemini/README.md b/examples/example-ai-gemini/README.md
new file mode 100644
index 00000000..8751371d
--- /dev/null
+++ b/examples/example-ai-gemini/README.md
@@ -0,0 +1,27 @@
+# Google Gemini + PostHog AI Examples
+
+Track Google Gemini API calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat with tool calling
+- **streaming.py** - Streaming responses
+- **image_generation.py** - Image generation
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+uv run python streaming.py
+uv run python image_generation.py
+```
diff --git a/examples/example-ai-gemini/chat.py b/examples/example-ai-gemini/chat.py
new file mode 100644
index 00000000..c368fdbf
--- /dev/null
+++ b/examples/example-ai-gemini/chat.py
@@ -0,0 +1,84 @@
+"""Google Gemini chat with tool calling, tracked via OpenTelemetry."""
+
+import os
+import json
+import urllib.request
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.google_generativeai import (
+    GoogleGenerativeAiInstrumentor,
+)
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-gemini-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+GoogleGenerativeAiInstrumentor().instrument()
+
+from google import genai  # noqa: E402
+from google.genai import types  # noqa: E402
+
+client = genai.Client(api_key=os.environ["GEMINI_API_KEY"])
+
+tool_declarations = [
+    {
+        "name": "get_weather",
+        "description": "Get current weather for a location",
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "latitude": {"type": "number"},
+                "longitude": {"type": "number"},
+                "location_name": {"type": "string"},
+            },
+            "required": ["latitude", "longitude", "location_name"],
+        },
+    }
+]
+
+
+def get_weather(latitude: float, longitude: float, location_name: str) -> str:
+    url = f"https://api.open-meteo.com/v1/forecast?latitude={latitude}&longitude={longitude}&current=temperature_2m,relative_humidity_2m,wind_speed_10m"
+    with urllib.request.urlopen(url) as resp:
+        data = json.loads(resp.read())
+    current = data["current"]
+    return f"Weather in {location_name}: {current['temperature_2m']}°C, humidity {current['relative_humidity_2m']}%, wind {current['wind_speed_10m']} km/h"
+
+
+config = types.GenerateContentConfig(
+    tools=[types.Tool(function_declarations=tool_declarations)]
+)
+
+response = client.models.generate_content(
+    model="gemini-2.5-flash",
+    contents=[{"role": "user", "parts": [{"text": "What's the weather in London?"}]}],
+    config=config,
+)
+
+# In production, send tool results back to the model for a final response.
+for candidate in response.candidates:
+    for part in candidate.content.parts:
+        if hasattr(part, "function_call") and part.function_call:
+            result = get_weather(
+                latitude=part.function_call.args["latitude"],
+                longitude=part.function_call.args["longitude"],
+                location_name=part.function_call.args["location_name"],
+            )
+            print(result)
+        elif hasattr(part, "text"):
+            print(part.text)
diff --git a/examples/example-ai-gemini/image_generation.py b/examples/example-ai-gemini/image_generation.py
new file mode 100644
index 00000000..049c2ac4
--- /dev/null
+++ b/examples/example-ai-gemini/image_generation.py
@@ -0,0 +1,51 @@
+"""Google Gemini image generation, tracked via OpenTelemetry."""
+
+import logging
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.google_generativeai import (
+    GoogleGenerativeAiInstrumentor,
+)
+
+# Suppress verbose Gemini SDK logging of base64 image data
+logging.getLogger("google.genai").setLevel(logging.WARNING)
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-gemini-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+GoogleGenerativeAiInstrumentor().instrument()
+
+from google import genai  # noqa: E402
+
+client = genai.Client(api_key=os.environ["GEMINI_API_KEY"])
+
+response = client.models.generate_content(
+    model="gemini-2.5-flash-image",
+    contents=[{"role": "user", "parts": [{"text": "Generate a pixel art hedgehog"}]}],
+)
+
+for candidate in response.candidates:
+    for part in candidate.content.parts:
+        if hasattr(part, "inline_data") and part.inline_data:
+            print(
+                f"Generated image: {part.inline_data.mime_type}, {len(part.inline_data.data)} bytes"
+            )
+        elif hasattr(part, "text"):
+            print(part.text)
diff --git a/examples/example-ai-gemini/pyproject.toml b/examples/example-ai-gemini/pyproject.toml
new file mode 100644
index 00000000..e4e75ab2
--- /dev/null
+++ b/examples/example-ai-gemini/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-gemini"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "google-genai>=1.0.0",
+    "opentelemetry-instrumentation-google-generativeai>=0.24.0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-gemini/streaming.py b/examples/example-ai-gemini/streaming.py
new file mode 100644
index 00000000..7f7a02c8
--- /dev/null
+++ b/examples/example-ai-gemini/streaming.py
@@ -0,0 +1,51 @@
+"""Google Gemini streaming chat, tracked via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.google_generativeai import (
+    GoogleGenerativeAiInstrumentor,
+)
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-gemini-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+GoogleGenerativeAiInstrumentor().instrument()
+
+from google import genai  # noqa: E402
+
+client = genai.Client(api_key=os.environ["GEMINI_API_KEY"])
+
+stream = client.models.generate_content_stream(
+    model="gemini-2.5-flash",
+    contents=[
+        {
+            "role": "user",
+            "parts": [{"text": "Explain product analytics in three sentences."}],
+        }
+    ],
+)
+
+for chunk in stream:
+    for candidate in chunk.candidates:
+        for part in candidate.content.parts:
+            if hasattr(part, "text"):
+                print(part.text, end="", flush=True)
+
+print()
diff --git a/examples/example-ai-gemini/uv.lock b/examples/example-ai-gemini/uv.lock
new file mode 100644
index 00000000..95172962
--- /dev/null
+++ b/examples/example-ai-gemini/uv.lock
@@ -0,0 +1,1035 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-gemini/uv.toml b/examples/example-ai-gemini/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-gemini/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-groq/.env.example b/examples/example-ai-groq/.env.example
new file mode 100644
index 00000000..8869469b
--- /dev/null
+++ b/examples/example-ai-groq/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+GROQ_API_KEY=your_api_key
diff --git a/examples/example-ai-groq/README.md b/examples/example-ai-groq/README.md
new file mode 100644
index 00000000..86ce477a
--- /dev/null
+++ b/examples/example-ai-groq/README.md
@@ -0,0 +1,23 @@
+# Groq + PostHog AI Examples
+
+Track Groq API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Groq
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-groq/chat.py b/examples/example-ai-groq/chat.py
new file mode 100644
index 00000000..0a4ce95e
--- /dev/null
+++ b/examples/example-ai-groq/chat.py
@@ -0,0 +1,44 @@
+"""Groq chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-groq-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.groq.com/openai/v1",
+    api_key=os.environ["GROQ_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="llama-3.3-70b-versatile",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-groq/pyproject.toml b/examples/example-ai-groq/pyproject.toml
new file mode 100644
index 00000000..b301d282
--- /dev/null
+++ b/examples/example-ai-groq/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-groq"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-groq/uv.lock b/examples/example-ai-groq/uv.lock
new file mode 100644
index 00000000..bf1b58b6
--- /dev/null
+++ b/examples/example-ai-groq/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-groq/uv.toml b/examples/example-ai-groq/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-groq/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-helicone/.env.example b/examples/example-ai-helicone/.env.example
new file mode 100644
index 00000000..f05f85da
--- /dev/null
+++ b/examples/example-ai-helicone/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+HELICONE_API_KEY=your_api_key
diff --git a/examples/example-ai-helicone/README.md b/examples/example-ai-helicone/README.md
new file mode 100644
index 00000000..6ba6c2e0
--- /dev/null
+++ b/examples/example-ai-helicone/README.md
@@ -0,0 +1,23 @@
+# Helicone + PostHog AI Examples
+
+Track Helicone API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Helicone
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-helicone/chat.py b/examples/example-ai-helicone/chat.py
new file mode 100644
index 00000000..fbf06149
--- /dev/null
+++ b/examples/example-ai-helicone/chat.py
@@ -0,0 +1,44 @@
+"""Helicone chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-helicone-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://ai-gateway.helicone.ai/",
+    api_key=os.environ["HELICONE_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="gpt-5-mini",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-helicone/pyproject.toml b/examples/example-ai-helicone/pyproject.toml
new file mode 100644
index 00000000..3c1051fc
--- /dev/null
+++ b/examples/example-ai-helicone/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-helicone"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-helicone/uv.lock b/examples/example-ai-helicone/uv.lock
new file mode 100644
index 00000000..ec6220b9
--- /dev/null
+++ b/examples/example-ai-helicone/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-helicone/uv.toml b/examples/example-ai-helicone/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-helicone/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-hugging-face/.env.example b/examples/example-ai-hugging-face/.env.example
new file mode 100644
index 00000000..b001903d
--- /dev/null
+++ b/examples/example-ai-hugging-face/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+HUGGINGFACE_API_KEY=your_api_key
diff --git a/examples/example-ai-hugging-face/README.md b/examples/example-ai-hugging-face/README.md
new file mode 100644
index 00000000..3cf5f716
--- /dev/null
+++ b/examples/example-ai-hugging-face/README.md
@@ -0,0 +1,23 @@
+# Hugging Face + PostHog AI Examples
+
+Track Hugging Face API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Hugging Face
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-hugging-face/chat.py b/examples/example-ai-hugging-face/chat.py
new file mode 100644
index 00000000..e1bcb78e
--- /dev/null
+++ b/examples/example-ai-hugging-face/chat.py
@@ -0,0 +1,44 @@
+"""Hugging Face chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-hugging-face-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://router.huggingface.co/v1/",
+    api_key=os.environ["HUGGINGFACE_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="meta-llama/Llama-3.3-70B-Instruct",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-hugging-face/pyproject.toml b/examples/example-ai-hugging-face/pyproject.toml
new file mode 100644
index 00000000..e20b0c56
--- /dev/null
+++ b/examples/example-ai-hugging-face/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-hugging-face"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-hugging-face/uv.lock b/examples/example-ai-hugging-face/uv.lock
new file mode 100644
index 00000000..e1326481
--- /dev/null
+++ b/examples/example-ai-hugging-face/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
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diff --git a/examples/example-ai-hugging-face/uv.toml b/examples/example-ai-hugging-face/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-hugging-face/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-instructor/.env.example b/examples/example-ai-instructor/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-instructor/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-instructor/README.md b/examples/example-ai-instructor/README.md
new file mode 100644
index 00000000..e1be02c1
--- /dev/null
+++ b/examples/example-ai-instructor/README.md
@@ -0,0 +1,22 @@
+# Instructor + PostHog AI Examples
+
+Track Instructor structured extraction calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **extract.py** - Extract structured data with Instructor and PostHog tracking
+
+## Run
+
+```bash
+source .env
+uv run python extract.py
+```
diff --git a/examples/example-ai-instructor/extract.py b/examples/example-ai-instructor/extract.py
new file mode 100644
index 00000000..e3203ece
--- /dev/null
+++ b/examples/example-ai-instructor/extract.py
@@ -0,0 +1,48 @@
+"""Instructor structured extraction, tracked via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-instructor-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+import instructor  # noqa: E402
+from pydantic import BaseModel  # noqa: E402
+
+openai_client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+client = instructor.from_openai(openai_client)
+
+
+class UserInfo(BaseModel):
+    name: str
+    age: int
+
+
+user = client.chat.completions.create(
+    model="gpt-4o-mini",
+    response_model=UserInfo,
+    messages=[{"role": "user", "content": "John Doe is 30 years old."}],
+)
+
+print(f"{user.name} is {user.age} years old")
diff --git a/examples/example-ai-instructor/pyproject.toml b/examples/example-ai-instructor/pyproject.toml
new file mode 100644
index 00000000..7a38379f
--- /dev/null
+++ b/examples/example-ai-instructor/pyproject.toml
@@ -0,0 +1,15 @@
+[project]
+name = "example-ai-instructor"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "instructor>=1.0.0",
+    "openai>=1.0.0",
+    "pydantic>=2.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-instructor/uv.lock b/examples/example-ai-instructor/uv.lock
new file mode 100644
index 00000000..551ce7e1
--- /dev/null
+++ b/examples/example-ai-instructor/uv.lock
@@ -0,0 +1,1782 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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index 00000000..dc82adcd
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diff --git a/examples/example-ai-langchain/.env.example b/examples/example-ai-langchain/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
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@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-langchain/README.md b/examples/example-ai-langchain/README.md
new file mode 100644
index 00000000..5596a84e
--- /dev/null
+++ b/examples/example-ai-langchain/README.md
@@ -0,0 +1,25 @@
+# LangChain + PostHog AI Examples
+
+Track LangChain LLM calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **callback_handler.py** - PostHog callback handler with tool calling
+- **otel.py** - OpenTelemetry instrumentation exporting to PostHog
+
+## Run
+
+```bash
+source .env
+uv run python callback_handler.py
+uv run python otel.py
+```
diff --git a/examples/example-ai-langchain/callback_handler.py b/examples/example-ai-langchain/callback_handler.py
new file mode 100644
index 00000000..862aa36f
--- /dev/null
+++ b/examples/example-ai-langchain/callback_handler.py
@@ -0,0 +1,69 @@
+"""LangChain with OpenTelemetry instrumentation for automatic tracking."""
+
+import os
+import json
+import urllib.request
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.langchain import LangchainInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-langchain-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+LangchainInstrumentor().instrument()
+
+from langchain_openai import ChatOpenAI  # noqa: E402
+from langchain_core.tools import tool  # noqa: E402
+from langchain_core.messages import HumanMessage  # noqa: E402
+
+
+@tool
+def get_weather(latitude: float, longitude: float, location_name: str) -> str:
+    """Get current weather for a location.
+
+    Args:
+        latitude: The latitude of the location
+        longitude: The longitude of the location
+        location_name: A human-readable name for the location
+    """
+    url = f"https://api.open-meteo.com/v1/forecast?latitude={latitude}&longitude={longitude}&current=temperature_2m,relative_humidity_2m,wind_speed_10m"
+    with urllib.request.urlopen(url) as resp:
+        data = json.loads(resp.read())
+    current = data["current"]
+    return f"Weather in {location_name}: {current['temperature_2m']}°C, humidity {current['relative_humidity_2m']}%, wind {current['wind_speed_10m']} km/h"
+
+
+tools = [get_weather]
+tool_map = {t.name: t for t in tools}
+
+model = ChatOpenAI(openai_api_key=os.environ["OPENAI_API_KEY"], temperature=0)
+model_with_tools = model.bind_tools(tools)
+
+messages = [HumanMessage(content="What's the weather in Berlin?")]
+
+response = model_with_tools.invoke(messages)
+
+if response.content:
+    print(response.content)
+
+# In production, send tool results back to the model for a final response.
+if response.tool_calls:
+    for tool_call in response.tool_calls:
+        result = tool_map[tool_call["name"]].invoke(tool_call["args"])
+        print(result)
diff --git a/examples/example-ai-langchain/otel.py b/examples/example-ai-langchain/otel.py
new file mode 100644
index 00000000..8d361b1e
--- /dev/null
+++ b/examples/example-ai-langchain/otel.py
@@ -0,0 +1,28 @@
+"""LangChain with OpenTelemetry instrumentation, exporting to PostHog."""
+
+import os
+from langchain_openai import ChatOpenAI
+from langchain_core.messages import HumanMessage
+from opentelemetry import trace
+from opentelemetry.sdk.resources import Resource
+from opentelemetry.sdk.trace import TracerProvider
+from posthog.ai.otel import PostHogSpanProcessor
+
+tracer_provider = TracerProvider(
+    resource=Resource.create(
+        {"service.name": "langchain-example", "user.id": "example-user"}
+    )
+)
+tracer_provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(tracer_provider)
+
+# Use LangChain as normal — OTEL captures the traces automatically
+model = ChatOpenAI(openai_api_key=os.environ["OPENAI_API_KEY"], temperature=0)
+
+response = model.invoke([HumanMessage(content="What is product analytics?")])
+print(response.content)
diff --git a/examples/example-ai-langchain/pyproject.toml b/examples/example-ai-langchain/pyproject.toml
new file mode 100644
index 00000000..e1020a4c
--- /dev/null
+++ b/examples/example-ai-langchain/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+name = "example-ai-langchain"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "langchain>=0.3.0",
+    "langchain-openai>=0.3.0",
+    "opentelemetry-instrumentation-langchain>=0.24.0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-langchain/uv.lock b/examples/example-ai-langchain/uv.lock
new file mode 100644
index 00000000..4196425e
--- /dev/null
+++ b/examples/example-ai-langchain/uv.lock
@@ -0,0 +1,1671 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-langchain/uv.toml b/examples/example-ai-langchain/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-langchain/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-langgraph/.env.example b/examples/example-ai-langgraph/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-langgraph/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-langgraph/README.md b/examples/example-ai-langgraph/README.md
new file mode 100644
index 00000000..37980ff8
--- /dev/null
+++ b/examples/example-ai-langgraph/README.md
@@ -0,0 +1,22 @@
+# LangGraph + PostHog AI Examples
+
+Track LangGraph agent LLM calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **agent.py** - LangGraph ReAct agent with PostHog callback handler
+
+## Run
+
+```bash
+source .env
+uv run python agent.py
+```
diff --git a/examples/example-ai-langgraph/agent.py b/examples/example-ai-langgraph/agent.py
new file mode 100644
index 00000000..ddbe1e60
--- /dev/null
+++ b/examples/example-ai-langgraph/agent.py
@@ -0,0 +1,47 @@
+"""LangGraph agent with OpenTelemetry instrumentation for tracking LLM calls."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.langchain import LangchainInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-langgraph-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+LangchainInstrumentor().instrument()
+
+from langgraph.prebuilt import create_react_agent  # noqa: E402
+from langchain_openai import ChatOpenAI  # noqa: E402
+from langchain_core.tools import tool  # noqa: E402
+
+
+@tool
+def get_weather(city: str) -> str:
+    """Get the weather for a given city."""
+    return f"It's always sunny in {city}!"
+
+
+model = ChatOpenAI(api_key=os.environ["OPENAI_API_KEY"])
+agent = create_react_agent(model, tools=[get_weather])
+
+result = agent.invoke(
+    {"messages": [{"role": "user", "content": "What's the weather in Paris?"}]},
+)
+
+print(result["messages"][-1].content)
diff --git a/examples/example-ai-langgraph/pyproject.toml b/examples/example-ai-langgraph/pyproject.toml
new file mode 100644
index 00000000..9c37b93a
--- /dev/null
+++ b/examples/example-ai-langgraph/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+name = "example-ai-langgraph"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "langgraph>=0.2.0",
+    "langchain-openai>=0.3.0",
+    "opentelemetry-instrumentation-langchain>=0.24.0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-langgraph/uv.lock b/examples/example-ai-langgraph/uv.lock
new file mode 100644
index 00000000..00ae1abc
--- /dev/null
+++ b/examples/example-ai-langgraph/uv.lock
@@ -0,0 +1,1684 @@
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diff --git a/examples/example-ai-langgraph/uv.toml b/examples/example-ai-langgraph/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-langgraph/uv.toml
@@ -0,0 +1 @@
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diff --git a/examples/example-ai-litellm/.env.example b/examples/example-ai-litellm/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-litellm/.env.example
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+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-litellm/README.md b/examples/example-ai-litellm/README.md
new file mode 100644
index 00000000..fdc76f4d
--- /dev/null
+++ b/examples/example-ai-litellm/README.md
@@ -0,0 +1,25 @@
+# LiteLLM + PostHog AI Examples
+
+Track LiteLLM calls with PostHog using the built-in callback integration.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat with tool calling (works with any LiteLLM-supported model)
+- **streaming.py** - Streaming responses
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+uv run python streaming.py
+```
diff --git a/examples/example-ai-litellm/chat.py b/examples/example-ai-litellm/chat.py
new file mode 100644
index 00000000..13cf5a13
--- /dev/null
+++ b/examples/example-ai-litellm/chat.py
@@ -0,0 +1,69 @@
+"""LiteLLM chat with PostHog tracking via built-in callback."""
+
+import os
+import json
+import urllib.request
+import litellm
+
+# Enable PostHog callbacks — LiteLLM has built-in PostHog support
+os.environ["POSTHOG_API_KEY"] = os.environ.get("POSTHOG_API_KEY", "")
+os.environ["POSTHOG_API_URL"] = os.environ.get(
+    "POSTHOG_HOST", "https://us.i.posthog.com"
+)
+litellm.success_callback = ["posthog"]
+litellm.failure_callback = ["posthog"]
+
+tools = [
+    {
+        "type": "function",
+        "function": {
+            "name": "get_weather",
+            "description": "Get current weather for a location",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "latitude": {"type": "number"},
+                    "longitude": {"type": "number"},
+                    "location_name": {"type": "string"},
+                },
+                "required": ["latitude", "longitude", "location_name"],
+            },
+        },
+    }
+]
+
+
+def get_weather(latitude: float, longitude: float, location_name: str) -> str:
+    url = f"https://api.open-meteo.com/v1/forecast?latitude={latitude}&longitude={longitude}&current=temperature_2m,relative_humidity_2m,wind_speed_10m"
+    with urllib.request.urlopen(url) as resp:
+        data = json.loads(resp.read())
+    current = data["current"]
+    return f"Weather in {location_name}: {current['temperature_2m']}°C, humidity {current['relative_humidity_2m']}%, wind {current['wind_speed_10m']} km/h"
+
+
+# LiteLLM supports any model — just change the model string
+response = litellm.completion(
+    model="gpt-4o-mini",
+    messages=[
+        {
+            "role": "system",
+            "content": "You are a helpful assistant with access to weather data.",
+        },
+        {"role": "user", "content": "What's the weather in Paris?"},
+    ],
+    tools=tools,
+    tool_choice="auto",
+    metadata={"distinct_id": "example-user"},
+)
+
+message = response.choices[0].message
+
+if message.content:
+    print(message.content)
+
+# In production, send tool results back to the model for a final response.
+if hasattr(message, "tool_calls") and message.tool_calls:
+    for tool_call in message.tool_calls:
+        args = json.loads(tool_call.function.arguments)
+        result = get_weather(**args)
+        print(result)
diff --git a/examples/example-ai-litellm/pyproject.toml b/examples/example-ai-litellm/pyproject.toml
new file mode 100644
index 00000000..1ce073f4
--- /dev/null
+++ b/examples/example-ai-litellm/pyproject.toml
@@ -0,0 +1,8 @@
+[project]
+name = "example-ai-litellm"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "posthog==7.9.12",
+    "litellm==1.83.7",
+]
diff --git a/examples/example-ai-litellm/streaming.py b/examples/example-ai-litellm/streaming.py
new file mode 100644
index 00000000..f82e0080
--- /dev/null
+++ b/examples/example-ai-litellm/streaming.py
@@ -0,0 +1,27 @@
+"""LiteLLM streaming chat with PostHog tracking."""
+
+import os
+import litellm
+
+os.environ["POSTHOG_API_KEY"] = os.environ.get("POSTHOG_API_KEY", "")
+os.environ["POSTHOG_API_URL"] = os.environ.get(
+    "POSTHOG_HOST", "https://us.i.posthog.com"
+)
+litellm.success_callback = ["posthog"]
+litellm.failure_callback = ["posthog"]
+
+response = litellm.completion(
+    model="gpt-4o-mini",
+    messages=[
+        {"role": "system", "content": "You are a helpful assistant."},
+        {"role": "user", "content": "Explain feature flags in three sentences."},
+    ],
+    stream=True,
+    metadata={"distinct_id": "example-user"},
+)
+
+for chunk in response:
+    if chunk.choices and chunk.choices[0].delta.content:
+        print(chunk.choices[0].delta.content, end="", flush=True)
+
+print()
diff --git a/examples/example-ai-litellm/uv.lock b/examples/example-ai-litellm/uv.lock
new file mode 100644
index 00000000..571915b8
--- /dev/null
+++ b/examples/example-ai-litellm/uv.lock
@@ -0,0 +1,2089 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-litellm/uv.toml b/examples/example-ai-litellm/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-litellm/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-llamaindex/.env.example b/examples/example-ai-llamaindex/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-llamaindex/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-llamaindex/README.md b/examples/example-ai-llamaindex/README.md
new file mode 100644
index 00000000..71b6fd90
--- /dev/null
+++ b/examples/example-ai-llamaindex/README.md
@@ -0,0 +1,22 @@
+# LlamaIndex + PostHog AI Examples
+
+Track LlamaIndex LLM calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **chat.py** - LlamaIndex with PostHog tracking via OpenAI wrapper
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-llamaindex/chat.py b/examples/example-ai-llamaindex/chat.py
new file mode 100644
index 00000000..d0544a88
--- /dev/null
+++ b/examples/example-ai-llamaindex/chat.py
@@ -0,0 +1,34 @@
+"""LlamaIndex with OpenTelemetry instrumentation for tracking."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.llamaindex import LlamaIndexInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-llamaindex-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+LlamaIndexInstrumentor().instrument()
+
+from llama_index.llms.openai import OpenAI as LlamaOpenAI  # noqa: E402
+
+llm = LlamaOpenAI(model="gpt-4o-mini", api_key=os.environ["OPENAI_API_KEY"])
+
+response = llm.complete("Tell me a fun fact about hedgehogs.")
+print(response)
diff --git a/examples/example-ai-llamaindex/pyproject.toml b/examples/example-ai-llamaindex/pyproject.toml
new file mode 100644
index 00000000..ee2ea166
--- /dev/null
+++ b/examples/example-ai-llamaindex/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+name = "example-ai-llamaindex"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "llama-index>=0.11.0",
+    "llama-index-llms-openai>=0.3.0",
+    "opentelemetry-instrumentation-llamaindex>=0.24.0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-llamaindex/uv.lock b/examples/example-ai-llamaindex/uv.lock
new file mode 100644
index 00000000..a5f43bb9
--- /dev/null
+++ b/examples/example-ai-llamaindex/uv.lock
@@ -0,0 +1,2662 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version < '3.11'",
+]
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-llamaindex/uv.toml b/examples/example-ai-llamaindex/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-llamaindex/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-mirascope/.env.example b/examples/example-ai-mirascope/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-mirascope/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-mirascope/README.md b/examples/example-ai-mirascope/README.md
new file mode 100644
index 00000000..810b3db2
--- /dev/null
+++ b/examples/example-ai-mirascope/README.md
@@ -0,0 +1,22 @@
+# Mirascope + PostHog AI Examples
+
+Track Mirascope LLM calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Mirascope call decorator with PostHog tracking
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-mirascope/chat.py b/examples/example-ai-mirascope/chat.py
new file mode 100644
index 00000000..1c39ad37
--- /dev/null
+++ b/examples/example-ai-mirascope/chat.py
@@ -0,0 +1,42 @@
+"""Mirascope with OpenTelemetry tracking via OpenAI instrumentation."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-mirascope-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+from mirascope.llm import call  # noqa: E402
+
+openai_client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+
+@call(model="openai/gpt-4o-mini", client=openai_client)
+def recommend_book(genre: str):
+    return f"Recommend a {genre} book."
+
+
+response = recommend_book("fantasy")
+
+print(response.content)
diff --git a/examples/example-ai-mirascope/pyproject.toml b/examples/example-ai-mirascope/pyproject.toml
new file mode 100644
index 00000000..967ddf6b
--- /dev/null
+++ b/examples/example-ai-mirascope/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+name = "example-ai-mirascope"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "mirascope>=1.0.0",
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-mirascope/uv.lock b/examples/example-ai-mirascope/uv.lock
new file mode 100644
index 00000000..baa884aa
--- /dev/null
+++ b/examples/example-ai-mirascope/uv.lock
@@ -0,0 +1,897 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
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diff --git a/examples/example-ai-mirascope/uv.toml b/examples/example-ai-mirascope/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-mirascope/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-mistral/.env.example b/examples/example-ai-mistral/.env.example
new file mode 100644
index 00000000..57c9b0b5
--- /dev/null
+++ b/examples/example-ai-mistral/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+MISTRAL_API_KEY=your_api_key
diff --git a/examples/example-ai-mistral/README.md b/examples/example-ai-mistral/README.md
new file mode 100644
index 00000000..bd4bb5c2
--- /dev/null
+++ b/examples/example-ai-mistral/README.md
@@ -0,0 +1,23 @@
+# Mistral + PostHog AI Examples
+
+Track Mistral API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Mistral
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-mistral/chat.py b/examples/example-ai-mistral/chat.py
new file mode 100644
index 00000000..76e3adc0
--- /dev/null
+++ b/examples/example-ai-mistral/chat.py
@@ -0,0 +1,44 @@
+"""Mistral chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-mistral-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.mistral.ai/v1",
+    api_key=os.environ["MISTRAL_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="mistral-large-latest",
+    max_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-mistral/pyproject.toml b/examples/example-ai-mistral/pyproject.toml
new file mode 100644
index 00000000..842111fa
--- /dev/null
+++ b/examples/example-ai-mistral/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-mistral"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-mistral/uv.lock b/examples/example-ai-mistral/uv.lock
new file mode 100644
index 00000000..b812b3ba
--- /dev/null
+++ b/examples/example-ai-mistral/uv.lock
@@ -0,0 +1,897 @@
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+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
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diff --git a/examples/example-ai-mistral/uv.toml b/examples/example-ai-mistral/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-mistral/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-ollama/.env.example b/examples/example-ai-ollama/.env.example
new file mode 100644
index 00000000..fcd9de5f
--- /dev/null
+++ b/examples/example-ai-ollama/.env.example
@@ -0,0 +1,2 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
diff --git a/examples/example-ai-ollama/README.md b/examples/example-ai-ollama/README.md
new file mode 100644
index 00000000..428c75bb
--- /dev/null
+++ b/examples/example-ai-ollama/README.md
@@ -0,0 +1,23 @@
+# Ollama + PostHog AI Examples
+
+Track Ollama API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Make sure Ollama is running locally: ollama serve
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Ollama
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-ollama/chat.py b/examples/example-ai-ollama/chat.py
new file mode 100644
index 00000000..67b6457a
--- /dev/null
+++ b/examples/example-ai-ollama/chat.py
@@ -0,0 +1,44 @@
+"""Ollama chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-ollama-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="http://localhost:11434/v1",
+    api_key=os.environ.get("OLLAMA_API_KEY", "ollama"),
+)
+
+response = client.chat.completions.create(
+    model="llama3.2",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-ollama/pyproject.toml b/examples/example-ai-ollama/pyproject.toml
new file mode 100644
index 00000000..f26f2a1b
--- /dev/null
+++ b/examples/example-ai-ollama/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-ollama"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-ollama/uv.lock b/examples/example-ai-ollama/uv.lock
new file mode 100644
index 00000000..f6e26447
--- /dev/null
+++ b/examples/example-ai-ollama/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-ollama/uv.toml b/examples/example-ai-ollama/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-ollama/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-openai-agents/.env.example b/examples/example-ai-openai-agents/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-openai-agents/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-openai-agents/README.md b/examples/example-ai-openai-agents/README.md
new file mode 100644
index 00000000..5c8956b6
--- /dev/null
+++ b/examples/example-ai-openai-agents/README.md
@@ -0,0 +1,29 @@
+# OpenAI Agents SDK + PostHog AI Examples
+
+Track OpenAI Agents SDK calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **multi_agent.py** - Triage agent routing to specialist agents via handoffs
+- **single_agent.py** - Single agent with weather and math tools
+- **guardrails.py** - Input/output guardrails for content filtering
+- **custom_spans.py** - Custom spans for tracking non-LLM operations within a trace
+
+## Run
+
+```bash
+source .env
+uv run python multi_agent.py
+uv run python single_agent.py
+uv run python guardrails.py
+uv run python custom_spans.py
+```
diff --git a/examples/example-ai-openai-agents/custom_spans.py b/examples/example-ai-openai-agents/custom_spans.py
new file mode 100644
index 00000000..c766c467
--- /dev/null
+++ b/examples/example-ai-openai-agents/custom_spans.py
@@ -0,0 +1,41 @@
+"""OpenAI Agents SDK with custom spans for tracking custom operations, traced by PostHog."""
+
+import asyncio
+import os
+from agents import Agent, Runner, trace
+from agents.tracing import custom_span
+from posthog import Posthog
+from posthog.ai.openai_agents import instrument
+
+posthog = Posthog(
+    os.environ["POSTHOG_API_KEY"],
+    host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+)
+instrument(posthog, distinct_id="example-user")
+
+agent = Agent(
+    name="Assistant",
+    instructions="You are a helpful assistant.",
+    model="gpt-4o-mini",
+)
+
+
+async def main():
+    user_input = "Summarize the benefits of product analytics"
+
+    # Wrap the workflow in a trace with custom spans for each stage
+    with trace("processing_pipeline"):
+        with custom_span(name="preprocess", data={"input_length": len(user_input)}):
+            processed = user_input.strip().lower()
+
+        with custom_span(name="validate", data={"input": processed}):
+            is_valid = 0 < len(processed) < 1000
+
+        if is_valid:
+            with custom_span(name="llm_call"):
+                result = await Runner.run(agent, user_input)
+                print(result.final_output)
+
+
+asyncio.run(main())
+posthog.shutdown()
diff --git a/examples/example-ai-openai-agents/guardrails.py b/examples/example-ai-openai-agents/guardrails.py
new file mode 100644
index 00000000..bc155f80
--- /dev/null
+++ b/examples/example-ai-openai-agents/guardrails.py
@@ -0,0 +1,86 @@
+"""OpenAI Agents SDK with input/output guardrails, tracked by PostHog."""
+
+import asyncio
+import os
+from agents import (
+    Agent,
+    Runner,
+    input_guardrail,
+    output_guardrail,
+    GuardrailFunctionOutput,
+    RunContextWrapper,
+    TResponseInputItem,
+)
+from posthog import Posthog
+from posthog.ai.openai_agents import instrument
+
+posthog = Posthog(
+    os.environ["POSTHOG_API_KEY"],
+    host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+)
+instrument(posthog, distinct_id="example-user")
+
+BLOCKED_INPUT_WORDS = ["hack", "exploit", "bypass"]
+BLOCKED_OUTPUT_WORDS = ["confidential", "secret", "classified"]
+
+
+@input_guardrail
+async def content_filter(
+    ctx: RunContextWrapper[None], agent: Agent, input: str | list[TResponseInputItem]
+) -> GuardrailFunctionOutput:
+    """Block requests containing prohibited words."""
+    text = (
+        str(input).lower()
+        if isinstance(input, str)
+        else " ".join(str(i) for i in input).lower()
+    )
+    for word in BLOCKED_INPUT_WORDS:
+        if word in text:
+            return GuardrailFunctionOutput(
+                output_info={"blocked_word": word},
+                tripwire_triggered=True,
+            )
+    return GuardrailFunctionOutput(
+        output_info={"status": "passed"}, tripwire_triggered=False
+    )
+
+
+@output_guardrail
+async def sensitive_data_filter(
+    ctx: RunContextWrapper[None], agent: Agent, output: str
+) -> GuardrailFunctionOutput:
+    """Prevent sensitive information from being returned."""
+    for word in BLOCKED_OUTPUT_WORDS:
+        if word in output.lower():
+            return GuardrailFunctionOutput(
+                output_info={"blocked_word": word},
+                tripwire_triggered=True,
+            )
+    return GuardrailFunctionOutput(
+        output_info={"status": "passed"}, tripwire_triggered=False
+    )
+
+
+guarded_agent = Agent(
+    name="GuardedAgent",
+    instructions="You are a helpful assistant. Be informative but avoid sensitive topics.",
+    model="gpt-4o-mini",
+    input_guardrails=[content_filter],
+    output_guardrails=[sensitive_data_filter],
+)
+
+
+async def main():
+    # This should pass guardrails
+    result = await Runner.run(guarded_agent, "What is product analytics?")
+    print(f"Passed: {result.final_output}")
+
+    # This should trigger the input guardrail
+    try:
+        await Runner.run(guarded_agent, "How do I hack into a system?")
+    except Exception as e:
+        print(f"Blocked: {e}")
+
+
+asyncio.run(main())
+posthog.shutdown()
diff --git a/examples/example-ai-openai-agents/multi_agent.py b/examples/example-ai-openai-agents/multi_agent.py
new file mode 100644
index 00000000..554ac846
--- /dev/null
+++ b/examples/example-ai-openai-agents/multi_agent.py
@@ -0,0 +1,66 @@
+"""OpenAI Agents SDK multi-agent with handoffs, tracked by PostHog."""
+
+import asyncio
+import os
+from typing import Annotated
+from agents import Agent, Runner, function_tool
+from posthog import Posthog
+from posthog.ai.openai_agents import instrument
+
+posthog = Posthog(
+    os.environ["POSTHOG_API_KEY"],
+    host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+)
+instrument(posthog, distinct_id="example-user")
+
+
+@function_tool
+def get_weather(city: Annotated[str, "The city to get weather for"]) -> str:
+    """Get current weather for a city."""
+    return f"Weather in {city}: 18°C, partly cloudy, humidity 65%"
+
+
+@function_tool
+def calculate(expression: Annotated[str, "A math expression to evaluate"]) -> str:
+    """Evaluate a mathematical expression."""
+    allowed = set("0123456789+-*/().^ ")
+    if not all(c in allowed for c in expression):
+        return "Error: invalid characters"
+    return f"Result: {eval(expression.replace('^', '**'))}"
+
+
+weather_agent = Agent(
+    name="WeatherAgent",
+    instructions="You handle weather queries. Use the get_weather tool.",
+    model="gpt-4o-mini",
+    tools=[get_weather],
+)
+
+math_agent = Agent(
+    name="MathAgent",
+    instructions="You handle math problems. Use the calculate tool.",
+    model="gpt-4o-mini",
+    tools=[calculate],
+)
+
+general_agent = Agent(
+    name="GeneralAgent",
+    instructions="You handle general questions and conversation.",
+    model="gpt-4o-mini",
+)
+
+triage_agent = Agent(
+    name="TriageAgent",
+    instructions="Route to WeatherAgent for weather, MathAgent for math, GeneralAgent for everything else.",
+    model="gpt-4o-mini",
+    handoffs=[weather_agent, math_agent, general_agent],
+)
+
+
+async def main():
+    result = await Runner.run(triage_agent, "What's the weather in Tokyo?")
+    print(result.final_output)
+
+
+asyncio.run(main())
+posthog.shutdown()
diff --git a/examples/example-ai-openai-agents/pyproject.toml b/examples/example-ai-openai-agents/pyproject.toml
new file mode 100644
index 00000000..64740064
--- /dev/null
+++ b/examples/example-ai-openai-agents/pyproject.toml
@@ -0,0 +1,8 @@
+[project]
+name = "example-ai-openai-agents"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "posthog==7.9.12",
+    "openai-agents==0.13.1",
+]
diff --git a/examples/example-ai-openai-agents/single_agent.py b/examples/example-ai-openai-agents/single_agent.py
new file mode 100644
index 00000000..9423d800
--- /dev/null
+++ b/examples/example-ai-openai-agents/single_agent.py
@@ -0,0 +1,46 @@
+"""OpenAI Agents SDK single agent with tools, tracked by PostHog."""
+
+import asyncio
+import os
+from typing import Annotated
+from agents import Agent, Runner, function_tool
+from posthog import Posthog
+from posthog.ai.openai_agents import instrument
+
+posthog = Posthog(
+    os.environ["POSTHOG_API_KEY"],
+    host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+)
+instrument(posthog, distinct_id="example-user")
+
+
+@function_tool
+def get_weather(city: Annotated[str, "The city to get weather for"]) -> str:
+    """Get current weather for a city."""
+    return f"Weather in {city}: 22°C, clear skies, humidity 45%"
+
+
+@function_tool
+def calculate(expression: Annotated[str, "A math expression to evaluate"]) -> str:
+    """Evaluate a mathematical expression."""
+    allowed = set("0123456789+-*/().^ ")
+    if not all(c in allowed for c in expression):
+        return "Error: invalid characters"
+    return f"Result: {eval(expression.replace('^', '**'))}"
+
+
+agent = Agent(
+    name="Assistant",
+    instructions="You are a helpful assistant with weather and math tools.",
+    model="gpt-4o-mini",
+    tools=[get_weather, calculate],
+)
+
+
+async def main():
+    result = await Runner.run(agent, "What's 15% of 280?")
+    print(result.final_output)
+
+
+asyncio.run(main())
+posthog.shutdown()
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new file mode 100644
index 00000000..cddac858
--- /dev/null
+++ b/examples/example-ai-openai-agents/uv.lock
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+    { url = "https://files.pythonhosted.org/packages/0a/89/f8827ccff89c1586027a105e5630ff6139a64da2515e24dafe860bd9ae4d/uvicorn-0.42.0-py3-none-any.whl", hash = "sha256:96c30f5c7abe6f74ae8900a70e92b85ad6613b745d4879eb9b16ccad15645359", size = 68830, upload-time = "2026-03-16T06:19:48.325Z" },
+]
diff --git a/examples/example-ai-openai-agents/uv.toml b/examples/example-ai-openai-agents/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-openai-agents/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-openai/.env.example b/examples/example-ai-openai/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-openai/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-openai/README.md b/examples/example-ai-openai/README.md
new file mode 100644
index 00000000..94ad4804
--- /dev/null
+++ b/examples/example-ai-openai/README.md
@@ -0,0 +1,35 @@
+# OpenAI + PostHog AI Examples
+
+Track OpenAI API calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat_completions.py** - Chat Completions API with tool calling
+- **chat_completions_streaming.py** - Chat Completions with streaming
+- **responses.py** - Responses API with tool calling
+- **responses_streaming.py** - Responses API with streaming
+- **embeddings.py** - Text embeddings
+- **transcription.py** - Audio transcription (Whisper)
+- **image_generation.py** - Image generation via Responses API
+
+## Run
+
+```bash
+source .env
+uv run python chat_completions.py
+uv run python chat_completions_streaming.py
+uv run python responses.py
+uv run python responses_streaming.py
+uv run python embeddings.py
+uv run python transcription.py
+uv run python image_generation.py
+```
diff --git a/examples/example-ai-openai/chat_completions.py b/examples/example-ai-openai/chat_completions.py
new file mode 100644
index 00000000..f2d2954e
--- /dev/null
+++ b/examples/example-ai-openai/chat_completions.py
@@ -0,0 +1,87 @@
+"""OpenAI Chat Completions API with tool calling, tracked via OpenTelemetry."""
+
+import os
+import json
+import urllib.request
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-openai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+tools = [
+    {
+        "type": "function",
+        "function": {
+            "name": "get_weather",
+            "description": "Get current weather for a location",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "latitude": {"type": "number"},
+                    "longitude": {"type": "number"},
+                    "location_name": {"type": "string"},
+                },
+                "required": ["latitude", "longitude", "location_name"],
+            },
+        },
+    }
+]
+
+
+def get_weather(latitude: float, longitude: float, location_name: str) -> str:
+    url = f"https://api.open-meteo.com/v1/forecast?latitude={latitude}&longitude={longitude}&current=temperature_2m,relative_humidity_2m,wind_speed_10m"
+    with urllib.request.urlopen(url) as resp:
+        data = json.loads(resp.read())
+    current = data["current"]
+    return f"Weather in {location_name}: {current['temperature_2m']}°C, humidity {current['relative_humidity_2m']}%, wind {current['wind_speed_10m']} km/h"
+
+
+response = client.chat.completions.create(
+    model="gpt-4o-mini",
+    max_completion_tokens=1024,
+    tools=tools,
+    tool_choice="auto",
+    messages=[
+        {
+            "role": "system",
+            "content": "You are a helpful assistant with access to weather data.",
+        },
+        {"role": "user", "content": "What's the weather like in Dublin, Ireland?"},
+    ],
+)
+
+message = response.choices[0].message
+
+if message.content:
+    print(message.content)
+
+# In production, send tool results back to the model for a final response.
+if message.tool_calls:
+    for tool_call in message.tool_calls:
+        args = json.loads(tool_call.function.arguments)
+        result = get_weather(**args)
+        print(result)
diff --git a/examples/example-ai-openai/chat_completions_streaming.py b/examples/example-ai-openai/chat_completions_streaming.py
new file mode 100644
index 00000000..cc6a0e03
--- /dev/null
+++ b/examples/example-ai-openai/chat_completions_streaming.py
@@ -0,0 +1,47 @@
+"""OpenAI Chat Completions API with streaming, tracked via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-openai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+stream = client.chat.completions.create(
+    model="gpt-4o-mini",
+    max_completion_tokens=1024,
+    stream=True,
+    messages=[
+        {"role": "system", "content": "You are a helpful assistant."},
+        {"role": "user", "content": "Explain observability in three sentences."},
+    ],
+)
+
+for chunk in stream:
+    if chunk.choices and chunk.choices[0].delta.content:
+        print(chunk.choices[0].delta.content, end="", flush=True)
+
+print()
diff --git a/examples/example-ai-openai/embeddings.py b/examples/example-ai-openai/embeddings.py
new file mode 100644
index 00000000..f91720eb
--- /dev/null
+++ b/examples/example-ai-openai/embeddings.py
@@ -0,0 +1,40 @@
+"""OpenAI embeddings, tracked via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-openai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+response = client.embeddings.create(
+    model="text-embedding-3-small",
+    input="PostHog is an open-source product analytics platform.",
+)
+
+embedding = response.data[0].embedding
+print(f"Embedding dimensions: {len(embedding)}")
+print(f"First 5 values: {embedding[:5]}")
diff --git a/examples/example-ai-openai/image_generation.py b/examples/example-ai-openai/image_generation.py
new file mode 100644
index 00000000..8948bb42
--- /dev/null
+++ b/examples/example-ai-openai/image_generation.py
@@ -0,0 +1,40 @@
+"""OpenAI image generation, tracked via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-openai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+response = client.images.generate(
+    model="gpt-image-1",
+    prompt="A hedgehog wearing a PostHog t-shirt, pixel art style",
+    size="1024x1024",
+)
+
+image_base64 = response.data[0].b64_json
+print(f"Generated image: {len(image_base64)} chars of base64 data")
diff --git a/examples/example-ai-openai/pyproject.toml b/examples/example-ai-openai/pyproject.toml
new file mode 100644
index 00000000..0a5b62f7
--- /dev/null
+++ b/examples/example-ai-openai/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-openai"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-openai/responses.py b/examples/example-ai-openai/responses.py
new file mode 100644
index 00000000..07ec2a5d
--- /dev/null
+++ b/examples/example-ai-openai/responses.py
@@ -0,0 +1,77 @@
+"""OpenAI Responses API with tool calling, tracked via OpenTelemetry."""
+
+import os
+import json
+import urllib.request
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-openai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+tools = [
+    {
+        "type": "function",
+        "name": "get_weather",
+        "description": "Get current weather for a location",
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "latitude": {"type": "number"},
+                "longitude": {"type": "number"},
+                "location_name": {"type": "string"},
+            },
+            "required": ["latitude", "longitude", "location_name"],
+        },
+    }
+]
+
+
+def get_weather(latitude: float, longitude: float, location_name: str) -> str:
+    url = f"https://api.open-meteo.com/v1/forecast?latitude={latitude}&longitude={longitude}&current=temperature_2m,relative_humidity_2m,wind_speed_10m"
+    with urllib.request.urlopen(url) as resp:
+        data = json.loads(resp.read())
+    current = data["current"]
+    return f"Weather in {location_name}: {current['temperature_2m']}°C, humidity {current['relative_humidity_2m']}%, wind {current['wind_speed_10m']} km/h"
+
+
+response = client.responses.create(
+    model="gpt-4o-mini",
+    max_output_tokens=1024,
+    tools=tools,
+    instructions="You are a helpful assistant with access to weather data.",
+    input=[{"role": "user", "content": "What's the weather like in Tokyo?"}],
+)
+
+for output_item in response.output:
+    if hasattr(output_item, "content"):
+        for content_item in output_item.content:
+            if hasattr(content_item, "text"):
+                print(content_item.text)
+    elif hasattr(output_item, "name"):
+        args = json.loads(output_item.arguments)
+        result = get_weather(**args)
+        print(result)
diff --git a/examples/example-ai-openai/responses_streaming.py b/examples/example-ai-openai/responses_streaming.py
new file mode 100644
index 00000000..38a178f9
--- /dev/null
+++ b/examples/example-ai-openai/responses_streaming.py
@@ -0,0 +1,45 @@
+"""OpenAI Responses API with streaming, tracked via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-openai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+stream = client.responses.create(
+    model="gpt-4o-mini",
+    max_output_tokens=1024,
+    stream=True,
+    instructions="You are a helpful assistant.",
+    input=[{"role": "user", "content": "Write a haiku about product analytics."}],
+)
+
+for event in stream:
+    if hasattr(event, "type") and event.type == "response.output_text.delta":
+        print(event.delta, end="", flush=True)
+
+print()
diff --git a/examples/example-ai-openai/transcription.py b/examples/example-ai-openai/transcription.py
new file mode 100644
index 00000000..ca59eccc
--- /dev/null
+++ b/examples/example-ai-openai/transcription.py
@@ -0,0 +1,48 @@
+"""OpenAI audio transcription (Whisper), tracked via OpenTelemetry."""
+
+import os
+import sys
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-openai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+# Replace with the path to your audio file
+audio_path = os.environ.get("AUDIO_PATH", "audio.mp3")
+
+if not os.path.exists(audio_path):
+    print(f"Skipping: audio file not found at '{audio_path}'")
+    print("Set AUDIO_PATH to a valid audio file (mp3, wav, m4a, etc.)")
+    sys.exit(0)
+
+with open(audio_path, "rb") as audio_file:
+    transcription = client.audio.transcriptions.create(
+        file=audio_file,
+        model="whisper-1",
+    )
+
+print(f"Transcription: {transcription.text}")
diff --git a/examples/example-ai-openai/uv.lock b/examples/example-ai-openai/uv.lock
new file mode 100644
index 00000000..0e764c62
--- /dev/null
+++ b/examples/example-ai-openai/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
+[[package]]
+name = "anyio"
+version = "4.13.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/19/14/2c5dd9f512b66549ae92767a9c7b330ae88e1932ca57876909410251fe13/anyio-4.13.0.tar.gz", hash = "sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc", size = 231622, upload-time = "2026-03-24T12:59:09.671Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
+]
+
+[[package]]
+name = "backoff"
+version = "2.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/47/d7/5bbeb12c44d7c4f2fb5b56abce497eb5ed9f34d85701de869acedd602619/backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba", size = 17001, upload-time = "2022-10-05T19:19:32.061Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/df/73/b6e24bd22e6720ca8ee9a85a0c4a2971af8497d8f3193fa05390cbd46e09/backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8", size = 15148, upload-time = "2022-10-05T19:19:30.546Z" },
+]
+
+[[package]]
+name = "certifi"
+version = "2026.2.25"
+source = { registry = "https://pypi.org/simple" }
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diff --git a/examples/example-ai-openai/uv.toml b/examples/example-ai-openai/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-openai/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-openrouter/.env.example b/examples/example-ai-openrouter/.env.example
new file mode 100644
index 00000000..d8d0cb99
--- /dev/null
+++ b/examples/example-ai-openrouter/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENROUTER_API_KEY=your_api_key
diff --git a/examples/example-ai-openrouter/README.md b/examples/example-ai-openrouter/README.md
new file mode 100644
index 00000000..22f6ac0d
--- /dev/null
+++ b/examples/example-ai-openrouter/README.md
@@ -0,0 +1,23 @@
+# OpenRouter + PostHog AI Examples
+
+Track OpenRouter API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via OpenRouter
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-openrouter/chat.py b/examples/example-ai-openrouter/chat.py
new file mode 100644
index 00000000..21c6bde7
--- /dev/null
+++ b/examples/example-ai-openrouter/chat.py
@@ -0,0 +1,44 @@
+"""OpenRouter chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-openrouter-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://openrouter.ai/api/v1",
+    api_key=os.environ["OPENROUTER_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="gpt-5-mini",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-openrouter/pyproject.toml b/examples/example-ai-openrouter/pyproject.toml
new file mode 100644
index 00000000..4cd52e63
--- /dev/null
+++ b/examples/example-ai-openrouter/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-openrouter"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-openrouter/uv.lock b/examples/example-ai-openrouter/uv.lock
new file mode 100644
index 00000000..ec9747b2
--- /dev/null
+++ b/examples/example-ai-openrouter/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-openrouter/uv.toml b/examples/example-ai-openrouter/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-openrouter/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-perplexity/.env.example b/examples/example-ai-perplexity/.env.example
new file mode 100644
index 00000000..0a8aa839
--- /dev/null
+++ b/examples/example-ai-perplexity/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+PERPLEXITY_API_KEY=your_api_key
diff --git a/examples/example-ai-perplexity/README.md b/examples/example-ai-perplexity/README.md
new file mode 100644
index 00000000..5fe056c5
--- /dev/null
+++ b/examples/example-ai-perplexity/README.md
@@ -0,0 +1,23 @@
+# Perplexity + PostHog AI Examples
+
+Track Perplexity API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Perplexity
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-perplexity/chat.py b/examples/example-ai-perplexity/chat.py
new file mode 100644
index 00000000..3401a1ef
--- /dev/null
+++ b/examples/example-ai-perplexity/chat.py
@@ -0,0 +1,44 @@
+"""Perplexity chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-perplexity-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.perplexity.ai",
+    api_key=os.environ["PERPLEXITY_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="sonar",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-perplexity/pyproject.toml b/examples/example-ai-perplexity/pyproject.toml
new file mode 100644
index 00000000..33d4d990
--- /dev/null
+++ b/examples/example-ai-perplexity/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-perplexity"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-perplexity/uv.lock b/examples/example-ai-perplexity/uv.lock
new file mode 100644
index 00000000..69908cc8
--- /dev/null
+++ b/examples/example-ai-perplexity/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+exclude-newer-span = "P7D"
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diff --git a/examples/example-ai-perplexity/uv.toml b/examples/example-ai-perplexity/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-perplexity/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-portkey/.env.example b/examples/example-ai-portkey/.env.example
new file mode 100644
index 00000000..6349b743
--- /dev/null
+++ b/examples/example-ai-portkey/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+PORTKEY_API_KEY=your_portkey_api_key
diff --git a/examples/example-ai-portkey/README.md b/examples/example-ai-portkey/README.md
new file mode 100644
index 00000000..757ef374
--- /dev/null
+++ b/examples/example-ai-portkey/README.md
@@ -0,0 +1,22 @@
+# Portkey + PostHog AI Examples
+
+Track Portkey AI gateway calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Portkey AI gateway
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-portkey/chat.py b/examples/example-ai-portkey/chat.py
new file mode 100644
index 00000000..fa27660a
--- /dev/null
+++ b/examples/example-ai-portkey/chat.py
@@ -0,0 +1,45 @@
+"""Portkey AI gateway chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-portkey-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+from portkey_ai import PORTKEY_GATEWAY_URL  # noqa: E402
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url=PORTKEY_GATEWAY_URL,
+    api_key=os.environ["PORTKEY_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="@openai/gpt-5-mini",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-portkey/pyproject.toml b/examples/example-ai-portkey/pyproject.toml
new file mode 100644
index 00000000..aa73e0ac
--- /dev/null
+++ b/examples/example-ai-portkey/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+name = "example-ai-portkey"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "portkey-ai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-portkey/uv.lock b/examples/example-ai-portkey/uv.lock
new file mode 100644
index 00000000..c981a1b6
--- /dev/null
+++ b/examples/example-ai-portkey/uv.lock
@@ -0,0 +1,914 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-portkey/uv.toml b/examples/example-ai-portkey/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-portkey/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-pydantic-ai/.env.example b/examples/example-ai-pydantic-ai/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-pydantic-ai/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-pydantic-ai/README.md b/examples/example-ai-pydantic-ai/README.md
new file mode 100644
index 00000000..aea9855b
--- /dev/null
+++ b/examples/example-ai-pydantic-ai/README.md
@@ -0,0 +1,23 @@
+# Pydantic AI + PostHog AI Examples
+
+Track Pydantic AI agent calls with PostHog via OpenTelemetry.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **agent_with_otel.py** - Agent with tool calling, instrumented via OTEL
+
+## Run
+
+```bash
+source .env
+uv run python agent_with_otel.py
+```
diff --git a/examples/example-ai-pydantic-ai/agent_with_otel.py b/examples/example-ai-pydantic-ai/agent_with_otel.py
new file mode 100644
index 00000000..51d966df
--- /dev/null
+++ b/examples/example-ai-pydantic-ai/agent_with_otel.py
@@ -0,0 +1,49 @@
+"""Pydantic AI agent with OpenTelemetry instrumentation, exporting to PostHog."""
+
+import os
+import json
+import urllib.request
+from pydantic_ai import Agent, RunContext
+from pydantic_ai.models.openai import OpenAIModel
+from opentelemetry import trace
+from opentelemetry.sdk.resources import Resource
+from opentelemetry.sdk.trace import TracerProvider
+from posthog.ai.otel import PostHogSpanProcessor
+
+tracer_provider = TracerProvider(
+    resource=Resource.create(
+        {"service.name": "pydantic-ai-example", "user.id": "example-user"}
+    )
+)
+tracer_provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(tracer_provider)
+
+# Create an agent with a tool
+model = OpenAIModel("gpt-4o-mini")
+agent = Agent(
+    model, system_prompt="You are a helpful assistant with access to weather data."
+)
+
+
+@agent.tool
+def get_weather(
+    ctx: RunContext[None], latitude: float, longitude: float, location_name: str
+) -> str:
+    """Get current weather for a location."""
+    url = f"https://api.open-meteo.com/v1/forecast?latitude={latitude}&longitude={longitude}&current=temperature_2m,relative_humidity_2m,wind_speed_10m"
+    with urllib.request.urlopen(url) as resp:
+        data = json.loads(resp.read())
+    current = data["current"]
+    return f"Weather in {location_name}: {current['temperature_2m']}°C, humidity {current['relative_humidity_2m']}%, wind {current['wind_speed_10m']} km/h"
+
+
+# Enable automatic OTEL instrumentation for all agents
+Agent.instrument_all()
+
+result = agent.run_sync("What's the weather in Amsterdam?")
+print(result.output)
diff --git a/examples/example-ai-pydantic-ai/pyproject.toml b/examples/example-ai-pydantic-ai/pyproject.toml
new file mode 100644
index 00000000..701854c7
--- /dev/null
+++ b/examples/example-ai-pydantic-ai/pyproject.toml
@@ -0,0 +1,12 @@
+[project]
+name = "example-ai-pydantic-ai"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "pydantic-ai==1.71.0",
+    "opentelemetry-sdk==1.39.1",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-pydantic-ai/uv.lock b/examples/example-ai-pydantic-ai/uv.lock
new file mode 100644
index 00000000..075144ca
--- /dev/null
+++ b/examples/example-ai-pydantic-ai/uv.lock
@@ -0,0 +1,3710 @@
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diff --git a/examples/example-ai-pydantic-ai/uv.toml b/examples/example-ai-pydantic-ai/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-pydantic-ai/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-semantic-kernel/.env.example b/examples/example-ai-semantic-kernel/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-semantic-kernel/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-semantic-kernel/README.md b/examples/example-ai-semantic-kernel/README.md
new file mode 100644
index 00000000..9d4942c6
--- /dev/null
+++ b/examples/example-ai-semantic-kernel/README.md
@@ -0,0 +1,22 @@
+# Semantic Kernel + PostHog AI Examples
+
+Track Semantic Kernel LLM calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Semantic Kernel with PostHog tracking via AsyncOpenAI wrapper
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-semantic-kernel/chat.py b/examples/example-ai-semantic-kernel/chat.py
new file mode 100644
index 00000000..01281167
--- /dev/null
+++ b/examples/example-ai-semantic-kernel/chat.py
@@ -0,0 +1,47 @@
+"""Semantic Kernel with OpenTelemetry tracking via OpenAI instrumentation."""
+
+import os
+import asyncio
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-semantic-kernel-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+from semantic_kernel import Kernel  # noqa: E402
+from semantic_kernel.connectors.ai.open_ai import OpenAIChatCompletion  # noqa: E402
+
+openai_client = openai.AsyncOpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+kernel = Kernel()
+kernel.add_service(
+    OpenAIChatCompletion(ai_model_id="gpt-4o-mini", async_client=openai_client)
+)
+
+
+async def main():
+    result = await kernel.invoke_prompt("Tell me a fun fact about hedgehogs.")
+    print(result)
+
+
+asyncio.run(main())
diff --git a/examples/example-ai-semantic-kernel/pyproject.toml b/examples/example-ai-semantic-kernel/pyproject.toml
new file mode 100644
index 00000000..2cd78ca3
--- /dev/null
+++ b/examples/example-ai-semantic-kernel/pyproject.toml
@@ -0,0 +1,15 @@
+[project]
+name = "example-ai-semantic-kernel"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "semantic-kernel>=1.39.4",
+    "azure-ai-agents==1.2.0b6",
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-semantic-kernel/uv.lock b/examples/example-ai-semantic-kernel/uv.lock
new file mode 100644
index 00000000..9bce284f
--- /dev/null
+++ b/examples/example-ai-semantic-kernel/uv.lock
@@ -0,0 +1,3116 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version < '3.11'",
+]
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
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diff --git a/examples/example-ai-semantic-kernel/uv.toml b/examples/example-ai-semantic-kernel/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-semantic-kernel/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-smolagents/.env.example b/examples/example-ai-smolagents/.env.example
new file mode 100644
index 00000000..3d1dd067
--- /dev/null
+++ b/examples/example-ai-smolagents/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+OPENAI_API_KEY=sk-your_api_key
diff --git a/examples/example-ai-smolagents/README.md b/examples/example-ai-smolagents/README.md
new file mode 100644
index 00000000..52dc952a
--- /dev/null
+++ b/examples/example-ai-smolagents/README.md
@@ -0,0 +1,22 @@
+# smolagents + PostHog AI Examples
+
+Track smolagents LLM calls with PostHog.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+uv sync
+```
+
+## Examples
+
+- **agent.py** - smolagents CodeAgent with PostHog tracking via OpenAI wrapper
+
+## Run
+
+```bash
+source .env
+uv run python agent.py
+```
diff --git a/examples/example-ai-smolagents/agent.py b/examples/example-ai-smolagents/agent.py
new file mode 100644
index 00000000..555cfbfb
--- /dev/null
+++ b/examples/example-ai-smolagents/agent.py
@@ -0,0 +1,38 @@
+"""smolagents with OpenTelemetry tracking via OpenAI instrumentation."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-smolagents-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+from smolagents import CodeAgent, OpenAIServerModel  # noqa: E402
+
+openai_client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"])
+
+model = OpenAIServerModel(model_id="gpt-4o-mini", client=openai_client)
+
+agent = CodeAgent(tools=[], model=model)
+result = agent.run("What is a fun fact about hedgehogs?")
+print(result)
diff --git a/examples/example-ai-smolagents/pyproject.toml b/examples/example-ai-smolagents/pyproject.toml
new file mode 100644
index 00000000..6fcd2930
--- /dev/null
+++ b/examples/example-ai-smolagents/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+name = "example-ai-smolagents"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "smolagents>=1.0.0",
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-smolagents/uv.lock b/examples/example-ai-smolagents/uv.lock
new file mode 100644
index 00000000..6f2436d1
--- /dev/null
+++ b/examples/example-ai-smolagents/uv.lock
@@ -0,0 +1,1269 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
+[[package]]
+name = "annotated-types"
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diff --git a/examples/example-ai-smolagents/uv.toml b/examples/example-ai-smolagents/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-smolagents/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-together-ai/.env.example b/examples/example-ai-together-ai/.env.example
new file mode 100644
index 00000000..a5313975
--- /dev/null
+++ b/examples/example-ai-together-ai/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+TOGETHER_API_KEY=your_api_key
diff --git a/examples/example-ai-together-ai/README.md b/examples/example-ai-together-ai/README.md
new file mode 100644
index 00000000..be9975fb
--- /dev/null
+++ b/examples/example-ai-together-ai/README.md
@@ -0,0 +1,23 @@
+# Together AI + PostHog AI Examples
+
+Track Together AI API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Together AI
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-together-ai/chat.py b/examples/example-ai-together-ai/chat.py
new file mode 100644
index 00000000..a278a324
--- /dev/null
+++ b/examples/example-ai-together-ai/chat.py
@@ -0,0 +1,44 @@
+"""Together AI chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-together-ai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.together.xyz/v1",
+    api_key=os.environ["TOGETHER_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="meta-llama/Llama-3.3-70B-Instruct-Turbo",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-together-ai/pyproject.toml b/examples/example-ai-together-ai/pyproject.toml
new file mode 100644
index 00000000..c27bc729
--- /dev/null
+++ b/examples/example-ai-together-ai/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-together-ai"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-together-ai/uv.lock b/examples/example-ai-together-ai/uv.lock
new file mode 100644
index 00000000..65c67959
--- /dev/null
+++ b/examples/example-ai-together-ai/uv.lock
@@ -0,0 +1,870 @@
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+revision = 3
+requires-python = ">=3.10"
+
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diff --git a/examples/example-ai-together-ai/uv.toml b/examples/example-ai-together-ai/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-together-ai/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/example-ai-vercel-ai-gateway/.env.example b/examples/example-ai-vercel-ai-gateway/.env.example
new file mode 100644
index 00000000..a3ebb1ed
--- /dev/null
+++ b/examples/example-ai-vercel-ai-gateway/.env.example
@@ -0,0 +1,3 @@
+POSTHOG_API_KEY=phc_your_project_api_key
+POSTHOG_HOST=https://us.i.posthog.com
+VERCEL_AI_GATEWAY_API_KEY=your_api_key
diff --git a/examples/example-ai-vercel-ai-gateway/README.md b/examples/example-ai-vercel-ai-gateway/README.md
new file mode 100644
index 00000000..c67f50b1
--- /dev/null
+++ b/examples/example-ai-vercel-ai-gateway/README.md
@@ -0,0 +1,23 @@
+# Vercel AI Gateway + PostHog AI Examples
+
+Track Vercel AI Gateway API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via Vercel AI Gateway
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-vercel-ai-gateway/chat.py b/examples/example-ai-vercel-ai-gateway/chat.py
new file mode 100644
index 00000000..f517bd53
--- /dev/null
+++ b/examples/example-ai-vercel-ai-gateway/chat.py
@@ -0,0 +1,44 @@
+"""Vercel AI Gateway chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-vercel-ai-gateway-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://ai-gateway.vercel.sh/v1",
+    api_key=os.environ["VERCEL_AI_GATEWAY_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="gpt-5-mini",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-vercel-ai-gateway/pyproject.toml b/examples/example-ai-vercel-ai-gateway/pyproject.toml
new file mode 100644
index 00000000..9bcded67
--- /dev/null
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diff --git a/examples/example-ai-vercel-ai-gateway/uv.toml b/examples/example-ai-vercel-ai-gateway/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-vercel-ai-gateway/uv.toml
@@ -0,0 +1 @@
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diff --git a/examples/example-ai-xai/.env.example b/examples/example-ai-xai/.env.example
new file mode 100644
index 00000000..fb3a8d1d
--- /dev/null
+++ b/examples/example-ai-xai/.env.example
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+POSTHOG_HOST=https://us.i.posthog.com
+XAI_API_KEY=your_api_key
diff --git a/examples/example-ai-xai/README.md b/examples/example-ai-xai/README.md
new file mode 100644
index 00000000..124a54aa
--- /dev/null
+++ b/examples/example-ai-xai/README.md
@@ -0,0 +1,23 @@
+# xAI + PostHog AI Examples
+
+Track xAI API calls with PostHog via the OpenAI-compatible API.
+
+## Setup
+
+```bash
+cp .env.example .env
+# Fill in your API keys in .env
+# Install uv if you haven't already: https://docs.astral.sh/uv/getting-started/installation/
+uv sync
+```
+
+## Examples
+
+- **chat.py** - Chat completions via xAI
+
+## Run
+
+```bash
+source .env
+uv run python chat.py
+```
diff --git a/examples/example-ai-xai/chat.py b/examples/example-ai-xai/chat.py
new file mode 100644
index 00000000..baab3a16
--- /dev/null
+++ b/examples/example-ai-xai/chat.py
@@ -0,0 +1,44 @@
+"""xAI chat completions via OpenAI-compatible API, tracked by PostHog via OpenTelemetry."""
+
+import os
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.resources import Resource, SERVICE_NAME
+from posthog.ai.otel import PostHogSpanProcessor
+from opentelemetry.instrumentation.openai_v2 import OpenAIInstrumentor
+
+resource = Resource(
+    attributes={
+        SERVICE_NAME: "example-xai-app",
+        "posthog.distinct_id": "example-user",
+        "foo": "bar",
+        "conversation_id": "abc-123",
+    }
+)
+provider = TracerProvider(resource=resource)
+provider.add_span_processor(
+    PostHogSpanProcessor(
+        api_key=os.environ["POSTHOG_API_KEY"],
+        host=os.environ.get("POSTHOG_HOST", "https://us.i.posthog.com"),
+    )
+)
+trace.set_tracer_provider(provider)
+
+OpenAIInstrumentor().instrument()
+
+import openai  # noqa: E402
+
+client = openai.OpenAI(
+    base_url="https://api.x.ai/v1",
+    api_key=os.environ["XAI_API_KEY"],
+)
+
+response = client.chat.completions.create(
+    model="grok-3",
+    max_completion_tokens=1024,
+    messages=[
+        {"role": "user", "content": "Tell me a fun fact about hedgehogs."},
+    ],
+)
+
+print(response.choices[0].message.content)
diff --git a/examples/example-ai-xai/pyproject.toml b/examples/example-ai-xai/pyproject.toml
new file mode 100644
index 00000000..619f1513
--- /dev/null
+++ b/examples/example-ai-xai/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "example-ai-xai"
+version = "0.1.0"
+requires-python = ">=3.10"
+dependencies = [
+    "openai>=1.0.0",
+    "opentelemetry-instrumentation-openai-v2>=2.0b0",
+    "opentelemetry-sdk>=1.30.0",
+    "posthog[otel]>=7.11.0",
+]
+
+[tool.uv.sources]
+posthog = { path = "../.." }
diff --git a/examples/example-ai-xai/uv.lock b/examples/example-ai-xai/uv.lock
new file mode 100644
index 00000000..85567abe
--- /dev/null
+++ b/examples/example-ai-xai/uv.lock
@@ -0,0 +1,897 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+
+[options]
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+[[package]]
+name = "zipp"
+version = "3.23.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e3/02/0f2892c661036d50ede074e376733dca2ae7c6eb617489437771209d4180/zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166", size = 25547, upload-time = "2025-06-08T17:06:39.4Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276, upload-time = "2025-06-08T17:06:38.034Z" },
+]
diff --git a/examples/example-ai-xai/uv.toml b/examples/example-ai-xai/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/examples/example-ai-xai/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/examples/redis_flag_cache.py b/examples/redis_flag_cache.py
new file mode 100644
index 00000000..aa4437fd
--- /dev/null
+++ b/examples/redis_flag_cache.py
@@ -0,0 +1,144 @@
+"""
+Redis-based distributed cache for PostHog feature flag definitions.
+
+This example demonstrates how to implement a FlagDefinitionCacheProvider
+using Redis for multi-instance deployments (leader election pattern).
+
+Usage:
+    import redis
+    from posthog import Posthog
+
+    redis_client = redis.Redis(host='localhost', port=6379, decode_responses=True)
+    cache = RedisFlagCache(redis_client, service_key="my-service")
+
+    posthog = Posthog(
+        "<project_api_key>",
+        personal_api_key="<personal_api_key>",
+        flag_definition_cache_provider=cache,
+    )
+
+Requirements:
+    pip install redis
+"""
+
+import json
+import uuid
+
+from posthog import FlagDefinitionCacheData, FlagDefinitionCacheProvider
+from redis import Redis
+from typing import Optional
+
+
+class RedisFlagCache(FlagDefinitionCacheProvider):
+    """
+    A distributed cache for PostHog feature flag definitions using Redis.
+
+    In a multi-instance deployment (e.g., multiple serverless functions or containers),
+    we want only ONE instance to poll PostHog for flag updates, while all instances
+    share the cached results. This prevents N instances from making N redundant API calls.
+
+    The implementation uses leader election:
+    - One instance "wins" and becomes responsible for fetching
+    - Other instances read from the shared cache
+    - If the leader dies, the lock expires (TTL) and another instance takes over
+
+    Uses Lua scripts for atomic operations, following Redis distributed lock best practices:
+    https://redis.io/docs/latest/develop/clients/patterns/distributed-locks/
+    """
+
+    LOCK_TTL_MS = 60 * 1000  # 60 seconds, should be longer than the flags poll interval
+    CACHE_TTL_SECONDS = 60 * 60 * 24  # 24 hours
+
+    # Lua script: acquire lock if free, or extend if we own it
+    _LUA_TRY_LEAD = """
+        local current = redis.call('GET', KEYS[1])
+        if current == false then
+            redis.call('SET', KEYS[1], ARGV[1], 'PX', ARGV[2])
+            return 1
+        elseif current == ARGV[1] then
+            redis.call('PEXPIRE', KEYS[1], ARGV[2])
+            return 1
+        end
+        return 0
+    """
+
+    # Lua script: release lock only if we own it
+    _LUA_STOP_LEAD = """
+        if redis.call('GET', KEYS[1]) == ARGV[1] then
+            return redis.call('DEL', KEYS[1])
+        end
+        return 0
+    """
+
+    def __init__(self, redis: Redis[str], service_key: str):
+        """
+        Initialize the Redis flag cache.
+
+        Args:
+            redis: A redis-py client instance. Must be configured with
+                   decode_responses=True for correct string handling.
+            service_key: A unique identifier for this service/environment.
+                         Used to scope Redis keys, allowing multiple services
+                         or environments to share the same Redis instance.
+                         Examples: "my-api-prod", "checkout-service", "staging".
+
+        Redis Keys Created:
+            - posthog:flags:{service_key} - Cached flag definitions (JSON)
+            - posthog:flags:{service_key}:lock - Leader election lock
+
+        Example:
+            redis_client = redis.Redis(
+                host='localhost',
+                port=6379,
+                decode_responses=True
+            )
+            cache = RedisFlagCache(redis_client, service_key="my-api-prod")
+        """
+        self._redis = redis
+        self._cache_key = f"posthog:flags:{service_key}"
+        self._lock_key = f"posthog:flags:{service_key}:lock"
+        self._instance_id = str(uuid.uuid4())
+        self._try_lead = self._redis.register_script(self._LUA_TRY_LEAD)
+        self._stop_lead = self._redis.register_script(self._LUA_STOP_LEAD)
+
+    def get_flag_definitions(self) -> Optional[FlagDefinitionCacheData]:
+        """
+        Retrieve cached flag definitions from Redis.
+
+        Returns:
+            Cached flag definitions if available, None otherwise.
+        """
+        cached = self._redis.get(self._cache_key)
+        return json.loads(cached) if cached else None
+
+    def should_fetch_flag_definitions(self) -> bool:
+        """
+        Determines if this instance should fetch flag definitions from PostHog.
+
+        Atomically either:
+        - Acquires the lock if no one holds it, OR
+        - Extends the lock TTL if we already hold it
+
+        Returns:
+            True if this instance is the leader and should fetch, False otherwise.
+        """
+        result = self._try_lead(
+            keys=[self._lock_key],
+            args=[self._instance_id, self.LOCK_TTL_MS],
+        )
+        return result == 1
+
+    def on_flag_definitions_received(self, data: FlagDefinitionCacheData) -> None:
+        """
+        Store fetched flag definitions in Redis.
+
+        Args:
+            data: The flag definitions to cache.
+        """
+        self._redis.set(self._cache_key, json.dumps(data), ex=self.CACHE_TTL_SECONDS)
+
+    def shutdown(self) -> None:
+        """
+        Release leadership if we hold it. Safe to call even if not the leader.
+        """
+        self._stop_lead(keys=[self._lock_key], args=[self._instance_id])
diff --git a/examples/remote_config.py b/examples/remote_config.py
new file mode 100644
index 00000000..1badef9c
--- /dev/null
+++ b/examples/remote_config.py
@@ -0,0 +1,32 @@
+#!/usr/bin/env python3
+"""
+Simple test script for PostHog remote config endpoint.
+"""
+
+import posthog
+
+# Initialize PostHog client
+posthog.api_key = "phc_..."
+posthog.personal_api_key = "phs_..."  # or "phx_..."
+posthog.host = "http://localhost:8010"  # or "https://us.posthog.com"
+posthog.debug = True
+
+
+def test_remote_config():
+    """Test remote config payload retrieval."""
+    print("Testing remote config endpoint...")
+
+    # Test feature flag key - replace with an actual flag key from your project
+    flag_key = "unencrypted-remote-config-setting"
+
+    try:
+        # Get remote config payload
+        payload = posthog.get_remote_config_payload(flag_key)
+        print(f"✅ Success! Remote config payload for '{flag_key}': {payload}")
+
+    except Exception as e:
+        print(f"❌ Error getting remote config: {e}")
+
+
+if __name__ == "__main__":
+    test_remote_config()
diff --git a/integration_tests/django5/.gitignore b/integration_tests/django5/.gitignore
new file mode 100644
index 00000000..f02357a8
--- /dev/null
+++ b/integration_tests/django5/.gitignore
@@ -0,0 +1,4 @@
+db.sqlite3
+*.pyc
+__pycache__/
+.pytest_cache/
diff --git a/integration_tests/django5/manage.py b/integration_tests/django5/manage.py
new file mode 100755
index 00000000..193b27e2
--- /dev/null
+++ b/integration_tests/django5/manage.py
@@ -0,0 +1,23 @@
+#!/usr/bin/env python
+"""Django's command-line utility for administrative tasks."""
+
+import os
+import sys
+
+
+def main():
+    """Run administrative tasks."""
+    os.environ.setdefault("DJANGO_SETTINGS_MODULE", "testdjango.settings")
+    try:
+        from django.core.management import execute_from_command_line
+    except ImportError as exc:
+        raise ImportError(
+            "Couldn't import Django. Are you sure it's installed and "
+            "available on your PYTHONPATH environment variable? Did you "
+            "forget to activate a virtual environment?"
+        ) from exc
+    execute_from_command_line(sys.argv)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/integration_tests/django5/pyproject.toml b/integration_tests/django5/pyproject.toml
new file mode 100644
index 00000000..34466817
--- /dev/null
+++ b/integration_tests/django5/pyproject.toml
@@ -0,0 +1,20 @@
+[project]
+name = "test-django5"
+version = "0.1.0"
+requires-python = ">=3.12"
+dependencies = [
+    "django~=5.2.8",
+    "uvicorn[standard]~=0.38.0",
+    "posthog",
+    "pytest~=8.4.2",
+    "pytest-asyncio~=1.2.0",
+    "pytest-django~=4.11.1",
+    "httpx~=0.28.1",
+]
+
+[tool.uv]
+required-version = ">=0.5"
+exclude-newer = "7 days"
+
+[tool.uv.sources]
+posthog = { path = "../..", editable = true }
diff --git a/integration_tests/django5/test_exception_capture.py b/integration_tests/django5/test_exception_capture.py
new file mode 100644
index 00000000..4a495e3e
--- /dev/null
+++ b/integration_tests/django5/test_exception_capture.py
@@ -0,0 +1,111 @@
+"""
+Test that verifies exception capture functionality.
+
+These tests verify that exceptions are actually captured to PostHog, not just that
+500 responses are returned.
+
+Without process_exception(), view exceptions are NOT captured to PostHog (v6.7.11 and earlier).
+With process_exception(), Django calls this method to capture exceptions before
+converting them to 500 responses.
+"""
+
+import os
+import django
+
+# Setup Django before importing anything else
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "testdjango.settings")
+django.setup()
+
+import pytest  # noqa: E402
+from httpx import AsyncClient, ASGITransport  # noqa: E402
+from django.core.asgi import get_asgi_application  # noqa: E402
+
+
+@pytest.fixture(scope="session")
+def asgi_app():
+    """Shared ASGI application for all tests."""
+    return get_asgi_application()
+
+
+@pytest.mark.asyncio
+async def test_async_exception_is_captured(asgi_app):
+    """
+    Test that async view exceptions are captured to PostHog.
+
+    The middleware's process_exception() method ensures exceptions are captured.
+    Without it (v6.7.11 and earlier), exceptions are NOT captured even though 500 is returned.
+    """
+    from unittest.mock import patch
+
+    # Track captured exceptions
+    captured = []
+
+    def mock_capture(exception, **kwargs):
+        """Mock capture_exception to record calls."""
+        captured.append(
+            {
+                "exception": exception,
+                "type": type(exception).__name__,
+                "message": str(exception),
+            }
+        )
+
+    # Patch at the posthog module level where middleware imports from
+    with patch("posthog.capture_exception", side_effect=mock_capture):
+        async with AsyncClient(
+            transport=ASGITransport(app=asgi_app), base_url="http://testserver"
+        ) as ac:
+            response = await ac.get("/test/async-exception")
+
+        # Django returns 500
+        assert response.status_code == 500
+
+        # CRITICAL: Verify PostHog captured the exception
+        assert len(captured) > 0, "Exception was NOT captured to PostHog!"
+
+        # Verify it's the right exception
+        exception_data = captured[0]
+        assert exception_data["type"] == "ValueError"
+        assert "Test exception from Django 5 async view" in exception_data["message"]
+
+
+@pytest.mark.asyncio
+async def test_sync_exception_is_captured(asgi_app):
+    """
+    Test that sync view exceptions are captured to PostHog.
+
+    The middleware's process_exception() method ensures exceptions are captured.
+    Without it (v6.7.11 and earlier), exceptions are NOT captured even though 500 is returned.
+    """
+    from unittest.mock import patch
+
+    # Track captured exceptions
+    captured = []
+
+    def mock_capture(exception, **kwargs):
+        """Mock capture_exception to record calls."""
+        captured.append(
+            {
+                "exception": exception,
+                "type": type(exception).__name__,
+                "message": str(exception),
+            }
+        )
+
+    # Patch at the posthog module level where middleware imports from
+    with patch("posthog.capture_exception", side_effect=mock_capture):
+        async with AsyncClient(
+            transport=ASGITransport(app=asgi_app), base_url="http://testserver"
+        ) as ac:
+            response = await ac.get("/test/sync-exception")
+
+        # Django returns 500
+        assert response.status_code == 500
+
+        # CRITICAL: Verify PostHog captured the exception
+        assert len(captured) > 0, "Exception was NOT captured to PostHog!"
+
+        # Verify it's the right exception
+        exception_data = captured[0]
+        assert exception_data["type"] == "ValueError"
+        assert "Test exception from Django 5 sync view" in exception_data["message"]
diff --git a/integration_tests/django5/test_middleware.py b/integration_tests/django5/test_middleware.py
new file mode 100644
index 00000000..c9fd8cb3
--- /dev/null
+++ b/integration_tests/django5/test_middleware.py
@@ -0,0 +1,170 @@
+"""
+Tests for PostHog Django middleware in async context.
+
+These tests verify that the middleware correctly handles:
+1. Async user access (request.auser() in Django 5)
+2. Exception capture in both sync and async views
+3. No SynchronousOnlyOperation errors in async context
+
+Tests run directly against the ASGI application without needing a server.
+"""
+
+import os
+import django
+
+# Setup Django before importing anything else
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "testdjango.settings")
+django.setup()
+
+import pytest  # noqa: E402
+from httpx import AsyncClient, ASGITransport  # noqa: E402
+from django.core.asgi import get_asgi_application  # noqa: E402
+
+
+@pytest.fixture(scope="session")
+def asgi_app():
+    """Shared ASGI application for all tests."""
+    return get_asgi_application()
+
+
+@pytest.mark.asyncio
+async def test_async_user_access(asgi_app):
+    """
+    Test that middleware can access request.user in async context.
+
+    In Django 5, this requires using await request.auser() instead of request.user
+    to avoid SynchronousOnlyOperation error.
+
+    Without authentication, request.user is AnonymousUser which doesn't
+    trigger the lazy loading bug. This test verifies the middleware works
+    in the common case.
+    """
+    async with AsyncClient(
+        transport=ASGITransport(app=asgi_app), base_url="http://testserver"
+    ) as ac:
+        response = await ac.get("/test/async-user")
+
+    assert response.status_code == 200
+    data = response.json()
+    assert data["status"] == "success"
+    assert "django_version" in data
+
+
+@pytest.mark.django_db(transaction=True)
+@pytest.mark.asyncio
+async def test_async_authenticated_user_access(asgi_app):
+    """
+    Test that middleware can access an authenticated user in async context.
+
+    This is the critical test that triggers the SynchronousOnlyOperation bug
+    in v6.7.11. When AuthenticationMiddleware sets request.user to a
+    SimpleLazyObject wrapping a database query, accessing user.pk or user.email
+    in async context causes the error.
+
+    In v6.7.11, extract_request_user() does getattr(user, "is_authenticated", False)
+    which triggers the lazy object evaluation synchronously.
+
+    The fix uses await request.auser() instead to avoid this.
+    """
+    from django.contrib.auth import get_user_model
+    from django.test import Client
+    from asgiref.sync import sync_to_async
+    from django.test import override_settings
+
+    # Create a test user (must use sync_to_async since we're in async test)
+    User = get_user_model()
+
+    @sync_to_async
+    def create_or_get_user():
+        user, created = User.objects.get_or_create(
+            username="testuser",
+            defaults={
+                "email": "test@example.com",
+            },
+        )
+        if created:
+            user.set_password("testpass123")
+            user.save()
+        return user
+
+    user = await create_or_get_user()
+
+    # Create a session with authenticated user (sync operation)
+    @sync_to_async
+    def create_session():
+        client = Client()
+        client.force_login(user)
+        return client.cookies.get("sessionid")
+
+    session_cookie = await create_session()
+
+    if not session_cookie:
+        pytest.skip("Could not create authenticated session")
+
+    # Make request with session cookie - this should trigger the bug in v6.7.11
+    # Disable exception capture to see the SynchronousOnlyOperation clearly
+    with override_settings(POSTHOG_MW_CAPTURE_EXCEPTIONS=False):
+        async with AsyncClient(
+            transport=ASGITransport(app=asgi_app),
+            base_url="http://testserver",
+            cookies={"sessionid": session_cookie.value},
+        ) as ac:
+            response = await ac.get("/test/async-user")
+
+        assert response.status_code == 200
+        data = response.json()
+        assert data["status"] == "success"
+        assert data["user_authenticated"]
+
+
+@pytest.mark.asyncio
+async def test_sync_user_access(asgi_app):
+    """
+    Test that middleware works with sync views.
+
+    This should always work regardless of middleware version.
+    """
+    async with AsyncClient(
+        transport=ASGITransport(app=asgi_app), base_url="http://testserver"
+    ) as ac:
+        response = await ac.get("/test/sync-user")
+
+    assert response.status_code == 200
+    data = response.json()
+    assert data["status"] == "success"
+
+
+@pytest.mark.asyncio
+async def test_async_exception_capture(asgi_app):
+    """
+    Test that middleware handles exceptions from async views.
+
+    The middleware's process_exception() method captures view exceptions to PostHog
+    before Django converts them to 500 responses. This test verifies the exception
+    causes a 500 response. See test_exception_capture.py for tests that verify
+    actual exception capture to PostHog.
+    """
+    async with AsyncClient(
+        transport=ASGITransport(app=asgi_app), base_url="http://testserver"
+    ) as ac:
+        response = await ac.get("/test/async-exception")
+
+    # Django returns 500 for unhandled exceptions
+    assert response.status_code == 500
+
+
+@pytest.mark.asyncio
+async def test_sync_exception_capture(asgi_app):
+    """
+    Test that middleware handles exceptions from sync views.
+
+    The middleware's process_exception() method captures view exceptions to PostHog.
+    This test verifies the exception causes a 500 response.
+    """
+    async with AsyncClient(
+        transport=ASGITransport(app=asgi_app), base_url="http://testserver"
+    ) as ac:
+        response = await ac.get("/test/sync-exception")
+
+    # Django returns 500 for unhandled exceptions
+    assert response.status_code == 500
diff --git a/integration_tests/django5/testdjango/__init__.py b/integration_tests/django5/testdjango/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/integration_tests/django5/testdjango/asgi.py b/integration_tests/django5/testdjango/asgi.py
new file mode 100644
index 00000000..655c4107
--- /dev/null
+++ b/integration_tests/django5/testdjango/asgi.py
@@ -0,0 +1,16 @@
+"""
+ASGI config for testdjango project.
+
+It exposes the ASGI callable as a module-level variable named ``application``.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/5.2/howto/deployment/asgi/
+"""
+
+import os
+
+from django.core.asgi import get_asgi_application
+
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "testdjango.settings")
+
+application = get_asgi_application()
diff --git a/integration_tests/django5/testdjango/settings.py b/integration_tests/django5/testdjango/settings.py
new file mode 100644
index 00000000..48ac37d7
--- /dev/null
+++ b/integration_tests/django5/testdjango/settings.py
@@ -0,0 +1,129 @@
+"""
+Django settings for testdjango project.
+
+Generated by 'django-admin startproject' using Django 5.2.7.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/5.2/topics/settings/
+
+For the full list of settings and their values, see
+https://docs.djangoproject.com/en/5.2/ref/settings/
+"""
+
+from pathlib import Path
+
+# Build paths inside the project like this: BASE_DIR / 'subdir'.
+BASE_DIR = Path(__file__).resolve().parent.parent
+
+
+# Quick-start development settings - unsuitable for production
+# See https://docs.djangoproject.com/en/5.2/howto/deployment/checklist/
+
+# SECURITY WARNING: keep the secret key used in production secret!
+SECRET_KEY = "django-insecure-q5(&wfw@_lb)noyowbfl$2ls8c82hl__0f9s5(mohlh2)aas#3"
+
+# SECURITY WARNING: don't run with debug turned on in production!
+DEBUG = True
+
+ALLOWED_HOSTS = ["*"]
+
+
+# Application definition
+
+INSTALLED_APPS = [
+    "django.contrib.admin",
+    "django.contrib.auth",
+    "django.contrib.contenttypes",
+    "django.contrib.sessions",
+    "django.contrib.messages",
+    "django.contrib.staticfiles",
+]
+
+MIDDLEWARE = [
+    "django.middleware.security.SecurityMiddleware",
+    "django.contrib.sessions.middleware.SessionMiddleware",
+    "django.middleware.common.CommonMiddleware",
+    "django.middleware.csrf.CsrfViewMiddleware",
+    "django.contrib.auth.middleware.AuthenticationMiddleware",
+    "django.contrib.messages.middleware.MessageMiddleware",
+    "django.middleware.clickjacking.XFrameOptionsMiddleware",
+    "posthog.integrations.django.PosthogContextMiddleware",  # Test PostHog middleware
+]
+
+ROOT_URLCONF = "testdjango.urls"
+
+TEMPLATES = [
+    {
+        "BACKEND": "django.template.backends.django.DjangoTemplates",
+        "DIRS": [],
+        "APP_DIRS": True,
+        "OPTIONS": {
+            "context_processors": [
+                "django.template.context_processors.request",
+                "django.contrib.auth.context_processors.auth",
+                "django.contrib.messages.context_processors.messages",
+            ],
+        },
+    },
+]
+
+WSGI_APPLICATION = "testdjango.wsgi.application"
+
+
+# Database
+# https://docs.djangoproject.com/en/5.2/ref/settings/#databases
+
+DATABASES = {
+    "default": {
+        "ENGINE": "django.db.backends.sqlite3",
+        "NAME": BASE_DIR / "db.sqlite3",
+    }
+}
+
+
+# Password validation
+# https://docs.djangoproject.com/en/5.2/ref/settings/#auth-password-validators
+
+AUTH_PASSWORD_VALIDATORS = [
+    {
+        "NAME": "django.contrib.auth.password_validation.UserAttributeSimilarityValidator",
+    },
+    {
+        "NAME": "django.contrib.auth.password_validation.MinimumLengthValidator",
+    },
+    {
+        "NAME": "django.contrib.auth.password_validation.CommonPasswordValidator",
+    },
+    {
+        "NAME": "django.contrib.auth.password_validation.NumericPasswordValidator",
+    },
+]
+
+
+# Internationalization
+# https://docs.djangoproject.com/en/5.2/topics/i18n/
+
+LANGUAGE_CODE = "en-us"
+
+TIME_ZONE = "UTC"
+
+USE_I18N = True
+
+USE_TZ = True
+
+
+# Static files (CSS, JavaScript, Images)
+# https://docs.djangoproject.com/en/5.2/howto/static-files/
+
+STATIC_URL = "static/"
+
+# Default primary key field type
+# https://docs.djangoproject.com/en/5.2/ref/settings/#default-auto-field
+
+DEFAULT_AUTO_FIELD = "django.db.models.BigAutoField"
+
+
+# PostHog settings for testing
+POSTHOG_API_KEY = "test-key"
+POSTHOG_HOST = "https://app.posthog.com"
+POSTHOG_MW_CAPTURE_EXCEPTIONS = True
diff --git a/integration_tests/django5/testdjango/urls.py b/integration_tests/django5/testdjango/urls.py
new file mode 100644
index 00000000..b0dd8921
--- /dev/null
+++ b/integration_tests/django5/testdjango/urls.py
@@ -0,0 +1,28 @@
+"""
+URL configuration for testdjango project.
+
+The `urlpatterns` list routes URLs to views. For more information please see:
+    https://docs.djangoproject.com/en/5.2/topics/http/urls/
+Examples:
+Function views
+    1. Add an import:  from my_app import views
+    2. Add a URL to urlpatterns:  path('', views.home, name='home')
+Class-based views
+    1. Add an import:  from other_app.views import Home
+    2. Add a URL to urlpatterns:  path('', Home.as_view(), name='home')
+Including another URLconf
+    1. Import the include() function: from django.urls import include, path
+    2. Add a URL to urlpatterns:  path('blog/', include('blog.urls'))
+"""
+
+from django.contrib import admin
+from django.urls import path
+from testdjango import views
+
+urlpatterns = [
+    path("admin/", admin.site.urls),
+    path("test/async-user", views.test_async_user),
+    path("test/sync-user", views.test_sync_user),
+    path("test/async-exception", views.test_async_exception),
+    path("test/sync-exception", views.test_sync_exception),
+]
diff --git a/integration_tests/django5/testdjango/views.py b/integration_tests/django5/testdjango/views.py
new file mode 100644
index 00000000..248b1864
--- /dev/null
+++ b/integration_tests/django5/testdjango/views.py
@@ -0,0 +1,50 @@
+"""
+Test views for validating PostHog middleware with Django 5 ASGI.
+"""
+
+from django.http import JsonResponse
+
+
+async def test_async_user(request):
+    """
+    Async view that tests middleware with request.user access.
+
+    The middleware will access request.user (SimpleLazyObject) via auser()
+    in async context. Without the fix, this causes SynchronousOnlyOperation.
+    """
+    # The middleware has already accessed request.user via auser()
+    # If we got here, the fix works!
+    user = await request.auser()
+
+    return JsonResponse(
+        {
+            "status": "success",
+            "message": "Django 5 async middleware test passed!",
+            "django_version": "5.x",
+            "user_authenticated": user.is_authenticated if user else False,
+            "note": "Middleware used await request.auser() successfully",
+        }
+    )
+
+
+def test_sync_user(request):
+    """Sync view for comparison."""
+    return JsonResponse(
+        {
+            "status": "success",
+            "message": "Sync view works",
+            "user_authenticated": request.user.is_authenticated
+            if hasattr(request, "user")
+            else False,
+        }
+    )
+
+
+async def test_async_exception(request):
+    """Async view that raises an exception for testing exception capture."""
+    raise ValueError("Test exception from Django 5 async view")
+
+
+def test_sync_exception(request):
+    """Sync view that raises an exception for testing exception capture."""
+    raise ValueError("Test exception from Django 5 sync view")
diff --git a/integration_tests/django5/testdjango/wsgi.py b/integration_tests/django5/testdjango/wsgi.py
new file mode 100644
index 00000000..edf1d8b0
--- /dev/null
+++ b/integration_tests/django5/testdjango/wsgi.py
@@ -0,0 +1,16 @@
+"""
+WSGI config for testdjango project.
+
+It exposes the WSGI callable as a module-level variable named ``application``.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/5.2/howto/deployment/wsgi/
+"""
+
+import os
+
+from django.core.wsgi import get_wsgi_application
+
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "testdjango.settings")
+
+application = get_wsgi_application()
diff --git a/integration_tests/django5/uv.lock b/integration_tests/django5/uv.lock
new file mode 100644
index 00000000..1a939a5a
--- /dev/null
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diff --git a/mypy-baseline.txt b/mypy-baseline.txt
new file mode 100644
index 00000000..e69de29b
diff --git a/mypy.ini b/mypy.ini
new file mode 100644
index 00000000..bcfb1540
--- /dev/null
+++ b/mypy.ini
@@ -0,0 +1,40 @@
+[mypy]
+python_version = 3.11
+plugins =
+    pydantic.mypy
+mypy_path = typings
+strict_optional = True
+no_implicit_optional = True
+warn_unused_ignores = True
+check_untyped_defs = True
+warn_unreachable = True
+strict_equality = True
+ignore_missing_imports = True
+exclude = env/.*|venv/.*|build/.*|examples/example-.*
+
+[mypy-django.*]
+ignore_missing_imports = True
+
+[mypy-sentry_sdk.*]
+ignore_missing_imports = True
+
+[mypy-posthog.test.*]
+ignore_errors = True
+
+[mypy-posthog.*.test.*]
+ignore_errors = True
+
+[mypy-openai.*]
+ignore_missing_imports = True
+
+[mypy-langchain.*]
+ignore_missing_imports = True
+
+[mypy-langchain_core.*]
+ignore_missing_imports = True
+
+[mypy-anthropic.*]
+ignore_missing_imports = True
+
+[mypy-httpx.*]
+ignore_missing_imports = True
diff --git a/os b/os
new file mode 100644
index 00000000..8e16ff4f
--- /dev/null
+++ b/os
@@ -0,0 +1,40 @@
+debug=debug,
+            
+
+
+ feature_flags_request_timeout_seconds=feature_flags_request_timeout_seconds,
+            
+            super_properties=super_properties
+
+
+on_error=on_error,
+            send=send,
+            sync_mode=sync_mode,
+            personal_api_key=personal_api_key,
+            poll_interval=poll_interval,
+            disabled=disabled,
+            disable_geoip=disable_geoip,
+            is_server=is_server,
+           ,
+            # TODO: Currently this monitoring begins only when the Client is initialised (which happens when you do something with the SDK)
+            # This kind of initialisation is very annoying for exception capture. We need to figure out a way around this,
+            # or deprecate this proxy option fully (it's already in the process of deprecation, no new clients should be using this method since like 5-6 months)
+            enable_exception_autocapture=enable_exception_autocapture,
+            log_captured_exceptions=log_captured_exceptions,
+            before_send=before_send,
+            enable_local_evaluation=enable_local_evaluation,
+            flag_definition_cache_provider=flag_definition_cache_provider,
+            capture_exception_code_variables=capture_exception_code_variables,
+            code_variables_mask_patterns=code_variables_mask_patterns,
+            code_variables_ignore_patterns=code_variables_ignore_patterns,
+            in_app_modules=in_app_modules,
+        )
+
+    # Always set in case user changes it. Preserve Client's auto-disabled state
+    # for API keys that become empty after trimming.
+    default_client.disabled = disabled or not default_client.api_key
+    default_client.debug = debug
+    default_client._set_before_send(before_send)
+
+    return default_client
+
diff --git a/playgrounds/fastapi-exception-capture/USAGE.md b/playgrounds/fastapi-exception-capture/USAGE.md
new file mode 100644
index 00000000..57171a67
--- /dev/null
+++ b/playgrounds/fastapi-exception-capture/USAGE.md
@@ -0,0 +1,18 @@
+# FastAPI Exception Capture Usage
+
+Minimal reproduction of PostHog exception capture issue.
+
+## Quick Start
+
+```bash
+cd posthog-python/playgrounds/fastapi-exception-capture
+export POSTHOG_API_KEY="your_key"
+uv sync
+uv run python app.py
+```
+
+## Test
+
+```bash
+curl http://localhost:8000/test-exception
+```
diff --git a/playgrounds/fastapi-exception-capture/app.py b/playgrounds/fastapi-exception-capture/app.py
new file mode 100644
index 00000000..ce5ed822
--- /dev/null
+++ b/playgrounds/fastapi-exception-capture/app.py
@@ -0,0 +1,66 @@
+#!/usr/bin/env python3
+
+import logging
+import os
+
+from fastapi import FastAPI
+from fastapi.responses import JSONResponse
+from posthog import Posthog
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+app = FastAPI()
+
+POSTHOG_API_KEY = os.getenv("POSTHOG_API_KEY", "phc_PLACEHOLDER_KEY")
+POSTHOG_HOST = os.getenv("POSTHOG_HOST", "https://us.i.posthog.com")
+
+posthog_client = Posthog(
+    POSTHOG_API_KEY,
+    host=POSTHOG_HOST,
+    log_captured_exceptions=True,
+    debug=True,
+)
+
+
+@app.exception_handler(Exception)
+async def global_exception_handler(request, exception):
+    user_id = "anonymous"
+    properties = {"url": str(request.url)}
+
+    capture_id = posthog_client.capture_exception(
+        exception,
+        distinct_id=user_id,
+        properties=properties,
+    )
+
+    logger.info(
+        f"Captured exception: {exception.__class__.__name__} ({str(exception)[:100]}), id: {capture_id}"
+    )
+
+    return JSONResponse(
+        status_code=500,
+        content={
+            "error": "Internal server error",
+            "capture_id": capture_id,
+        },
+    )
+
+
+@app.get("/")
+async def root():
+    return {"message": "PostHog Exception Capture Playground"}
+
+
+@app.get("/test-exception")
+async def test_exception():
+    raise Exception("TEST BACKEND EXCEPTION")
+
+
+if __name__ == "__main__":
+    import uvicorn
+
+    print("Starting server...")
+    print(f"PostHog Host: {POSTHOG_HOST}")
+    print("\nTest: curl http://localhost:8000/test-exception")
+    uvicorn.run(app, host="127.0.0.1", port=8000, log_level="info")
diff --git a/playgrounds/fastapi-exception-capture/pyproject.toml b/playgrounds/fastapi-exception-capture/pyproject.toml
new file mode 100644
index 00000000..7951cd38
--- /dev/null
+++ b/playgrounds/fastapi-exception-capture/pyproject.toml
@@ -0,0 +1,11 @@
+[project]
+name = "fastapi-exception-capture-playground"
+version = "0.1.0"
+requires-python = ">=3.9"
+dependencies = ["fastapi>=0.104.0", "uvicorn[standard]>=0.24.0", "posthog"]
+
+[tool.uv]
+exclude-newer = "7 days"
+
+[tool.uv.sources]
+posthog = { path = "../..", editable = true }
diff --git a/playgrounds/fastapi-exception-capture/uv.lock b/playgrounds/fastapi-exception-capture/uv.lock
new file mode 100644
index 00000000..cd927b95
--- /dev/null
+++ b/playgrounds/fastapi-exception-capture/uv.lock
@@ -0,0 +1,870 @@
+version = 1
+revision = 2
+requires-python = ">=3.9"
+resolution-markers = [
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diff --git a/posthog/__init__.py b/posthog/__init__.py
index 9f08630f..892a68c6 100644
--- a/posthog/__init__.py
+++ b/posthog/__init__.py
@@ -1,192 +1,1134 @@
-from typing import Callable, Dict, Optional
+import datetime  # noqa: F401
+from typing import Any, Callable, Dict, Optional  # noqa: F401
 
+from typing_extensions import Unpack
+
+from posthog.args import ExceptionArg, OptionalCaptureArgs, OptionalSetArgs
 from posthog.client import Client
+from posthog.contexts import (
+    identify_context as inner_identify_context,
+)
+from posthog.contexts import (
+    new_context as inner_new_context,
+)
+from posthog.contexts import (
+    scoped as inner_scoped,
+)
+from posthog.contexts import (
+    set_capture_exception_code_variables_context as inner_set_capture_exception_code_variables_context,
+)
+from posthog.contexts import (
+    set_code_variables_ignore_patterns_context as inner_set_code_variables_ignore_patterns_context,
+)
+from posthog.contexts import (
+    set_code_variables_mask_patterns_context as inner_set_code_variables_mask_patterns_context,
+)
+from posthog.contexts import (
+    set_context_device_id as inner_set_context_device_id,
+)
+from posthog.contexts import (
+    set_context_session as inner_set_context_session,
+)
+from posthog.contexts import (
+    tag as inner_tag,
+)
+from posthog.contexts import (
+    get_tags as inner_get_tags,
+)
+from posthog.exception_utils import (
+    DEFAULT_CODE_VARIABLES_IGNORE_PATTERNS,
+    DEFAULT_CODE_VARIABLES_MASK_PATTERNS,
+)
+from posthog.feature_flag_evaluations import (
+    FeatureFlagEvaluations as FeatureFlagEvaluations,
+)
+from posthog.feature_flags import (
+    InconclusiveMatchError as InconclusiveMatchError,
+)
+from posthog.feature_flags import (
+    RequiresServerEvaluation as RequiresServerEvaluation,
+)
+from posthog.flag_definition_cache import (
+    FlagDefinitionCacheData as FlagDefinitionCacheData,
+    FlagDefinitionCacheProvider as FlagDefinitionCacheProvider,
+)
+from posthog.request import (
+    disable_connection_reuse as disable_connection_reuse,
+    enable_keep_alive as enable_keep_alive,
+    set_socket_options as set_socket_options,
+    SocketOptions as SocketOptions,
+)
+from posthog.types import (
+    BeforeSendCallback as BeforeSendCallback,
+    FeatureFlag,
+    FlagsAndPayloads,
+)
+from posthog.types import (
+    FeatureFlagResult as FeatureFlagResult,
+)
 from posthog.version import VERSION
 
 __version__ = VERSION
 
-"""Settings."""
-api_key = None  # type: str
-host = None  # type: str
-on_error = None  # type: Callable
+"""Context management."""
+
+
+def new_context(
+    fresh: bool = False,
+    capture_exceptions: bool = True,
+    client: Optional[Client] = None,
+):
+    """
+    Create a new context scope that will be active for the duration of the with block.
+
+    Args:
+        fresh: Whether to start with a fresh context (default: False)
+        capture_exceptions: Whether to capture exceptions raised within the context (default: True)
+        client: Optional Posthog client instance to use for this context (default: None)
+
+    Examples:
+        ```python
+        from posthog import new_context, tag, capture
+        with new_context():
+            tag("request_id", "123")
+            capture("event_name", properties={"property": "value"})
+        ```
+
+    Category:
+        Contexts
+    """
+    return inner_new_context(
+        fresh=fresh, capture_exceptions=capture_exceptions, client=client
+    )
+
+
+def scoped(fresh=False, capture_exceptions=True):
+    """
+    Decorator that creates a new context for the function.
+
+    Args:
+        fresh: Whether to start with a fresh context (default: False)
+        capture_exceptions: Whether to capture and track exceptions with posthog error tracking (default: True)
+
+    Examples:
+        ```python
+        from posthog import scoped, tag, capture
+        @scoped()
+        def process_payment(payment_id):
+            tag("payment_id", payment_id)
+            capture("payment_started")
+        ```
+
+    Category:
+        Contexts
+    """
+    return inner_scoped(fresh=fresh, capture_exceptions=capture_exceptions)
+
+
+def set_context_session(session_id: str):
+    """
+    Set the session ID for the current context.
+
+    Args:
+        session_id: The session ID to associate with the current context and its children
+
+    Examples:
+        ```python
+        from posthog import set_context_session
+        set_context_session("session_123")
+        ```
+
+    Category:
+        Contexts
+    """
+    return inner_set_context_session(session_id)
+
+
+def set_context_device_id(device_id: str):
+    """
+    Set the device ID for the current context, associating all feature flag requests
+    in this or child contexts with the given device ID.
+
+    Args:
+        device_id: The device ID to associate with the current context and its children
+
+    Examples:
+        ```python
+        from posthog import set_context_device_id
+        set_context_device_id("device_123")
+        ```
+
+    Category:
+        Contexts
+    """
+    return inner_set_context_device_id(device_id)
+
+
+def identify_context(distinct_id: str):
+    """
+    Identify the current context with a distinct ID.
+
+    Args:
+        distinct_id: The distinct ID to associate with the current context and its children
+
+    Examples:
+        ```python
+        from posthog import identify_context
+        identify_context("user_123")
+        ```
+
+    Category:
+        Identification
+    """
+    return inner_identify_context(distinct_id)
+
+
+def set_capture_exception_code_variables_context(enabled: bool):
+    """
+    Override code-variable capture for exceptions in the current context.
+
+    Args:
+        enabled: Whether exceptions captured in this context should include local
+            variable values from stack frames.
+
+    Category:
+        Contexts
+    """
+    return inner_set_capture_exception_code_variables_context(enabled)
+
+
+def set_code_variables_mask_patterns_context(mask_patterns: list):
+    """
+    Override code-variable mask patterns for exceptions in the current context.
+
+    Args:
+        mask_patterns: Variable-name patterns whose values should be replaced
+            with ``***`` when code variables are captured.
+
+    Category:
+        Contexts
+    """
+    return inner_set_code_variables_mask_patterns_context(mask_patterns)
+
+
+def set_code_variables_ignore_patterns_context(ignore_patterns: list):
+    """
+    Override code-variable ignore patterns for exceptions in the current context.
+
+    Args:
+        ignore_patterns: Variable-name patterns that should be omitted entirely
+            when code variables are captured.
+
+    Category:
+        Contexts
+    """
+    return inner_set_code_variables_ignore_patterns_context(ignore_patterns)
+
+
+def tag(name: str, value: Any):
+    """
+    Add a tag to the current context.
+
+    Args:
+        name: The tag key
+        value: The tag value
+
+    Examples:
+        ```python
+        from posthog import tag
+        tag("user_id", "123")
+        ```
+
+    Category:
+        Contexts
+    """
+    return inner_tag(name, value)
+
+
+def get_tags() -> Dict[str, Any]:
+    """
+    Get all tags from the current context.
+
+    Returns:
+        Dict of all tags in the current context
+
+    Category:
+        Contexts
+    """
+    return inner_get_tags()
+
+
+"""Settings.
+
+These module-level settings configure the legacy global PostHog client used by
+functions such as ``posthog.capture()``. Set them before your first SDK call.
+For new code, prefer creating an explicit ``Posthog``/``Client`` instance with
+the corresponding constructor arguments.
+
+Attributes:
+    api_key: Project API key/token used by the global client. Missing or blank
+        values create a disabled no-op global client.
+    host: PostHog ingestion host. Defaults to the US ingestion endpoint when not
+        set.
+    on_error: Optional callback invoked by background consumers when event upload
+        fails.
+    debug: Enable verbose SDK logging and re-raise errors from public APIs.
+    send: If False, queueing succeeds but events are not sent to PostHog.
+    sync_mode: If True, send events synchronously instead of using background
+        worker threads.
+    disabled: If True, disable captures and API requests. Useful in tests.
+    personal_api_key: Personal API key used for local feature flag evaluation
+        and remote config payloads.
+    poll_interval: Seconds between local feature flag definition refreshes.
+    disable_geoip: Whether to disable server-side GeoIP enrichment. Defaults to
+        True.
+    is_server: Whether events are emitted from a server-side runtime. Defaults to
+        True; set to False when using the SDK as a client/CLI so the device OS is
+        attributed to the person normally.
+    feature_flags_request_timeout_seconds: Timeout in seconds for feature flag
+        and remote config requests.
+    super_properties: Properties merged into every captured event.
+    enable_exception_autocapture: Automatically capture uncaught exceptions.
+    log_captured_exceptions: Also log exceptions captured by error tracking.
+    before_send: Optional callback that can modify or drop events before upload.
+        Return ``None`` to drop an event.
+    enable_local_evaluation: Whether to poll feature flag definitions for local
+        evaluation when a personal API key is configured.
+    flag_definition_cache_provider: Optional external cache provider for sharing
+        feature flag definitions across workers.
+    capture_exception_code_variables: Capture local variable values on exception
+        stack frames.
+    code_variables_mask_patterns: Variable-name patterns to mask when capturing
+        code variables.
+    code_variables_ignore_patterns: Variable-name patterns to omit when capturing
+        code variables.
+    in_app_modules: Module/package prefixes treated as in-app frames in captured
+        exceptions.
+"""
+api_key = None  # type: Optional[str]
+host = None  # type: Optional[str]
+on_error = None  # type: Optional[Callable]
 debug = False  # type: bool
 send = True  # type: bool
 sync_mode = False  # type: bool
 disabled = False  # type: bool
-personal_api_key = None  # type: str
+personal_api_key = None  # type: Optional[str]
+project_api_key = None  # type: Optional[str]
+poll_interval = 30  # type: int
+disable_geoip = True  # type: bool
+is_server = True  # type: bool
+feature_flags_request_timeout_seconds = 3  # type: int
+super_properties = None  # type: Optional[Dict]
+enable_exception_autocapture = False  # type: bool
+log_captured_exceptions = False  # type: bool
+# Used to determine in app paths for exception autocapture. Defaults to the current working directory
+project_root = None  # type: Optional[str]
+# Used for our AI observability feature to not capture any prompt or output just usage + metadata
+privacy_mode = False  # type: bool
+before_send = None  # type: Optional[BeforeSendCallback]
+# Whether to enable feature flag polling for local evaluation by default. Defaults to True.
+# We recommend setting this to False if you are only using the personalApiKey for evaluating remote config payloads via `get_remote_config_payload` and not using local evaluation.
+enable_local_evaluation = True  # type: bool
+flag_definition_cache_provider = None  # type: Optional[FlagDefinitionCacheProvider]
 
-default_client = None
+default_client = None  # type: Optional[Client]
 
+capture_exception_code_variables = False
+code_variables_mask_patterns = DEFAULT_CODE_VARIABLES_MASK_PATTERNS
+code_variables_ignore_patterns = DEFAULT_CODE_VARIABLES_IGNORE_PATTERNS
+in_app_modules = None  # type: Optional[list[str]]
 
-def capture(
-    distinct_id,  # type: str,
-    event,  # type: str,
-    properties=None,  # type: Optional[Dict]
-    context=None,  # type: Optional[Dict]
-    timestamp=None,  # type: Optional[datetime.datetime]
-    message_id=None,  # type: Optional[str]
-):
-    # type: (...) -> None
+
+# NOTE - this and following functions take unpacked kwargs because we needed to make
+# it impossible to write `posthog.capture(distinct-id, event-name)` - basically, to enforce
+# the breaking change made between 5.3.0 and 6.0.0. This decision can be unrolled in later
+# versions, without a breaking change, to get back the type information in function signatures
+def capture(event: str, **kwargs: Unpack[OptionalCaptureArgs]) -> Optional[str]:
     """
-    Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up.
+    Capture anything a user does within your system.
 
-    A `capture` call requires
-    - `distinct id` which uniquely identifies your user
-    - `event name` to make sure
-    - We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on.
+    Args:
+        event: The event name to specify the event
+        **kwargs: Optional arguments including:
+            distinct_id: Unique identifier for the user
+            properties: Dict of event properties
+            timestamp: When the event occurred
+            uuid: Unique identifier for this event. If omitted, one is generated
+                and returned.
+            groups: Dict of group types and IDs
+            flags: A FeatureFlagEvaluations snapshot from evaluate_flags(). The
+                exact values from the snapshot are attached with no extra /flags
+                request.
+            send_feature_flags: Deprecated. Prefer flags=... from
+                evaluate_flags(). When truthy, evaluates flags during capture and
+                attaches them to the event.
+            disable_geoip: Whether to disable GeoIP lookup
 
-    Optionally you can submit
-    - `properties`, which can be a dict with any information you'd like to add
+    Details:
+        Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.
 
-    For example:
-    ```python
-    posthog.capture('distinct id', 'movie played', {'movie_id': '123', 'category': 'romcom'})
-    ```
+    Examples:
+        ```python
+        # Context and capture usage
+        from posthog import new_context, identify_context, tag_context, capture
+        # Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)
+        with new_context():
+            # Associate this context with some user, by distinct_id
+            identify_context('some user')
+
+            # Capture an event, associated with the context-level distinct ID ('some user')
+            capture('movie started')
+
+            # Capture an event associated with some other user (overriding the context-level distinct ID)
+            capture('movie joined', distinct_id='some-other-user')
+
+            # Capture an event with some properties
+            capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})
+
+            # Capture an event with some properties
+            capture('purchase', properties={'product_id': '123', 'category': 'romcom'})
+            # Capture an event with some associated group
+            capture('purchase', groups={'company': 'id:5'})
+
+            # Adding a tag to the current context will cause it to appear on all subsequent events
+            tag_context('some-tag', 'some-value')
+
+            capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict
+        ```
+        ```python
+        # Set event properties
+        from posthog import capture
+        capture(
+            "user_signed_up",
+            distinct_id="distinct_id_of_the_user",
+            properties={
+                "login_type": "email",
+                "is_free_trial": "true"
+            }
+        )
+        ```
+    Category:
+        Events
     """
-    _proxy(
-        "capture",
-        distinct_id=distinct_id,
-        event=event,
-        properties=properties,
-        context=context,
-        timestamp=timestamp,
-        message_id=message_id,
-    )
 
+    return _proxy("capture", event, **kwargs)
+
+
+def set(**kwargs: Unpack[OptionalSetArgs]) -> Optional[str]:
+    """
+    Set properties on a user record.
+
+    Args:
+        **kwargs: Optional arguments including:
+            distinct_id: Unique identifier for the user. Falls back to the
+                context distinct ID; if none exists, this call does nothing.
+            properties: Dict of person properties to set.
+            timestamp: When the properties were set.
+            uuid: Unique identifier for this operation. If omitted, one is
+                generated and returned.
+            disable_geoip: Whether to disable GeoIP lookup.
+
+    Details:
+        This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).
+
+    Examples:
+        ```python
+        # Set person properties
+        from posthog import set
+        set(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})
+        ```
+    Category:
+        Identification
+    """
+
+    return _proxy("set", **kwargs)
+
+
+def set_once(**kwargs: Unpack[OptionalSetArgs]) -> Optional[str]:
+    """
+    Set properties on a user record, only if they do not yet exist.
+
+    Args:
+        **kwargs: Optional arguments including:
+            distinct_id: Unique identifier for the user. Falls back to the
+                context distinct ID; if none exists, this call does nothing.
+            properties: Dict of person properties to set only once.
+            timestamp: When the properties were set.
+            uuid: Unique identifier for this operation. If omitted, one is
+                generated and returned.
+            disable_geoip: Whether to disable GeoIP lookup.
+
+    Details:
+        This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.
 
-def identify(
-    distinct_id,  # type: str,
+    Examples:
+        ```python
+        # Set property once
+        from posthog import set_once
+        set_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})
+
+        ```
+    Category:
+        Identification
+    """
+    return _proxy("set_once", **kwargs)
+
+
+def group_identify(
+    group_type,  # type: str
+    group_key,  # type: str
     properties=None,  # type: Optional[Dict]
-    context=None,  # type: Optional[Dict]
     timestamp=None,  # type: Optional[datetime.datetime]
-    message_id=None,  # type: Optional[str]
+    uuid=None,  # type: Optional[str]
+    disable_geoip=None,  # type: Optional[bool]
+    distinct_id=None,  # type: Optional[str]
 ):
-    # type: (...) -> None
+    # type: (...) -> Optional[str]
     """
-    Identify lets you add metadata on your users so you can more easily identify who they are in PostHog, and even do things like segment users by these properties.
+    Set properties on a group.
 
-    An `identify` call requires
-    - `distinct id` which uniquely identifies your user
-    - `properties` with a dict with any key: value pairs
+    Args:
+        group_type: Type of your group
+        group_key: Unique identifier of the group
+        properties: Properties to set on the group
+        timestamp: Optional timestamp for the event
+        uuid: Optional UUID for the event
+        disable_geoip: Whether to disable GeoIP lookup
+        distinct_id: Optional distinct ID of the user performing the action
 
-    For example:
-    ```python
-    posthog.identify('distinct id', {
-        'email': 'dwayne@gmail.com',
-        'name': 'Dwayne Johnson'
-    })
-    ```
+    Examples:
+        ```python
+        # Group identify
+        from posthog import group_identify
+        group_identify('company', 'company_id_in_your_db', {
+            'name': 'Awesome Inc.',
+            'employees': 11
+        })
+        ```
+    Category:
+        Identification
     """
-    _proxy(
-        "identify",
-        distinct_id=distinct_id,
+
+    return _proxy(
+        "group_identify",
+        group_type=group_type,
+        group_key=group_key,
         properties=properties,
-        context=context,
         timestamp=timestamp,
-        message_id=message_id,
+        uuid=uuid,
+        disable_geoip=disable_geoip,
+        distinct_id=distinct_id,
     )
 
 
-def group(*args, **kwargs):
-    """Send a group call."""
-    _proxy("group", *args, **kwargs)
-
-
 def alias(
-    previous_id,  # type: str,
-    distinct_id,  # type: str,
-    context=None,  # type: Optional[Dict]
+    previous_id,  # type: str
+    distinct_id,  # type: str
     timestamp=None,  # type: Optional[datetime.datetime]
-    message_id=None,  # type: Optional[str]
+    uuid=None,  # type: Optional[str]
+    disable_geoip=None,  # type: Optional[bool]
 ):
-    # type: (...) -> None
+    # type: (...) -> Optional[str]
     """
-    To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like "Which marketing channels leads to users churning after a month?" or "What do users do on our website before signing up?"
+    Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.
 
-    In a purely back-end implementation, this means whenever an anonymous user does something, you'll want to send a session ID ([Django](https://stackoverflow.com/questions/526179/in-django-how-can-i-find-out-the-request-session-sessionid-and-use-it-as-a-vari), [Flask](https://stackoverflow.com/questions/15156132/flask-login-how-to-get-session-id)) with the capture call. Then, when that users signs up, you want to do an alias call with the session ID and the newly created user ID.
+    Args:
+        previous_id: The unique ID of the user before
+        distinct_id: The current unique id
+        timestamp: Optional timestamp for the event
+        uuid: Optional UUID for the event
+        disable_geoip: Whether to disable GeoIP lookup
 
-    The same concept applies for when a user logs in.
+    Details:
+        To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like "Which marketing channels leads to users churning after a month?" or "What do users do on our website before signing up?". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.
 
-    An `alias` call requires
-    - `previous distinct id` the unique ID of the user before
-    - `distinct id` the current unique id
-
-    For example:
-    ```python
-    posthog.alias('anonymous session id', 'distinct id')
-    ```
+    Examples:
+        ```python
+        # Alias user
+        from posthog import alias
+        alias(previous_id='distinct_id', distinct_id='alias_id')
+        ```
+    Category:
+        Identification
     """
-    _proxy(
+
+    return _proxy(
         "alias",
         previous_id=previous_id,
         distinct_id=distinct_id,
-        context=context,
         timestamp=timestamp,
-        message_id=message_id,
+        uuid=uuid,
+        disable_geoip=disable_geoip,
     )
 
 
+def capture_exception(
+    exception: Optional[ExceptionArg] = None,
+    **kwargs: Unpack[OptionalCaptureArgs],
+):
+    """
+    Capture exceptions that happen in your code.
+
+    Args:
+        exception: The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`
+        **kwargs: Optional capture arguments including distinct_id, properties,
+            timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.
+
+    Details:
+        Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the "traceback"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError("Some Error"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.
+
+    Examples:
+        ```python
+        # Capture exception
+        from posthog import capture_exception
+        try:
+            risky_operation()
+        except Exception as e:
+            capture_exception(e)
+        ```
+    Category:
+        Events
+    """
+
+    return _proxy("capture_exception", exception=exception, **kwargs)
+
+
 def feature_enabled(
-    key,  # type: str,
-    distinct_id,  # type: str,
-    default=False,  # type: bool
+    key,  # type: str
+    distinct_id,  # type: str
+    groups=None,  # type: Optional[dict]
+    person_properties=None,  # type: Optional[dict]
+    group_properties=None,  # type: Optional[dict]
+    only_evaluate_locally=False,  # type: bool
+    send_feature_flag_events=True,  # type: bool
+    disable_geoip=None,  # type: Optional[bool]
+    device_id=None,  # type: Optional[str]
 ):
     # type: (...) -> bool
     """
     Use feature flags to enable or disable features for users.
 
-    For example:
+    Args:
+        key: The feature flag key
+        distinct_id: The user's distinct ID
+        groups: Groups mapping
+        person_properties: Person properties
+        group_properties: Group properties
+        only_evaluate_locally: Whether to evaluate only locally
+        send_feature_flag_events: Whether to send feature flag events
+        disable_geoip: Whether to disable GeoIP lookup
+        device_id: Optional device ID override for experience-continuity flags
+
+    Details:
+        You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.
+
+    Examples:
+        ```python
+        # Boolean feature flag
+        from posthog import feature_enabled, get_feature_flag_payload
+        is_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')
+        if is_my_flag_enabled:
+            matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')
+        ```
+    Category:
+        Feature flags
+    """
+    return _proxy(
+        "feature_enabled",
+        key=key,
+        distinct_id=distinct_id,
+        groups=groups or {},
+        person_properties=person_properties or {},
+        group_properties=group_properties or {},
+        only_evaluate_locally=only_evaluate_locally,
+        send_feature_flag_events=send_feature_flag_events,
+        disable_geoip=disable_geoip,
+        device_id=device_id,
+    )
+
+
+def get_feature_flag(
+    key,  # type: str
+    distinct_id,  # type: str
+    groups=None,  # type: Optional[dict]
+    person_properties=None,  # type: Optional[dict]
+    group_properties=None,  # type: Optional[dict]
+    only_evaluate_locally=False,  # type: bool
+    send_feature_flag_events=True,  # type: bool
+    disable_geoip=None,  # type: Optional[bool]
+    device_id=None,  # type: Optional[str]
+) -> Optional[FeatureFlag]:
+    """
+    Get feature flag variant for users. Used with experiments.
+
+    Args:
+        key: The feature flag key
+        distinct_id: The user's distinct ID
+        groups: Groups mapping from group type to group key
+        person_properties: Person properties
+        group_properties: Group properties in format { group_type_name: { group_properties } }
+        only_evaluate_locally: Whether to evaluate only locally
+        send_feature_flag_events: Whether to send feature flag events
+        disable_geoip: Whether to disable GeoIP lookup
+        device_id: Optional device ID override for experience-continuity flags
+
+    Details:
+        `groups` are a mapping from group type to group key. So, if you have a group type of "organization" and a group key of "5", you would pass groups={"organization": "5"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type "organization" and the group key "5", with the properties name, and employee count, you'll send these as: group_properties={"organization": {"name": "PostHog", "employees": 11}}.
+
+    Examples:
+        ```python
+        # Multivariate feature flag
+        from posthog import get_feature_flag, get_feature_flag_payload
+        enabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')
+        if enabled_variant == 'variant-key':
+            matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')
+        ```
+    Category:
+        Feature flags
+    """
+    return _proxy(
+        "get_feature_flag",
+        key=key,
+        distinct_id=distinct_id,
+        groups=groups or {},
+        person_properties=person_properties or {},
+        group_properties=group_properties or {},
+        only_evaluate_locally=only_evaluate_locally,
+        send_feature_flag_events=send_feature_flag_events,
+        disable_geoip=disable_geoip,
+        device_id=device_id,
+    )
+
+
+def get_all_flags(
+    distinct_id,  # type: str
+    groups=None,  # type: Optional[dict]
+    person_properties=None,  # type: Optional[dict]
+    group_properties=None,  # type: Optional[dict]
+    only_evaluate_locally=False,  # type: bool
+    disable_geoip=None,  # type: Optional[bool]
+    device_id=None,  # type: Optional[str]
+    flag_keys_to_evaluate=None,  # type: Optional[list[str]]
+) -> Optional[dict[str, FeatureFlag]]:
+    """
+    Get all flags for a given user.
+
+    Args:
+        distinct_id: The user's distinct ID
+        groups: Groups mapping
+        person_properties: Person properties
+        group_properties: Group properties
+        only_evaluate_locally: Whether to evaluate only locally
+        disable_geoip: Whether to disable GeoIP lookup
+        device_id: Optional device ID override for experience-continuity flags
+        flag_keys_to_evaluate: Optional list of flag keys to evaluate (evaluates all if None)
+
+    Details:
+        Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.
+
+    Examples:
+        ```python
+        # All flags for user
+        from posthog import get_all_flags
+        get_all_flags('distinct_id_of_your_user')
+        ```
+    Category:
+        Feature flags
+    """
+    return _proxy(
+        "get_all_flags",
+        distinct_id=distinct_id,
+        groups=groups or {},
+        person_properties=person_properties or {},
+        group_properties=group_properties or {},
+        only_evaluate_locally=only_evaluate_locally,
+        disable_geoip=disable_geoip,
+        device_id=device_id,
+        flag_keys_to_evaluate=flag_keys_to_evaluate,
+    )
+
+
+def get_feature_flag_result(
+    key,
+    distinct_id,
+    groups=None,  # type: Optional[dict]
+    person_properties=None,  # type: Optional[dict]
+    group_properties=None,  # type: Optional[dict]
+    only_evaluate_locally=False,
+    send_feature_flag_events=True,
+    disable_geoip=None,  # type: Optional[bool]
+    device_id=None,  # type: Optional[str]
+):
+    # type: (...) -> Optional[FeatureFlagResult]
+    """
+    Get a FeatureFlagResult object which contains the flag result and payload.
+
+    This method evaluates a feature flag and returns a FeatureFlagResult object containing:
+    - enabled: Whether the flag is enabled
+    - variant: The variant value if the flag has variants
+    - payload: The payload associated with the flag (automatically deserialized from JSON)
+    - key: The flag key
+    - reason: Why the flag was enabled/disabled
+
+    Args:
+        key: The feature flag key.
+        distinct_id: The user's distinct ID.
+        groups: Mapping of group type to group key.
+        person_properties: Person properties to use for evaluation.
+        group_properties: Group properties keyed by group type.
+        only_evaluate_locally: Whether to evaluate only locally.
+        send_feature_flag_events: Whether to send a $feature_flag_called event.
+        disable_geoip: Whether to disable GeoIP lookup.
+        device_id: Optional device ID override for experience-continuity flags.
+
+    Example:
     ```python
-    if posthog.feature_enabled('beta feature', 'distinct id'):
-        # do something
+    result = posthog.get_feature_flag_result('beta-feature', 'distinct_id')
+    if result and result.enabled:
+        # Use the variant and payload
+        print(f"Variant: {result.variant}")
+        print(f"Payload: {result.payload}")
     ```
+    """
+    return _proxy(
+        "get_feature_flag_result",
+        key=key,
+        distinct_id=distinct_id,
+        groups=groups or {},
+        person_properties=person_properties or {},
+        group_properties=group_properties or {},
+        only_evaluate_locally=only_evaluate_locally,
+        send_feature_flag_events=send_feature_flag_events,
+        disable_geoip=disable_geoip,
+        device_id=device_id,
+    )
+
+
+def get_feature_flag_payload(
+    key,
+    distinct_id,
+    match_value=None,
+    groups=None,  # type: Optional[dict]
+    person_properties=None,  # type: Optional[dict]
+    group_properties=None,  # type: Optional[dict]
+    only_evaluate_locally=False,
+    send_feature_flag_events=True,
+    disable_geoip=None,  # type: Optional[bool]
+    device_id=None,  # type: Optional[str]
+) -> Optional[str]:
+    """
+    Get the payload associated with a feature flag value.
+
+    Deprecated for new code. Prefer ``evaluate_flags()`` and
+    ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.
+
+    Args:
+        key: The feature flag key.
+        distinct_id: The user's distinct ID.
+        match_value: Optional flag value to use when selecting a payload.
+        groups: Mapping of group type to group key.
+        person_properties: Person properties to use for evaluation.
+        group_properties: Group properties keyed by group type.
+        only_evaluate_locally: Whether to evaluate only locally.
+        send_feature_flag_events: Whether to send a $feature_flag_called event.
+        disable_geoip: Whether to disable GeoIP lookup.
+        device_id: Optional device ID override for experience-continuity flags.
+
+    Category:
+        Feature flags
+    """
+    return _proxy(
+        "get_feature_flag_payload",
+        key=key,
+        distinct_id=distinct_id,
+        match_value=match_value,
+        groups=groups or {},
+        person_properties=person_properties or {},
+        group_properties=group_properties or {},
+        only_evaluate_locally=only_evaluate_locally,
+        send_feature_flag_events=send_feature_flag_events,
+        disable_geoip=disable_geoip,
+        device_id=device_id,
+    )
+
+
+def get_remote_config_payload(
+    key,  # type: str
+):
+    """Get the payload for a remote config feature flag.
+
+    Args:
+        key: The key of the feature flag
+
+    Returns:
+        The payload associated with the feature flag. If payload is encrypted, the return value will be decrypted
+
+    Note:
+        Requires personal_api_key to be set for authentication
+    """
+    return _proxy(
+        "get_remote_config_payload",
+        key=key,
+    )
 
-    You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.
+
+def get_all_flags_and_payloads(
+    distinct_id,
+    groups=None,  # type: Optional[dict]
+    person_properties=None,  # type: Optional[dict]
+    group_properties=None,  # type: Optional[dict]
+    only_evaluate_locally=False,
+    disable_geoip=None,  # type: Optional[bool]
+    device_id=None,  # type: Optional[str]
+    flag_keys_to_evaluate=None,  # type: Optional[list[str]]
+) -> FlagsAndPayloads:
     """
-    return _proxy("feature_enabled", key=key, distinct_id=distinct_id, default=default)
+    Get all feature flag values and payloads for a user.
+
+    Args:
+        distinct_id: The user's distinct ID.
+        groups: Mapping of group type to group key.
+        person_properties: Person properties to use for evaluation.
+        group_properties: Group properties keyed by group type.
+        only_evaluate_locally: Whether to evaluate only locally.
+        disable_geoip: Whether to disable GeoIP lookup.
+        device_id: Optional device ID override for experience-continuity flags.
+        flag_keys_to_evaluate: Optional list of flag keys to evaluate. Evaluates
+            all flags when omitted.
 
+    Returns:
+        A dict with ``featureFlags`` and ``featureFlagPayloads`` entries.
+
+    Category:
+        Feature flags
+    """
+    return _proxy(
+        "get_all_flags_and_payloads",
+        distinct_id=distinct_id,
+        groups=groups or {},
+        person_properties=person_properties or {},
+        group_properties=group_properties or {},
+        only_evaluate_locally=only_evaluate_locally,
+        disable_geoip=disable_geoip,
+        device_id=device_id,
+        flag_keys_to_evaluate=flag_keys_to_evaluate,
+    )
 
-def page(*args, **kwargs):
-    """Send a page call."""
-    _proxy("page", *args, **kwargs)
 
+def evaluate_flags(
+    distinct_id=None,  # type: Optional[str]
+    groups=None,  # type: Optional[Dict[str, str]]
+    person_properties=None,  # type: Optional[Dict[str, Any]]
+    group_properties=None,  # type: Optional[Dict[str, Dict[str, Any]]]
+    only_evaluate_locally=False,  # type: bool
+    disable_geoip=None,  # type: Optional[bool]
+    flag_keys=None,  # type: Optional[list]
+    device_id=None,  # type: Optional[str]
+) -> FeatureFlagEvaluations:
+    """Evaluate all feature flags for a user in a single call and return a
+    :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` /
+    ``.get_flag()`` and pass the same snapshot to ``capture()`` via the
+    ``flags`` option so events carry the exact flag values the code branched on.
 
-def screen(*args, **kwargs):
-    """Send a screen call."""
-    _proxy("screen", *args, **kwargs)
+    Prefer this over repeated ``get_feature_flag()`` calls and over
+    ``capture(send_feature_flags=True)`` — it consolidates flag evaluation into
+    a single ``/flags`` request per incoming request.
+
+    Args:
+        distinct_id: The user's distinct ID. If ``None``, falls back to the context
+            distinct_id. If still unresolvable, returns an empty snapshot.
+        groups: Mapping of group type to group key.
+        person_properties: Person properties to use for evaluation.
+        group_properties: Group properties keyed by group type.
+        only_evaluate_locally: If ``True``, never fall back to remote evaluation.
+        disable_geoip: Whether to disable GeoIP lookup.
+        flag_keys: Optional list of flag keys. When provided, only these flags are
+            evaluated — the underlying ``/flags`` request asks the server for just
+            this subset, which makes the response smaller and the request cheaper.
+            Use this when you only need a handful of flags out of many.
+        device_id: Optional device ID override. If not provided, falls back to the
+            context device_id (which may be set via tracing headers). Used by
+            experience-continuity flags to match users across distinct_id changes.
+
+    Examples:
+        ```python
+        from posthog import evaluate_flags, capture
+        flags = evaluate_flags("user_123", person_properties={"plan": "enterprise"})
+        if flags.is_enabled("new-dashboard"):
+            render_new_dashboard()
+        capture("page_viewed", distinct_id="user_123", flags=flags)
+        ```
+
+    Category:
+        Feature flags
+    """
+    return _proxy(
+        "evaluate_flags",
+        distinct_id=distinct_id,
+        groups=groups,
+        person_properties=person_properties,
+        group_properties=group_properties,
+        only_evaluate_locally=only_evaluate_locally,
+        disable_geoip=disable_geoip,
+        flag_keys=flag_keys,
+        device_id=device_id,
+    )
+
+
+def feature_flag_definitions():
+    """
+    Returns loaded feature flags.
+
+    Details:
+        Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.
+
+    Examples:
+        ```python
+        from posthog import feature_flag_definitions
+        definitions = feature_flag_definitions()
+        ```
+
+    Category:
+        Feature flags
+    """
+    return _proxy("feature_flag_definitions")
+
+
+def load_feature_flags():
+    """
+    Load feature flag definitions from PostHog.
+
+    Examples:
+        ```python
+        from posthog import load_feature_flags
+        load_feature_flags()
+        ```
+
+    Category:
+        Feature flags
+    """
+    return _proxy("load_feature_flags")
 
 
 def flush():
-    """Tell the client to flush."""
+    """
+    Tell the client to flush all queued events.
+
+    Examples:
+        ```python
+        from posthog import flush
+        flush()
+        ```
+
+    Category:
+        Client management
+    """
     _proxy("flush")
 
 
 def join():
-    """Block program until the client clears the queue"""
+    """
+    Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.
+
+    Examples:
+        ```python
+        from posthog import join
+        join()
+        ```
+
+    Category:
+        Client management
+    """
     _proxy("join")
 
 
 def shutdown():
-    """Flush all messages and cleanly shutdown the client"""
+    """
+    Flush all messages and cleanly shutdown the client.
+
+    Examples:
+        ```python
+        from posthog import shutdown
+        shutdown()
+        ```
+
+    Category:
+        Client management
+    """
     _proxy("flush")
     _proxy("join")
 
 
-def _proxy(method, *args, **kwargs):
-    """Create an analytics client if one doesn't exist and send to it."""
+def setup() -> Client:
+    """
+    Create or return the global PostHog client configured by module settings.
+
+    Most applications should either instantiate ``Posthog`` directly or set
+    ``posthog.api_key``/other module settings before calling top-level helpers.
+    ``setup()`` is called automatically by global APIs such as ``capture()``.
+
+    Returns:
+        The global ``Client`` instance. If ``api_key`` is missing or blank,
+        the client is disabled and module-level calls become no-ops.
+
+    Category:
+        Initialization
+    """
     global default_client
-    if disabled:
-        return None
     if not default_client:
+        configured_api_key = api_key.strip() if api_key else ""
         default_client = Client(
-            api_key,
+            configured_api_key,
             host=host,
             debug=debug,
             on_error=on_error,
             send=send,
             sync_mode=sync_mode,
             personal_api_key=personal_api_key,
+            poll_interval=poll_interval,
+            disabled=disabled,
+            disable_geoip=disable_geoip,
+            is_server=is_server,
+            feature_flags_request_timeout_seconds=feature_flags_request_timeout_seconds,
+            super_properties=super_properties,
+            # TODO: Currently this monitoring begins only when the Client is initialised (which happens when you do something with the SDK)
+            # This kind of initialisation is very annoying for exception capture. We need to figure out a way around this,
+            # or deprecate this proxy option fully (it's already in the process of deprecation, no new clients should be using this method since like 5-6 months)
+            enable_exception_autocapture=enable_exception_autocapture,
+            log_captured_exceptions=log_captured_exceptions,
+            before_send=before_send,
+            enable_local_evaluation=enable_local_evaluation,
+            flag_definition_cache_provider=flag_definition_cache_provider,
+            capture_exception_code_variables=capture_exception_code_variables,
+            code_variables_mask_patterns=code_variables_mask_patterns,
+            code_variables_ignore_patterns=code_variables_ignore_patterns,
+            in_app_modules=in_app_modules,
         )
 
+    # Always set in case user changes it. Preserve Client's auto-disabled state
+    # for API keys that become empty after trimming.
+    default_client.disabled = disabled or not default_client.api_key
+    default_client.debug = debug
+    default_client._set_before_send(before_send)
+
+    return default_client
+
+
+def _proxy(method, *args, **kwargs):
+    """Create an analytics client if one doesn't exist and send to it."""
+    setup()
+
     fn = getattr(default_client, method)
     return fn(*args, **kwargs)
+
+
+class Posthog(Client):
+    """
+    Public PostHog SDK client.
+
+    ``Posthog`` is the customer-facing alias for ``Client`` and accepts the same
+    constructor arguments. Use it to create an explicit SDK instance instead of
+    relying on module-level global configuration.
+    """
+
+    pass
diff --git a/posthog/_async_utils.py b/posthog/_async_utils.py
new file mode 100644
index 00000000..8bc076a1
--- /dev/null
+++ b/posthog/_async_utils.py
@@ -0,0 +1,85 @@
+import asyncio
+import threading
+from collections.abc import Awaitable
+from typing import Any
+
+
+class _BackgroundEventLoopRunner:
+    """Run awaitables to completion on a reusable background event loop."""
+
+    def __init__(self) -> None:
+        self._loop: asyncio.AbstractEventLoop | None = None
+        self._thread: threading.Thread | None = None
+        self._started = threading.Event()
+        self._lock = threading.Lock()
+
+    def run(self, awaitable: Awaitable[Any]) -> Any:
+        loop = self._ensure_loop()
+        future = asyncio.run_coroutine_threadsafe(self._await_result(awaitable), loop)
+        return future.result()
+
+    def close(self) -> None:
+        with self._lock:
+            loop = self._loop
+            thread = self._thread
+            self._loop = None
+            self._thread = None
+
+        if loop is None or thread is None or loop.is_closed():
+            return
+
+        if thread is threading.current_thread():
+            loop.call_soon(loop.stop)
+            return
+
+        loop.call_soon_threadsafe(loop.stop)
+        thread.join()
+
+    @staticmethod
+    async def _await_result(awaitable: Awaitable[Any]) -> Any:
+        return await awaitable
+
+    def _ensure_loop(self) -> asyncio.AbstractEventLoop:
+        with self._lock:
+            if (
+                self._loop is not None
+                and self._thread is not None
+                and self._thread.is_alive()
+                and not self._loop.is_closed()
+            ):
+                return self._loop
+
+            self._started.clear()
+            self._thread = threading.Thread(
+                target=self._run_loop,
+                name="PostHogBackgroundEventLoopRunner",
+                daemon=True,
+            )
+            self._thread.start()
+
+        self._started.wait()
+        with self._lock:
+            assert self._loop is not None
+            return self._loop
+
+    def _run_loop(self) -> None:
+        loop = asyncio.new_event_loop()
+        asyncio.set_event_loop(loop)
+        with self._lock:
+            self._loop = loop
+            self._started.set()
+
+        try:
+            loop.run_forever()
+        finally:
+            pending = asyncio.all_tasks(loop)
+            for task in pending:
+                task.cancel()
+            if pending:
+                loop.run_until_complete(
+                    asyncio.gather(*pending, return_exceptions=True)
+                )
+            loop.run_until_complete(loop.shutdown_asyncgens())
+            loop.run_until_complete(loop.shutdown_default_executor())
+            asyncio.set_event_loop(None)
+            loop.close()
diff --git a/posthog/ai/__init__.py b/posthog/ai/__init__.py
new file mode 100644
index 00000000..9492daca
--- /dev/null
+++ b/posthog/ai/__init__.py
@@ -0,0 +1,3 @@
+from posthog.ai.prompts import PromptResult, PromptSource, Prompts
+
+__all__ = ["PromptResult", "PromptSource", "Prompts"]
diff --git a/posthog/ai/anthropic/__init__.py b/posthog/ai/anthropic/__init__.py
new file mode 100644
index 00000000..3648625f
--- /dev/null
+++ b/posthog/ai/anthropic/__init__.py
@@ -0,0 +1,27 @@
+from .anthropic import Anthropic
+from .anthropic_async import AsyncAnthropic
+from .anthropic_providers import (
+    AnthropicBedrock,
+    AnthropicVertex,
+    AsyncAnthropicBedrock,
+    AsyncAnthropicVertex,
+)
+from .anthropic_converter import (
+    format_anthropic_response,
+    format_anthropic_input,
+    extract_anthropic_tools,
+    format_anthropic_streaming_content,
+)
+
+__all__ = [
+    "Anthropic",
+    "AsyncAnthropic",
+    "AnthropicBedrock",
+    "AsyncAnthropicBedrock",
+    "AnthropicVertex",
+    "AsyncAnthropicVertex",
+    "format_anthropic_response",
+    "format_anthropic_input",
+    "extract_anthropic_tools",
+    "format_anthropic_streaming_content",
+]
diff --git a/posthog/ai/anthropic/anthropic.py b/posthog/ai/anthropic/anthropic.py
new file mode 100644
index 00000000..288eabac
--- /dev/null
+++ b/posthog/ai/anthropic/anthropic.py
@@ -0,0 +1,275 @@
+try:
+    import anthropic
+    from anthropic.resources import Messages
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the Anthropic SDK to use this feature: 'pip install anthropic'"
+    )
+
+import time
+import uuid
+from typing import Any, Dict, List, Optional
+
+from posthog.ai.types import StreamingContentBlock, TokenUsage, ToolInProgress
+from posthog.ai.utils import (
+    call_llm_and_track_usage,
+    merge_usage_stats,
+)
+from posthog.ai.anthropic.anthropic_converter import (
+    extract_anthropic_usage_from_event,
+    handle_anthropic_content_block_start,
+    handle_anthropic_text_delta,
+    handle_anthropic_tool_delta,
+    finalize_anthropic_tool_input,
+)
+from posthog.ai.sanitization import sanitize_anthropic
+from posthog.client import Client as PostHogClient
+from posthog import setup
+
+
+class Anthropic(anthropic.Anthropic):
+    """
+    A wrapper around the Anthropic SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: PostHog client for tracking usage
+            **kwargs: Additional arguments passed to the Anthropic client
+        """
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+        self.messages = WrappedMessages(self)
+
+
+class WrappedMessages(Messages):
+    _client: Anthropic
+
+    def create(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create a message using Anthropic's API while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional ID to associate with the usage event
+            posthog_trace_id: Optional trace UUID for linking events
+            posthog_properties: Optional dictionary of extra properties to include in the event
+            posthog_privacy_mode: Whether to redact sensitive information in tracking
+            posthog_groups: Optional group analytics properties
+            **kwargs: Arguments passed to Anthropic's messages.create
+        """
+
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        if kwargs.get("stream", False):
+            return self._create_streaming(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+                **kwargs,
+            )
+
+        return call_llm_and_track_usage(
+            posthog_distinct_id,
+            self._client._ph_client,
+            "anthropic",
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            self._client.base_url,
+            super().create,
+            **kwargs,
+        )
+
+    def stream(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Stream an Anthropic message while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to Anthropic's ``messages.create`` API.
+
+        Returns:
+            A streaming iterator yielding Anthropic events.
+        """
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        return self._create_streaming(
+            posthog_distinct_id,
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            **kwargs,
+        )
+
+    def _create_streaming(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        **kwargs: Any,
+    ):
+        start_time = time.time()
+        usage_stats: TokenUsage = TokenUsage(input_tokens=0, output_tokens=0)
+        accumulated_content = ""
+        content_blocks: List[StreamingContentBlock] = []
+        tools_in_progress: Dict[str, ToolInProgress] = {}
+        current_text_block: Optional[StreamingContentBlock] = None
+        stop_reason: Optional[str] = None
+        response = super().create(**kwargs)
+
+        def generator():
+            nonlocal usage_stats
+            nonlocal accumulated_content
+            nonlocal content_blocks
+            nonlocal tools_in_progress
+            nonlocal current_text_block
+            nonlocal stop_reason
+
+            try:
+                for event in response:
+                    # Extract usage stats from event
+                    event_usage = extract_anthropic_usage_from_event(event)
+                    merge_usage_stats(usage_stats, event_usage)
+
+                    # Handle content block start events
+                    if hasattr(event, "type") and event.type == "content_block_start":
+                        block, tool = handle_anthropic_content_block_start(event)
+
+                        if block:
+                            content_blocks.append(block)
+
+                            if block.get("type") == "text":
+                                current_text_block = block
+                            else:
+                                current_text_block = None
+
+                        if tool:
+                            tool_id = tool["block"].get("id")
+                            if tool_id:
+                                tools_in_progress[tool_id] = tool
+
+                    # Handle text delta events
+                    delta_text = handle_anthropic_text_delta(event, current_text_block)
+
+                    if delta_text:
+                        accumulated_content += delta_text
+
+                    # Handle tool input delta events
+                    handle_anthropic_tool_delta(
+                        event, content_blocks, tools_in_progress
+                    )
+
+                    # Handle content block stop events
+                    if hasattr(event, "type") and event.type == "content_block_stop":
+                        current_text_block = None
+                        finalize_anthropic_tool_input(
+                            event, content_blocks, tools_in_progress
+                        )
+
+                    # Capture stop reason from message_delta events
+                    if hasattr(event, "type") and event.type == "message_delta":
+                        delta = getattr(event, "delta", None)
+                        if delta is not None:
+                            delta_stop_reason = getattr(delta, "stop_reason", None)
+                            if delta_stop_reason is not None:
+                                stop_reason = delta_stop_reason
+
+                    yield event
+
+            finally:
+                end_time = time.time()
+                latency = end_time - start_time
+
+                self._capture_streaming_event(
+                    posthog_distinct_id,
+                    posthog_trace_id,
+                    posthog_properties,
+                    posthog_privacy_mode,
+                    posthog_groups,
+                    kwargs,
+                    usage_stats,
+                    latency,
+                    content_blocks,
+                    accumulated_content,
+                    stop_reason=stop_reason,
+                )
+
+        return generator()
+
+    def _capture_streaming_event(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        kwargs: Dict[str, Any],
+        usage_stats: TokenUsage,
+        latency: float,
+        content_blocks: List[StreamingContentBlock],
+        accumulated_content: str,
+        stop_reason: Optional[str] = None,
+    ):
+        from posthog.ai.types import StreamingEventData
+        from posthog.ai.anthropic.anthropic_converter import (
+            format_anthropic_streaming_input,
+            format_anthropic_streaming_output_complete,
+        )
+        from posthog.ai.utils import capture_streaming_event
+
+        # Prepare standardized event data
+        formatted_input = format_anthropic_streaming_input(kwargs)
+        sanitized_input = sanitize_anthropic(formatted_input)
+
+        event_data = StreamingEventData(
+            provider="anthropic",
+            model=kwargs.get("model", "unknown"),
+            base_url=str(self._client.base_url),
+            kwargs=kwargs,
+            formatted_input=sanitized_input,
+            formatted_output=format_anthropic_streaming_output_complete(
+                content_blocks, accumulated_content
+            ),
+            usage_stats=usage_stats,
+            latency=latency,
+            distinct_id=posthog_distinct_id,
+            trace_id=posthog_trace_id,
+            properties=posthog_properties,
+            privacy_mode=posthog_privacy_mode,
+            groups=posthog_groups,
+            stop_reason=stop_reason,
+        )
+
+        # Use the common capture function
+        capture_streaming_event(self._client._ph_client, event_data)
diff --git a/posthog/ai/anthropic/anthropic_async.py b/posthog/ai/anthropic/anthropic_async.py
new file mode 100644
index 00000000..df098955
--- /dev/null
+++ b/posthog/ai/anthropic/anthropic_async.py
@@ -0,0 +1,276 @@
+try:
+    import anthropic
+    from anthropic.resources import AsyncMessages
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the Anthropic SDK to use this feature: 'pip install anthropic'"
+    )
+
+import time
+import uuid
+from typing import Any, Dict, List, Optional
+
+from posthog import setup
+from posthog.ai.stream import AsyncStreamWrapper
+from posthog.ai.types import StreamingContentBlock, TokenUsage, ToolInProgress
+from posthog.ai.utils import (
+    call_llm_and_track_usage_async,
+    merge_usage_stats,
+)
+from posthog.ai.anthropic.anthropic_converter import (
+    extract_anthropic_usage_from_event,
+    handle_anthropic_content_block_start,
+    handle_anthropic_text_delta,
+    handle_anthropic_tool_delta,
+    finalize_anthropic_tool_input,
+)
+from posthog.ai.sanitization import sanitize_anthropic
+from posthog.client import Client as PostHogClient
+
+
+class AsyncAnthropic(anthropic.AsyncAnthropic):
+    """
+    An async wrapper around the Anthropic SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: PostHog client for tracking usage
+            **kwargs: Additional arguments passed to the Anthropic client
+        """
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+        self.messages = AsyncWrappedMessages(self)
+
+
+class AsyncWrappedMessages(AsyncMessages):
+    _client: AsyncAnthropic
+
+    async def create(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create a message using Anthropic's API while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional ID to associate with the usage event
+            posthog_trace_id: Optional trace UUID for linking events
+            posthog_properties: Optional dictionary of extra properties to include in the event
+            posthog_privacy_mode: Whether to redact sensitive information in tracking
+            posthog_groups: Optional group analytics properties
+            **kwargs: Arguments passed to Anthropic's messages.create
+        """
+
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        if kwargs.get("stream", False):
+            return await self._create_streaming(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+                **kwargs,
+            )
+
+        return await call_llm_and_track_usage_async(
+            posthog_distinct_id,
+            self._client._ph_client,
+            "anthropic",
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            self._client.base_url,
+            super().create,
+            **kwargs,
+        )
+
+    async def stream(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Stream an Anthropic message asynchronously while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to Anthropic's async ``messages.create`` API.
+
+        Returns:
+            An async streaming iterator yielding Anthropic events.
+        """
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        return await self._create_streaming(
+            posthog_distinct_id,
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            **kwargs,
+        )
+
+    async def _create_streaming(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        **kwargs: Any,
+    ):
+        start_time = time.time()
+        usage_stats: TokenUsage = TokenUsage(input_tokens=0, output_tokens=0)
+        accumulated_content = ""
+        content_blocks: List[StreamingContentBlock] = []
+        tools_in_progress: Dict[str, ToolInProgress] = {}
+        current_text_block: Optional[StreamingContentBlock] = None
+        stop_reason: Optional[str] = None
+        response = await super().create(**kwargs)
+
+        async def generator():
+            nonlocal usage_stats
+            nonlocal accumulated_content
+            nonlocal content_blocks
+            nonlocal tools_in_progress
+            nonlocal current_text_block
+            nonlocal stop_reason
+
+            try:
+                async for event in response:
+                    # Extract usage stats from event
+                    event_usage = extract_anthropic_usage_from_event(event)
+                    merge_usage_stats(usage_stats, event_usage)
+
+                    # Handle content block start events
+                    if hasattr(event, "type") and event.type == "content_block_start":
+                        block, tool = handle_anthropic_content_block_start(event)
+
+                        if block:
+                            content_blocks.append(block)
+
+                            if block.get("type") == "text":
+                                current_text_block = block
+                            else:
+                                current_text_block = None
+
+                        if tool:
+                            tool_id = tool["block"].get("id")
+                            if tool_id:
+                                tools_in_progress[tool_id] = tool
+
+                    # Handle text delta events
+                    delta_text = handle_anthropic_text_delta(event, current_text_block)
+
+                    if delta_text:
+                        accumulated_content += delta_text
+
+                    # Handle tool input delta events
+                    handle_anthropic_tool_delta(
+                        event, content_blocks, tools_in_progress
+                    )
+
+                    # Handle content block stop events
+                    if hasattr(event, "type") and event.type == "content_block_stop":
+                        current_text_block = None
+                        finalize_anthropic_tool_input(
+                            event, content_blocks, tools_in_progress
+                        )
+
+                    # Capture stop reason from message_delta events
+                    if hasattr(event, "type") and event.type == "message_delta":
+                        delta = getattr(event, "delta", None)
+                        if delta is not None:
+                            delta_stop_reason = getattr(delta, "stop_reason", None)
+                            if delta_stop_reason is not None:
+                                stop_reason = delta_stop_reason
+
+                    yield event
+
+            finally:
+                end_time = time.time()
+                latency = end_time - start_time
+
+                await self._capture_streaming_event(
+                    posthog_distinct_id,
+                    posthog_trace_id,
+                    posthog_properties,
+                    posthog_privacy_mode,
+                    posthog_groups,
+                    kwargs,
+                    usage_stats,
+                    latency,
+                    content_blocks,
+                    accumulated_content,
+                    stop_reason=stop_reason,
+                )
+
+        return AsyncStreamWrapper(generator(), stream=response)
+
+    async def _capture_streaming_event(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        kwargs: Dict[str, Any],
+        usage_stats: TokenUsage,
+        latency: float,
+        content_blocks: List[StreamingContentBlock],
+        accumulated_content: str,
+        stop_reason: Optional[str] = None,
+    ):
+        from posthog.ai.types import StreamingEventData
+        from posthog.ai.anthropic.anthropic_converter import (
+            format_anthropic_streaming_input,
+            format_anthropic_streaming_output_complete,
+        )
+        from posthog.ai.utils import capture_streaming_event
+
+        # Prepare standardized event data
+        formatted_input = format_anthropic_streaming_input(kwargs)
+        sanitized_input = sanitize_anthropic(formatted_input)
+
+        event_data = StreamingEventData(
+            provider="anthropic",
+            model=kwargs.get("model", "unknown"),
+            base_url=str(self._client.base_url),
+            kwargs=kwargs,
+            formatted_input=sanitized_input,
+            formatted_output=format_anthropic_streaming_output_complete(
+                content_blocks, accumulated_content
+            ),
+            usage_stats=usage_stats,
+            latency=latency,
+            distinct_id=posthog_distinct_id,
+            trace_id=posthog_trace_id,
+            properties=posthog_properties,
+            privacy_mode=posthog_privacy_mode,
+            groups=posthog_groups,
+            stop_reason=stop_reason,
+        )
+
+        # Use the common capture function
+        capture_streaming_event(self._client._ph_client, event_data)
diff --git a/posthog/ai/anthropic/anthropic_converter.py b/posthog/ai/anthropic/anthropic_converter.py
new file mode 100644
index 00000000..3c611cac
--- /dev/null
+++ b/posthog/ai/anthropic/anthropic_converter.py
@@ -0,0 +1,466 @@
+"""
+Anthropic-specific conversion utilities.
+
+This module handles the conversion of Anthropic API responses and inputs
+into standardized formats for PostHog tracking.
+"""
+
+import json
+from typing import Any, Dict, List, Optional, Tuple
+
+from posthog.ai.types import (
+    FormattedContentItem,
+    FormattedFunctionCall,
+    FormattedMessage,
+    FormattedTextContent,
+    StreamingContentBlock,
+    TokenUsage,
+    ToolInProgress,
+)
+from posthog.ai.utils import serialize_raw_usage
+
+
+def format_anthropic_response(response: Any) -> List[FormattedMessage]:
+    """
+    Format an Anthropic response into standardized message format.
+
+    Args:
+        response: The response object from Anthropic API
+
+    Returns:
+        List of formatted messages with role and content
+    """
+
+    output: List[FormattedMessage] = []
+
+    if response is None:
+        return output
+
+    content: List[FormattedContentItem] = []
+
+    # Process content blocks from the response
+    if hasattr(response, "content"):
+        for choice in response.content:
+            if (
+                hasattr(choice, "type")
+                and choice.type == "text"
+                and hasattr(choice, "text")
+                and choice.text
+            ):
+                text_content: FormattedTextContent = {
+                    "type": "text",
+                    "text": choice.text,
+                }
+                content.append(text_content)
+
+            elif (
+                hasattr(choice, "type")
+                and choice.type == "tool_use"
+                and hasattr(choice, "name")
+                and hasattr(choice, "id")
+            ):
+                function_call: FormattedFunctionCall = {
+                    "type": "function",
+                    "id": choice.id,
+                    "function": {
+                        "name": choice.name,
+                        "arguments": getattr(choice, "input", {}),
+                    },
+                }
+                content.append(function_call)
+
+    if content:
+        message: FormattedMessage = {
+            "role": "assistant",
+            "content": content,
+        }
+        output.append(message)
+
+    return output
+
+
+def format_anthropic_input(
+    messages: List[Dict[str, Any]], system: Optional[str] = None
+) -> List[FormattedMessage]:
+    """
+    Format Anthropic input messages with optional system prompt.
+
+    Args:
+        messages: List of message dictionaries
+        system: Optional system prompt to prepend
+
+    Returns:
+        List of formatted messages
+    """
+
+    formatted_messages: List[FormattedMessage] = []
+
+    # Add system message if provided
+    if system is not None:
+        formatted_messages.append({"role": "system", "content": system})
+
+    # Add user messages
+    if messages:
+        for msg in messages:
+            # Messages are already in the correct format, just ensure type safety
+            formatted_msg: FormattedMessage = {
+                "role": msg.get("role", "user"),
+                "content": msg.get("content", ""),
+            }
+            formatted_messages.append(formatted_msg)
+
+    return formatted_messages
+
+
+def extract_anthropic_tools(kwargs: Dict[str, Any]) -> Optional[Any]:
+    """
+    Extract tool definitions from Anthropic API kwargs.
+
+    Args:
+        kwargs: Keyword arguments passed to Anthropic API
+
+    Returns:
+        Tool definitions if present, None otherwise
+    """
+
+    return kwargs.get("tools", None)
+
+
+def format_anthropic_streaming_content(
+    content_blocks: List[StreamingContentBlock],
+) -> List[FormattedContentItem]:
+    """
+    Format content blocks from Anthropic streaming response.
+
+    Used by streaming handlers to format accumulated content blocks.
+
+    Args:
+        content_blocks: List of content block dictionaries from streaming
+
+    Returns:
+        List of formatted content items
+    """
+
+    formatted: List[FormattedContentItem] = []
+
+    for block in content_blocks:
+        if block.get("type") == "text":
+            formatted.append(
+                {
+                    "type": "text",
+                    "text": block.get("text") or "",
+                }
+            )
+
+        elif block.get("type") == "function":
+            formatted.append(
+                {
+                    "type": "function",
+                    "id": block.get("id"),
+                    "function": block.get("function") or {},
+                }
+            )
+
+    return formatted
+
+
+def extract_anthropic_web_search_count(response: Any) -> int:
+    """
+    Extract web search count from Anthropic response.
+
+    Anthropic provides exact web search counts via usage.server_tool_use.web_search_requests.
+
+    Args:
+        response: The response from Anthropic API
+
+    Returns:
+        Number of web search requests (0 if none)
+    """
+    if not hasattr(response, "usage"):
+        return 0
+
+    if not hasattr(response.usage, "server_tool_use"):
+        return 0
+
+    server_tool_use = response.usage.server_tool_use
+
+    if hasattr(server_tool_use, "web_search_requests"):
+        return max(0, int(getattr(server_tool_use, "web_search_requests", 0)))
+
+    return 0
+
+
+def extract_anthropic_stop_reason(response: Any) -> Optional[str]:
+    """Extract stop reason from Anthropic response."""
+    return getattr(response, "stop_reason", None)
+
+
+def extract_anthropic_usage_from_response(response: Any) -> TokenUsage:
+    """
+    Extract usage from a full Anthropic response (non-streaming).
+
+    Args:
+        response: The complete response from Anthropic API
+
+    Returns:
+        TokenUsage with standardized usage
+    """
+    if not hasattr(response, "usage"):
+        return TokenUsage(input_tokens=0, output_tokens=0)
+
+    result = TokenUsage(
+        input_tokens=getattr(response.usage, "input_tokens", 0),
+        output_tokens=getattr(response.usage, "output_tokens", 0),
+    )
+
+    if hasattr(response.usage, "cache_read_input_tokens"):
+        cache_read = response.usage.cache_read_input_tokens
+        if cache_read and cache_read > 0:
+            result["cache_read_input_tokens"] = cache_read
+
+    if hasattr(response.usage, "cache_creation_input_tokens"):
+        cache_creation = response.usage.cache_creation_input_tokens
+        if cache_creation and cache_creation > 0:
+            result["cache_creation_input_tokens"] = cache_creation
+
+    web_search_count = extract_anthropic_web_search_count(response)
+    if web_search_count > 0:
+        result["web_search_count"] = web_search_count
+
+    # Capture raw usage metadata for backend processing
+    # Serialize to dict here in the converter (not in utils)
+    serialized = serialize_raw_usage(response.usage)
+    if serialized:
+        result["raw_usage"] = serialized
+
+    return result
+
+
+def extract_anthropic_usage_from_event(event: Any) -> TokenUsage:
+    """
+    Extract usage statistics from an Anthropic streaming event.
+
+    Args:
+        event: Streaming event from Anthropic API
+
+    Returns:
+        Dictionary of usage statistics
+    """
+
+    usage: TokenUsage = TokenUsage()
+
+    # Handle usage stats from message_start event
+    if hasattr(event, "type") and event.type == "message_start":
+        if hasattr(event, "message") and hasattr(event.message, "usage"):
+            usage["input_tokens"] = getattr(event.message.usage, "input_tokens", 0)
+            usage["cache_creation_input_tokens"] = getattr(
+                event.message.usage, "cache_creation_input_tokens", 0
+            )
+            usage["cache_read_input_tokens"] = getattr(
+                event.message.usage, "cache_read_input_tokens", 0
+            )
+            # Capture raw usage metadata for backend processing
+            # Serialize to dict here in the converter (not in utils)
+            serialized = serialize_raw_usage(event.message.usage)
+            if serialized:
+                usage["raw_usage"] = serialized
+
+    # Handle usage stats from message_delta event
+    if hasattr(event, "usage") and event.usage:
+        usage["output_tokens"] = getattr(event.usage, "output_tokens", 0)
+
+        # Extract web search count from usage
+        if hasattr(event.usage, "server_tool_use"):
+            server_tool_use = event.usage.server_tool_use
+            if hasattr(server_tool_use, "web_search_requests"):
+                web_search_count = int(
+                    getattr(server_tool_use, "web_search_requests", 0)
+                )
+                if web_search_count > 0:
+                    usage["web_search_count"] = web_search_count
+
+        # Capture raw usage metadata for backend processing
+        # Serialize to dict here in the converter (not in utils)
+        serialized = serialize_raw_usage(event.usage)
+        if serialized:
+            usage["raw_usage"] = serialized
+
+    return usage
+
+
+def handle_anthropic_content_block_start(
+    event: Any,
+) -> Tuple[Optional[StreamingContentBlock], Optional[ToolInProgress]]:
+    """
+    Handle content block start event from Anthropic streaming.
+
+    Args:
+        event: Content block start event
+
+    Returns:
+        Tuple of (content_block, tool_in_progress)
+    """
+
+    if not (hasattr(event, "type") and event.type == "content_block_start"):
+        return None, None
+
+    if not hasattr(event, "content_block"):
+        return None, None
+
+    block = event.content_block
+
+    if not hasattr(block, "type"):
+        return None, None
+
+    if block.type == "text":
+        content_block: StreamingContentBlock = {"type": "text", "text": ""}
+        return content_block, None
+
+    elif block.type == "tool_use":
+        tool_block: StreamingContentBlock = {
+            "type": "function",
+            "id": getattr(block, "id", ""),
+            "function": {"name": getattr(block, "name", ""), "arguments": {}},
+        }
+        tool_in_progress: ToolInProgress = {"block": tool_block, "input_string": ""}
+        return tool_block, tool_in_progress
+
+    return None, None
+
+
+def handle_anthropic_text_delta(
+    event: Any, current_block: Optional[StreamingContentBlock]
+) -> Optional[str]:
+    """
+    Handle text delta event from Anthropic streaming.
+
+    Args:
+        event: Delta event
+        current_block: Current text block being accumulated
+
+    Returns:
+        Text delta if present
+    """
+
+    if hasattr(event, "delta") and hasattr(event.delta, "text"):
+        delta_text = event.delta.text or ""
+
+        if current_block is not None and current_block.get("type") == "text":
+            text_val = current_block.get("text")
+            if text_val is not None:
+                current_block["text"] = text_val + delta_text
+            else:
+                current_block["text"] = delta_text
+
+        return delta_text
+
+    return None
+
+
+def handle_anthropic_tool_delta(
+    event: Any,
+    content_blocks: List[StreamingContentBlock],
+    tools_in_progress: Dict[str, ToolInProgress],
+) -> None:
+    """
+    Handle tool input delta event from Anthropic streaming.
+
+    Args:
+        event: Tool delta event
+        content_blocks: List of content blocks
+        tools_in_progress: Dictionary tracking tools being accumulated
+    """
+
+    if not (hasattr(event, "type") and event.type == "content_block_delta"):
+        return
+
+    if not (
+        hasattr(event, "delta")
+        and hasattr(event.delta, "type")
+        and event.delta.type == "input_json_delta"
+    ):
+        return
+
+    if hasattr(event, "index") and event.index < len(content_blocks):
+        block = content_blocks[event.index]
+
+        if block.get("type") == "function" and block.get("id") in tools_in_progress:
+            tool = tools_in_progress[block["id"]]
+            partial_json = getattr(event.delta, "partial_json", "")
+            tool["input_string"] += partial_json
+
+
+def finalize_anthropic_tool_input(
+    event: Any,
+    content_blocks: List[StreamingContentBlock],
+    tools_in_progress: Dict[str, ToolInProgress],
+) -> None:
+    """
+    Finalize tool input when content block stops.
+
+    Args:
+        event: Content block stop event
+        content_blocks: List of content blocks
+        tools_in_progress: Dictionary tracking tools being accumulated
+    """
+
+    if not (hasattr(event, "type") and event.type == "content_block_stop"):
+        return
+
+    if hasattr(event, "index") and event.index < len(content_blocks):
+        block = content_blocks[event.index]
+
+        if block.get("type") == "function" and block.get("id") in tools_in_progress:
+            tool = tools_in_progress[block["id"]]
+
+            try:
+                block["function"]["arguments"] = json.loads(tool["input_string"])
+            except (json.JSONDecodeError, Exception):
+                # Keep empty dict if parsing fails
+                pass
+
+            del tools_in_progress[block["id"]]
+
+
+def format_anthropic_streaming_input(kwargs: Dict[str, Any]) -> Any:
+    """
+    Format Anthropic streaming input using system prompt merging.
+
+    Args:
+        kwargs: Keyword arguments passed to Anthropic API
+
+    Returns:
+        Formatted input ready for PostHog tracking
+    """
+    from posthog.ai.utils import merge_system_prompt
+
+    return merge_system_prompt(kwargs, "anthropic")
+
+
+def format_anthropic_streaming_output_complete(
+    content_blocks: List[StreamingContentBlock], accumulated_content: str
+) -> List[FormattedMessage]:
+    """
+    Format complete Anthropic streaming output.
+
+    Combines existing logic for formatting content blocks with fallback to accumulated content.
+
+    Args:
+        content_blocks: List of content blocks accumulated during streaming
+        accumulated_content: Raw accumulated text content as fallback
+
+    Returns:
+        Formatted messages ready for PostHog tracking
+    """
+    formatted_content = format_anthropic_streaming_content(content_blocks)
+
+    if formatted_content:
+        return [{"role": "assistant", "content": formatted_content}]
+    else:
+        # Fallback to accumulated content if no blocks
+        return [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": accumulated_content}],
+            }
+        ]
diff --git a/posthog/ai/anthropic/anthropic_providers.py b/posthog/ai/anthropic/anthropic_providers.py
new file mode 100644
index 00000000..8b816b16
--- /dev/null
+++ b/posthog/ai/anthropic/anthropic_providers.py
@@ -0,0 +1,89 @@
+try:
+    import anthropic
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the Anthropic SDK to use this feature: 'pip install anthropic'"
+    )
+
+from typing import Optional
+
+from posthog.ai.anthropic.anthropic import WrappedMessages
+from posthog.ai.anthropic.anthropic_async import AsyncWrappedMessages
+from posthog.client import Client as PostHogClient
+from posthog import setup
+
+
+class AnthropicBedrock(anthropic.AnthropicBedrock):
+    """
+    A wrapper around the Anthropic Bedrock SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: If provided, events will be captured via this client
+                instead of the global ``posthog`` client.
+            **kwargs: Arguments passed to ``anthropic.AnthropicBedrock``.
+        """
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+        self.messages = WrappedMessages(self)
+
+
+class AsyncAnthropicBedrock(anthropic.AsyncAnthropicBedrock):
+    """
+    A wrapper around the Anthropic Bedrock SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: If provided, events will be captured via this client
+                instead of the global ``posthog`` client.
+            **kwargs: Arguments passed to ``anthropic.AsyncAnthropicBedrock``.
+        """
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+        self.messages = AsyncWrappedMessages(self)
+
+
+class AnthropicVertex(anthropic.AnthropicVertex):
+    """
+    A wrapper around the Anthropic Vertex SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: If provided, events will be captured via this client
+                instead of the global ``posthog`` client.
+            **kwargs: Arguments passed to ``anthropic.AnthropicVertex``.
+        """
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+        self.messages = WrappedMessages(self)
+
+
+class AsyncAnthropicVertex(anthropic.AsyncAnthropicVertex):
+    """
+    A wrapper around the Anthropic Vertex SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: If provided, events will be captured via this client
+                instead of the global ``posthog`` client.
+            **kwargs: Arguments passed to ``anthropic.AsyncAnthropicVertex``.
+        """
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+        self.messages = AsyncWrappedMessages(self)
diff --git a/posthog/ai/claude_agent_sdk/__init__.py b/posthog/ai/claude_agent_sdk/__init__.py
new file mode 100644
index 00000000..170a08c0
--- /dev/null
+++ b/posthog/ai/claude_agent_sdk/__init__.py
@@ -0,0 +1,151 @@
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING, Any, Callable, Dict, Optional, Union
+
+if TYPE_CHECKING:
+    from claude_agent_sdk.types import ClaudeAgentOptions, ResultMessage
+
+    from posthog.client import Client
+
+try:
+    import claude_agent_sdk  # noqa: F401
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the Claude Agent SDK to use this feature: 'pip install claude-agent-sdk'"
+    )
+
+from posthog.ai.claude_agent_sdk.client import PostHogClaudeSDKClient
+from posthog.ai.claude_agent_sdk.processor import PostHogClaudeAgentProcessor
+
+log = logging.getLogger("posthog")
+
+__all__ = [
+    "PostHogClaudeAgentProcessor",
+    "PostHogClaudeSDKClient",
+    "instrument",
+    "query",
+]
+
+
+def instrument(
+    client: Optional[Client] = None,
+    distinct_id: Optional[Union[str, Callable[[ResultMessage], Optional[str]]]] = None,
+    privacy_mode: bool = False,
+    groups: Optional[Dict[str, Any]] = None,
+    properties: Optional[Dict[str, Any]] = None,
+) -> PostHogClaudeAgentProcessor:
+    """
+    Create a PostHog-instrumented query wrapper for the Claude Agent SDK.
+
+    Returns a PostHogClaudeAgentProcessor whose .query() method is a drop-in
+    replacement for claude_agent_sdk.query() that automatically emits
+    $ai_generation, $ai_span, and $ai_trace events.
+
+    Args:
+        client: Optional PostHog client instance. If not provided, uses the default client.
+        distinct_id: Optional distinct ID to associate with all events.
+            Can also be a callable that takes a ResultMessage and returns a distinct ID.
+        privacy_mode: If True, redacts sensitive information in tracking.
+        groups: Optional PostHog groups to associate with events.
+        properties: Optional additional properties to include with all events.
+
+    Returns:
+        PostHogClaudeAgentProcessor: A processor whose .query() method wraps claude_agent_sdk.query().
+
+    Example:
+        ```python
+        from posthog.ai.claude_agent_sdk import instrument
+
+        ph = instrument(distinct_id="my-app", properties={"env": "prod"})
+
+        async for message in ph.query(prompt="Hello", options=options):
+            print(message)
+        ```
+    """
+    return PostHogClaudeAgentProcessor(
+        client=client,
+        distinct_id=distinct_id,
+        privacy_mode=privacy_mode,
+        groups=groups,
+        properties=properties,
+    )
+
+
+async def query(
+    *,
+    prompt: Any,
+    options: Optional[ClaudeAgentOptions] = None,
+    transport: Any = None,
+    posthog_client: Optional[Client] = None,
+    posthog_distinct_id: Optional[
+        Union[str, Callable[[ResultMessage], Optional[str]]]
+    ] = None,
+    posthog_trace_id: Optional[str] = None,
+    posthog_properties: Optional[Dict[str, Any]] = None,
+    posthog_privacy_mode: bool = False,
+    posthog_groups: Optional[Dict[str, Any]] = None,
+):
+    """
+    Drop-in replacement for claude_agent_sdk.query() with PostHog instrumentation.
+
+    All original messages are yielded unchanged. PostHog events ($ai_generation,
+    $ai_span, $ai_trace) are emitted automatically.
+
+    Args:
+        prompt: The prompt (same as claude_agent_sdk.query)
+        options: ClaudeAgentOptions (same as claude_agent_sdk.query)
+        transport: Optional transport (same as claude_agent_sdk.query)
+        posthog_client: Optional PostHog client instance.
+        posthog_distinct_id: Optional distinct ID for this query.
+        posthog_trace_id: Optional trace ID (auto-generated if not provided).
+        posthog_properties: Extra properties to include with all events.
+        posthog_privacy_mode: If True, redacts sensitive content.
+        posthog_groups: Optional PostHog groups.
+
+    Example:
+        ```python
+        from posthog.ai.claude_agent_sdk import query
+
+        async for message in query(
+            prompt="Hello",
+            options=options,
+            posthog_distinct_id="my-app",
+            posthog_properties={"pr_number": 123},
+        ):
+            print(message)
+        ```
+    """
+    from claude_agent_sdk import query as original_query
+
+    try:
+        processor = PostHogClaudeAgentProcessor(
+            client=posthog_client,
+            distinct_id=posthog_distinct_id,
+            privacy_mode=posthog_privacy_mode,
+            groups=posthog_groups,
+            properties={},
+        )
+    except ValueError as e:
+        # PostHog is not configured (missing API key); fall back to the
+        # plain SDK so callers are never broken by missing instrumentation.
+        log.warning(
+            "PostHog instrumentation disabled: %s — falling back to plain claude_agent_sdk.query()",
+            e,
+        )
+        async for message in original_query(
+            prompt=prompt, options=options, transport=transport
+        ):
+            yield message
+        return
+
+    async for message in processor.query(
+        prompt=prompt,
+        options=options,
+        transport=transport,
+        posthog_trace_id=posthog_trace_id,
+        posthog_properties=posthog_properties,
+        posthog_privacy_mode=posthog_privacy_mode,
+        posthog_groups=posthog_groups,
+    ):
+        yield message
diff --git a/posthog/ai/claude_agent_sdk/client.py b/posthog/ai/claude_agent_sdk/client.py
new file mode 100644
index 00000000..689fe3db
--- /dev/null
+++ b/posthog/ai/claude_agent_sdk/client.py
@@ -0,0 +1,303 @@
+"""PostHog-instrumented ClaudeSDKClient for stateful multi-turn conversations.
+
+Wraps claude_agent_sdk.ClaudeSDKClient to automatically emit $ai_generation,
+$ai_span, and $ai_trace events across multiple conversation turns.
+"""
+
+import logging
+import time
+import uuid
+from typing import Any, Callable, Dict, List, Optional, Union
+
+try:
+    from claude_agent_sdk import (
+        AssistantMessage,
+        ClaudeSDKClient,
+        ResultMessage,
+        ToolUseBlock,
+        UserMessage,
+    )
+    from claude_agent_sdk.types import ClaudeAgentOptions, StreamEvent
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the Claude Agent SDK to use this feature: 'pip install claude-agent-sdk'"
+    )
+
+from posthog.ai.claude_agent_sdk.processor import (
+    PostHogClaudeAgentProcessor,
+    _GenerationTracker,
+)
+from posthog.client import Client
+
+log = logging.getLogger("posthog")
+
+
+class PostHogClaudeSDKClient:
+    """Wraps ClaudeSDKClient for stateful multi-turn conversations with PostHog instrumentation.
+
+    Usage:
+        async with PostHogClaudeSDKClient(options, posthog_client=ph, posthog_distinct_id="user") as client:
+            await client.query("Hello")
+            async for msg in client.receive_response():
+                ...  # turn 1, emits $ai_generation events
+            await client.query("Follow up")
+            async for msg in client.receive_response():
+                ...  # turn 2, same trace, has conversation history
+    """
+
+    def __init__(
+        self,
+        options: Optional["ClaudeAgentOptions"] = None,
+        transport: Any = None,
+        *,
+        posthog_client: Optional[Client] = None,
+        posthog_distinct_id: Optional[
+            Union[str, Callable[["ResultMessage"], Optional[str]]]
+        ] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+    ):
+        """
+        Initialize a stateful Claude Agent SDK client with PostHog instrumentation.
+
+        Args:
+            options: Claude Agent SDK options. ``include_partial_messages`` is
+                enabled automatically so generations can be tracked.
+            transport: Optional transport passed to ``ClaudeSDKClient``.
+            posthog_client: Optional PostHog client. Uses the default client when omitted.
+            posthog_distinct_id: Optional distinct ID, or a callable that resolves
+                one from a ``ResultMessage``.
+            posthog_trace_id: Optional trace ID shared across the conversation.
+                Generated automatically when omitted.
+            posthog_properties: Additional properties included on emitted AI events.
+            posthog_privacy_mode: Whether to redact captured inputs, outputs, and tool data.
+            posthog_groups: Optional PostHog groups to associate with emitted events.
+        """
+        from dataclasses import replace as dc_replace
+
+        # Ensure partial messages for per-generation tracking
+        if options is None:
+            options = ClaudeAgentOptions(include_partial_messages=True)
+        elif not options.include_partial_messages:
+            options = dc_replace(options, include_partial_messages=True)
+
+        self._client = ClaudeSDKClient(options, transport)
+        self._processor = PostHogClaudeAgentProcessor(
+            client=posthog_client,
+            distinct_id=posthog_distinct_id,
+            privacy_mode=posthog_privacy_mode,
+            groups=posthog_groups,
+            properties=posthog_properties or {},
+        )
+        self._trace_id = posthog_trace_id or str(uuid.uuid4())
+        self._distinct_id = posthog_distinct_id
+        self._extra_props = posthog_properties or {}
+        self._privacy = posthog_privacy_mode
+        self._groups = posthog_groups or {}
+
+        # Shared state across turns
+        self._tracker = _GenerationTracker()
+        self._generation_index = 0
+        self._current_generation_span_id: Optional[str] = None
+        self._current_input: Optional[List[Dict[str, Any]]] = None
+        self._next_input: Optional[List[Dict[str, Any]]] = None
+        self._pending_output: List[Dict[str, Any]] = []
+        self._query_start = time.time()
+
+    async def connect(self, prompt: Any = None) -> None:
+        """
+        Connect the underlying Claude SDK client.
+
+        Args:
+            prompt: Optional initial prompt passed to ``ClaudeSDKClient.connect``.
+        """
+        await self._client.connect(prompt)
+
+    async def query(self, prompt: str, session_id: str = "default") -> None:
+        """
+        Send a prompt to the Claude Agent SDK conversation.
+
+        Args:
+            prompt: User prompt to send.
+            session_id: Claude Agent SDK session ID. Defaults to ``"default"``.
+        """
+        # Track the prompt as input for the next generation
+        self._current_input = [{"role": "user", "content": prompt}]
+        await self._client.query(prompt, session_id)
+
+    async def receive_response(self):
+        """Instrumented receive_response -- yields all messages, emits PostHog events."""
+        async for message in self._client.receive_response():
+            try:
+                if isinstance(message, StreamEvent):
+                    self._tracker.process_stream_event(message)
+
+                    if self._tracker.has_completed_generation():
+                        gen = self._tracker.pop_generation()
+                        self._generation_index += 1
+                        self._current_generation_span_id = gen.span_id
+                        self._processor._emit_generation(
+                            gen,
+                            self._trace_id,
+                            self._generation_index,
+                            self._current_input,
+                            self._pending_output or None,
+                            self._distinct_id,
+                            self._extra_props,
+                            self._privacy,
+                            self._groups,
+                        )
+                        self._current_input = self._next_input
+                        self._next_input = None
+                        self._pending_output = []
+
+                elif isinstance(message, AssistantMessage):
+                    self._tracker.set_model(message.model)
+                    parent_id = (
+                        self._tracker.current_span_id
+                        or self._current_generation_span_id
+                    )
+                    output_content: List[Dict[str, Any]] = []
+                    for block in message.content:
+                        if isinstance(block, ToolUseBlock):
+                            self._processor._emit_tool_span(
+                                block,
+                                self._trace_id,
+                                parent_id,
+                                self._distinct_id,
+                                self._extra_props,
+                                self._privacy,
+                                self._groups,
+                            )
+                            output_content.append(
+                                {
+                                    "type": "function",
+                                    "function": {
+                                        "name": block.name,
+                                        "arguments": block.input,
+                                    },
+                                }
+                            )
+                        elif hasattr(block, "text"):
+                            output_content.append({"type": "text", "text": block.text})
+                    if output_content:
+                        self._pending_output = [
+                            {"role": "assistant", "content": output_content}
+                        ]
+
+                elif isinstance(message, UserMessage):
+                    content = message.content
+                    if isinstance(content, str):
+                        self._next_input = [{"role": "user", "content": content}]
+                    elif isinstance(content, list):
+                        formatted: List[Dict[str, Any]] = []
+                        for block in content:
+                            if hasattr(block, "tool_use_id"):
+                                formatted.append(
+                                    {
+                                        "type": "tool_result",
+                                        "tool_use_id": block.tool_use_id,
+                                        "content": str(block.content)[:500]
+                                        if block.content
+                                        else None,
+                                    }
+                                )
+                            elif hasattr(block, "text"):
+                                formatted.append({"type": "text", "text": block.text})
+                        if formatted:
+                            self._next_input = [{"role": "user", "content": formatted}]
+
+                elif isinstance(message, ResultMessage):
+                    if not self._tracker.had_any_stream_events:
+                        self._processor._emit_generation_from_result(
+                            message,
+                            self._trace_id,
+                            self._tracker.last_model,
+                            self._query_start,
+                            self._current_input,
+                            self._pending_output,
+                            self._distinct_id,
+                            self._extra_props,
+                            self._privacy,
+                            self._groups,
+                        )
+                    # Don't emit trace here -- wait for disconnect/close
+                    # so multi-turn sessions get one trace at the end
+
+            except Exception as e:
+                log.debug(f"PostHog instrumentation error (non-fatal): {e}")
+
+            yield message
+
+    async def disconnect(self) -> None:
+        """
+        Disconnect the underlying client and emit the final PostHog trace event.
+        """
+        # Emit the trace event covering the entire session
+        try:
+            latency = time.time() - self._query_start
+            resolved_id = self._processor._resolve_distinct_id(self._distinct_id)
+
+            properties: Dict[str, Any] = {
+                "$ai_trace_id": self._trace_id,
+                "$ai_trace_name": "claude_agent_sdk_session",
+                "$ai_provider": "anthropic",
+                "$ai_framework": "claude-agent-sdk",
+                "$ai_latency": latency,
+                **self._extra_props,
+            }
+
+            if resolved_id is None:
+                properties["$process_person_profile"] = False
+
+            self._processor._capture_event(
+                "$ai_trace",
+                properties,
+                resolved_id or self._trace_id,
+                self._groups,
+            )
+
+            try:
+                ph = self._processor._client
+                if hasattr(ph, "flush") and callable(ph.flush):
+                    ph.flush()
+            except Exception as e:
+                log.debug(f"Error flushing PostHog client: {e}")
+
+        except Exception as e:
+            log.debug(f"PostHog trace emission error (non-fatal): {e}")
+
+        await self._client.disconnect()
+
+    # Delegate other methods
+    async def interrupt(self) -> None:
+        """Interrupt the current Claude Agent SDK operation."""
+        await self._client.interrupt()
+
+    async def set_permission_mode(self, mode: str) -> None:
+        """
+        Set the Claude Agent SDK permission mode.
+
+        Args:
+            mode: Permission mode to pass to the underlying client.
+        """
+        await self._client.set_permission_mode(mode)
+
+    async def set_model(self, model: Optional[str] = None) -> None:
+        """
+        Set the model used by the Claude Agent SDK client.
+
+        Args:
+            model: Model name, or ``None`` to use the SDK default.
+        """
+        await self._client.set_model(model)
+
+    async def __aenter__(self) -> "PostHogClaudeSDKClient":
+        await self.connect()
+        return self
+
+    async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> bool:
+        await self.disconnect()
+        return False
diff --git a/posthog/ai/claude_agent_sdk/processor.py b/posthog/ai/claude_agent_sdk/processor.py
new file mode 100644
index 00000000..09d8187e
--- /dev/null
+++ b/posthog/ai/claude_agent_sdk/processor.py
@@ -0,0 +1,626 @@
+"""PostHog LLM Analytics processor for the Claude Agent SDK.
+
+Wraps claude_agent_sdk.query() to automatically emit $ai_generation,
+$ai_span, and $ai_trace events to PostHog.
+"""
+
+import logging
+import time
+import uuid
+from dataclasses import dataclass, field
+from typing import Any, Callable, Dict, List, Optional, Union
+
+try:
+    from claude_agent_sdk import (
+        AssistantMessage,
+        ResultMessage,
+        ToolUseBlock,
+        UserMessage,
+    )
+    from claude_agent_sdk import query as original_query
+    from claude_agent_sdk.types import ClaudeAgentOptions, StreamEvent
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the Claude Agent SDK to use this feature: 'pip install claude-agent-sdk'"
+    )
+
+from posthog import setup
+from posthog.client import Client
+
+log = logging.getLogger("posthog")
+
+
+@dataclass
+class _GenerationData:
+    """Data accumulated for a single LLM generation (one API call)."""
+
+    model: Optional[str] = None
+    input_tokens: int = 0
+    output_tokens: int = 0
+    cache_read_input_tokens: int = 0
+    cache_creation_input_tokens: int = 0
+    start_time: float = 0.0
+    end_time: float = 0.0
+    span_id: str = field(default_factory=lambda: str(uuid.uuid4()))
+    stop_reason: Optional[str] = None
+
+
+class _GenerationTracker:
+    """Tracks StreamEvent boundaries to reconstruct per-generation metrics.
+
+    Each message_start -> message_stop cycle in the Anthropic streaming protocol
+    represents one API call (one generation).
+    """
+
+    def __init__(self) -> None:
+        self._current: Optional[_GenerationData] = None
+        self._completed: List[_GenerationData] = []
+        self._last_model: Optional[str] = None
+        self._received_stream_events: bool = False
+
+    def process_stream_event(self, event: "StreamEvent") -> None:
+        self._received_stream_events = True
+        raw = event.event
+        event_type = raw.get("type")
+
+        if event_type == "message_start":
+            self._current = _GenerationData(start_time=time.time())
+            message = raw.get("message", {})
+            self._current.model = message.get("model")
+            usage = message.get("usage", {})
+            self._current.input_tokens = usage.get("input_tokens", 0)
+            self._current.output_tokens = usage.get("output_tokens", 0)
+            self._current.cache_read_input_tokens = usage.get(
+                "cache_read_input_tokens", 0
+            )
+            self._current.cache_creation_input_tokens = usage.get(
+                "cache_creation_input_tokens", 0
+            )
+
+        elif event_type == "message_delta" and self._current is not None:
+            usage = raw.get("usage", {})
+            # message_delta usage reports cumulative output tokens
+            if usage.get("output_tokens"):
+                self._current.output_tokens = usage["output_tokens"]
+            # Extract stop reason from message_delta
+            delta_stop_reason = raw.get("delta", {}).get("stop_reason")
+            if delta_stop_reason is not None:
+                self._current.stop_reason = delta_stop_reason
+
+        elif event_type == "message_stop" and self._current is not None:
+            self._current.end_time = time.time()
+            self._completed.append(self._current)
+            self._last_model = self._current.model
+            self._current = None
+
+    def set_model(self, model: str) -> None:
+        self._last_model = model
+
+    @property
+    def last_model(self) -> Optional[str]:
+        return self._last_model
+
+    def has_completed_generation(self) -> bool:
+        return len(self._completed) > 0
+
+    def pop_generation(self) -> _GenerationData:
+        return self._completed.pop(0)
+
+    def has_pending(self) -> bool:
+        return self._current is not None
+
+    @property
+    def generation_count(self) -> int:
+        return len(self._completed)
+
+    @property
+    def current_span_id(self) -> Optional[str]:
+        """Span ID of the generation currently in progress (before message_stop)."""
+        return self._current.span_id if self._current else None
+
+    @property
+    def had_any_stream_events(self) -> bool:
+        """Whether we received any StreamEvents at all."""
+        return self._received_stream_events
+
+
+class PostHogClaudeAgentProcessor:
+    """Wraps claude_agent_sdk.query() to emit PostHog LLM analytics events.
+
+    Emits:
+    - $ai_generation: one per Anthropic API call (reconstructed from StreamEvents)
+    - $ai_span: one per tool use (ToolUseBlock in AssistantMessage)
+    - $ai_trace: one per query() call (on ResultMessage)
+    """
+
+    def __init__(
+        self,
+        client: Optional[Client] = None,
+        distinct_id: Optional[
+            Union[str, Callable[["ResultMessage"], Optional[str]]]
+        ] = None,
+        privacy_mode: bool = False,
+        groups: Optional[Dict[str, Any]] = None,
+        properties: Optional[Dict[str, Any]] = None,
+    ):
+        """
+        Initialize a Claude Agent SDK query processor.
+
+        Args:
+            client: Optional PostHog client. Uses the default client when omitted.
+            distinct_id: Optional distinct ID for emitted events, or a callable
+                that receives a ``ResultMessage`` and returns one.
+            privacy_mode: Whether to redact captured inputs, outputs, and tool data.
+            groups: Optional PostHog groups to associate with emitted events.
+            properties: Additional properties included on emitted AI events.
+        """
+        self._client = client or setup()
+        self._distinct_id = distinct_id
+        self._privacy_mode = privacy_mode
+        self._groups = groups or {}
+        self._properties = properties or {}
+
+    def _get_distinct_id(
+        self, result: Optional["ResultMessage"] = None
+    ) -> Optional[str]:
+        if callable(self._distinct_id):
+            if result:
+                val = self._distinct_id(result)
+                if val:
+                    return str(val)
+            return None
+        elif self._distinct_id:
+            return str(self._distinct_id)
+        return None
+
+    def _with_privacy_mode(self, value: Any) -> Any:
+        if self._privacy_mode or (
+            hasattr(self._client, "privacy_mode") and self._client.privacy_mode
+        ):
+            return None
+        return value
+
+    def _capture_event(
+        self,
+        event: str,
+        properties: Dict[str, Any],
+        distinct_id: Optional[str] = None,
+        groups: Optional[Dict[str, Any]] = None,
+    ) -> None:
+        try:
+            if not hasattr(self._client, "capture") or not callable(
+                self._client.capture
+            ):
+                return
+
+            final_properties = {
+                **properties,
+                **self._properties,
+            }
+
+            self._client.capture(
+                distinct_id=distinct_id or "unknown",
+                event=event,
+                properties=final_properties,
+                groups=groups if groups is not None else self._groups,
+            )
+        except Exception as e:
+            log.debug(f"Failed to capture PostHog event: {e}")
+
+    async def query(
+        self,
+        *,
+        prompt: Any,
+        options: Optional[ClaudeAgentOptions] = None,
+        transport: Any = None,
+        posthog_distinct_id: Optional[
+            Union[str, Callable[["ResultMessage"], Optional[str]]]
+        ] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: Optional[bool] = None,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+    ):
+        """Drop-in replacement for claude_agent_sdk.query() with PostHog instrumentation.
+
+        All original messages are yielded unchanged. PostHog events are emitted
+        automatically in the background.
+
+        Args:
+            prompt: The prompt (same as claude_agent_sdk.query)
+            options: ClaudeAgentOptions (same as claude_agent_sdk.query)
+            transport: Optional transport (same as claude_agent_sdk.query)
+            posthog_distinct_id: Override distinct_id for this query
+            posthog_trace_id: Override trace_id for this query
+            posthog_properties: Extra properties merged into all events for this query
+            posthog_privacy_mode: Override privacy mode for this query
+            posthog_groups: Override groups for this query
+        """
+        from dataclasses import replace
+
+        # Per-call overrides
+        distinct_id_override = posthog_distinct_id or self._distinct_id
+        trace_id = posthog_trace_id or str(uuid.uuid4())
+        extra_props = posthog_properties or {}
+        privacy = (
+            posthog_privacy_mode
+            if posthog_privacy_mode is not None
+            else self._privacy_mode
+        )
+        groups = posthog_groups or self._groups
+
+        # Ensure partial messages are enabled for per-generation tracking
+        if options is None:
+            options = ClaudeAgentOptions(include_partial_messages=True)
+        elif not options.include_partial_messages:
+            options = replace(options, include_partial_messages=True)
+
+        tracker = _GenerationTracker()
+        query_start = time.time()
+        generation_index = 0
+        current_generation_span_id: Optional[str] = None
+
+        # Track input/output for generation events
+        initial_input: List[Dict[str, Any]] = []
+        if isinstance(prompt, str):
+            initial_input = [{"role": "user", "content": prompt}]
+        if options and options.system_prompt and isinstance(options.system_prompt, str):
+            initial_input = [
+                {"role": "system", "content": options.system_prompt}
+            ] + initial_input
+
+        # Two-slot input tracking:
+        # - current_input: input for the generation currently in progress
+        # - next_input: tool results that arrive mid-turn, queued for the next generation
+        #
+        # Message ordering from the SDK is:
+        #   message_start → content_blocks → AssistantMessage → UserMessage(tool result) → message_stop
+        # So UserMessage arrives *before* message_stop. When message_stop fires we emit
+        # with current_input, then promote next_input → current_input for the next turn.
+        current_input: Optional[List[Dict[str, Any]]] = initial_input or None
+        next_input: Optional[List[Dict[str, Any]]] = None
+
+        # Accumulate assistant output per generation
+        pending_output: List[Dict[str, Any]] = []
+
+        async for message in original_query(
+            prompt=prompt, options=options, transport=transport
+        ):
+            # All instrumentation is wrapped in try/except so PostHog errors
+            # never interrupt the underlying Claude Agent SDK query.
+            try:
+                if isinstance(message, StreamEvent):
+                    tracker.process_stream_event(message)
+
+                    # Emit $ai_generation when a turn completes
+                    if tracker.has_completed_generation():
+                        gen = tracker.pop_generation()
+                        generation_index += 1
+                        current_generation_span_id = gen.span_id
+                        self._emit_generation(
+                            gen,
+                            trace_id,
+                            generation_index,
+                            current_input,
+                            pending_output or None,
+                            distinct_id_override,
+                            extra_props,
+                            privacy,
+                            groups,
+                        )
+                        # Promote: tool results from this turn become input for next turn
+                        current_input = next_input
+                        next_input = None
+                        pending_output = []
+
+                elif isinstance(message, AssistantMessage):
+                    tracker.set_model(message.model)
+                    # Use the in-progress generation's span_id as parent for tool spans.
+                    # AssistantMessage arrives before message_stop, so current_generation_span_id
+                    # would be stale (from the previous turn). tracker.current_span_id gives us
+                    # the correct in-progress generation.
+                    parent_id = tracker.current_span_id or current_generation_span_id
+                    # Build output content from assistant blocks
+                    output_content: List[Dict[str, Any]] = []
+                    for block in message.content:
+                        if isinstance(block, ToolUseBlock):
+                            self._emit_tool_span(
+                                block,
+                                trace_id,
+                                parent_id,
+                                distinct_id_override,
+                                extra_props,
+                                privacy,
+                                groups,
+                            )
+                            output_content.append(
+                                {
+                                    "type": "function",
+                                    "function": {
+                                        "name": block.name,
+                                        "arguments": block.input,
+                                    },
+                                }
+                            )
+                        elif hasattr(block, "text"):
+                            output_content.append({"type": "text", "text": block.text})
+                    if output_content:
+                        pending_output = [
+                            {"role": "assistant", "content": output_content}
+                        ]
+
+                elif isinstance(message, UserMessage):
+                    # UserMessages carry tool results. They arrive *before* message_stop
+                    # for the current turn, so queue them as input for the *next* generation.
+                    content = message.content
+                    if isinstance(content, str):
+                        next_input = [{"role": "user", "content": content}]
+                    elif isinstance(content, list):
+                        formatted: List[Dict[str, Any]] = []
+                        for block in content:
+                            if hasattr(block, "tool_use_id"):
+                                formatted.append(
+                                    {
+                                        "type": "tool_result",
+                                        "tool_use_id": block.tool_use_id,
+                                        "content": str(block.content)[:500]
+                                        if block.content
+                                        else None,
+                                    }
+                                )
+                            elif hasattr(block, "text"):
+                                formatted.append({"type": "text", "text": block.text})
+                        if formatted:
+                            next_input = [{"role": "user", "content": formatted}]
+
+                elif isinstance(message, ResultMessage):
+                    # Fallback: if no StreamEvents were received, emit a single
+                    # generation from ResultMessage aggregate data
+                    if not tracker.had_any_stream_events:
+                        self._emit_generation_from_result(
+                            message,
+                            trace_id,
+                            tracker.last_model,
+                            query_start,
+                            initial_input,
+                            pending_output,
+                            distinct_id_override,
+                            extra_props,
+                            privacy,
+                            groups,
+                        )
+
+                    self._emit_trace(
+                        message,
+                        trace_id,
+                        query_start,
+                        distinct_id_override,
+                        extra_props,
+                        privacy,
+                        groups,
+                    )
+
+            except Exception as e:
+                log.debug(f"PostHog instrumentation error (non-fatal): {e}")
+
+            yield message
+
+    def _emit_generation(
+        self,
+        gen: _GenerationData,
+        trace_id: str,
+        generation_index: int,
+        input_messages: Optional[List[Dict[str, Any]]],
+        output_choices: Optional[List[Dict[str, Any]]],
+        distinct_id: Any,
+        extra_props: Dict[str, Any],
+        privacy: bool,
+        groups: Dict[str, Any],
+    ) -> None:
+        resolved_id = self._resolve_distinct_id(distinct_id)
+        latency = (
+            (gen.end_time - gen.start_time) if gen.start_time and gen.end_time else 0
+        )
+
+        properties: Dict[str, Any] = {
+            "$ai_trace_id": trace_id,
+            "$ai_span_id": gen.span_id,
+            "$ai_span_name": f"generation_{generation_index}",
+            "$ai_provider": "anthropic",
+            "$ai_framework": "claude-agent-sdk",
+            "$ai_model": gen.model,
+            "$ai_input_tokens": gen.input_tokens,
+            "$ai_output_tokens": gen.output_tokens,
+            "$ai_latency": latency,
+            **extra_props,
+        }
+
+        if input_messages is not None:
+            properties["$ai_input"] = (
+                None if privacy else self._with_privacy_mode(input_messages)
+            )
+        if output_choices is not None:
+            properties["$ai_output_choices"] = (
+                None if privacy else self._with_privacy_mode(output_choices)
+            )
+
+        if gen.cache_read_input_tokens:
+            properties["$ai_cache_read_input_tokens"] = gen.cache_read_input_tokens
+        if gen.cache_creation_input_tokens:
+            properties["$ai_cache_creation_input_tokens"] = (
+                gen.cache_creation_input_tokens
+            )
+
+        if gen.stop_reason is not None:
+            properties["$ai_stop_reason"] = gen.stop_reason
+
+        if resolved_id is None:
+            properties["$process_person_profile"] = False
+
+        self._capture_event(
+            "$ai_generation", properties, resolved_id or trace_id, groups
+        )
+
+    def _emit_generation_from_result(
+        self,
+        result: "ResultMessage",
+        trace_id: str,
+        model: Optional[str],
+        query_start: float,
+        input_messages: Optional[List[Dict[str, Any]]],
+        output_choices: Optional[List[Dict[str, Any]]],
+        distinct_id: Any,
+        extra_props: Dict[str, Any],
+        privacy: bool,
+        groups: Dict[str, Any],
+    ) -> None:
+        """Fallback: emit a single generation from ResultMessage aggregate data."""
+        resolved_id = self._resolve_distinct_id(distinct_id)
+        usage = result.usage or {}
+
+        properties: Dict[str, Any] = {
+            "$ai_trace_id": trace_id,
+            "$ai_span_id": str(uuid.uuid4()),
+            "$ai_span_name": "generation_1",
+            "$ai_provider": "anthropic",
+            "$ai_framework": "claude-agent-sdk",
+            "$ai_model": model,
+            "$ai_input_tokens": usage.get("input_tokens", 0),
+            "$ai_output_tokens": usage.get("output_tokens", 0),
+            "$ai_latency": result.duration_api_ms / 1000.0
+            if result.duration_api_ms
+            else 0,
+            "$ai_is_error": result.is_error,
+            **extra_props,
+        }
+
+        if input_messages is not None:
+            properties["$ai_input"] = (
+                None if privacy else self._with_privacy_mode(input_messages)
+            )
+        if output_choices is not None:
+            properties["$ai_output_choices"] = (
+                None if privacy else self._with_privacy_mode(output_choices)
+            )
+
+        cache_read = usage.get("cache_read_input_tokens", 0)
+        cache_creation = usage.get("cache_creation_input_tokens", 0)
+        if cache_read:
+            properties["$ai_cache_read_input_tokens"] = cache_read
+        if cache_creation:
+            properties["$ai_cache_creation_input_tokens"] = cache_creation
+
+        if result.total_cost_usd is not None:
+            properties["$ai_total_cost_usd"] = result.total_cost_usd
+
+        if resolved_id is None:
+            properties["$process_person_profile"] = False
+
+        self._capture_event(
+            "$ai_generation", properties, resolved_id or trace_id, groups
+        )
+
+    def _emit_tool_span(
+        self,
+        block: "ToolUseBlock",
+        trace_id: str,
+        parent_span_id: Optional[str],
+        distinct_id: Any,
+        extra_props: Dict[str, Any],
+        privacy: bool,
+        groups: Dict[str, Any],
+    ) -> None:
+        resolved_id = self._resolve_distinct_id(distinct_id)
+
+        properties: Dict[str, Any] = {
+            "$ai_trace_id": trace_id,
+            "$ai_span_id": str(uuid.uuid4()),
+            "$ai_parent_id": parent_span_id,
+            "$ai_span_name": block.name,
+            "$ai_span_type": "tool",
+            "$ai_provider": "anthropic",
+            "$ai_framework": "claude-agent-sdk",
+            **extra_props,
+        }
+
+        if not privacy and not (
+            hasattr(self._client, "privacy_mode") and self._client.privacy_mode
+        ):
+            properties["$ai_input_state"] = _ensure_serializable(block.input)
+
+        if resolved_id is None:
+            properties["$process_person_profile"] = False
+
+        self._capture_event("$ai_span", properties, resolved_id or trace_id, groups)
+
+    def _emit_trace(
+        self,
+        result: "ResultMessage",
+        trace_id: str,
+        query_start: float,
+        distinct_id: Any,
+        extra_props: Dict[str, Any],
+        privacy: bool,
+        groups: Dict[str, Any],
+    ) -> None:
+        resolved_id = self._resolve_distinct_id(distinct_id, result)
+        latency = (
+            result.duration_ms / 1000.0
+            if result.duration_ms
+            else (time.time() - query_start)
+        )
+
+        properties: Dict[str, Any] = {
+            "$ai_trace_id": trace_id,
+            "$ai_trace_name": "claude_agent_sdk_query",
+            "$ai_provider": "anthropic",
+            "$ai_framework": "claude-agent-sdk",
+            "$ai_latency": latency,
+            "$ai_is_error": result.is_error,
+            **extra_props,
+        }
+
+        if result.total_cost_usd is not None:
+            properties["$ai_total_cost_usd"] = result.total_cost_usd
+
+        if resolved_id is None:
+            properties["$process_person_profile"] = False
+
+        self._capture_event("$ai_trace", properties, resolved_id or trace_id, groups)
+
+        # Flush to ensure events are sent before process exits
+        try:
+            if hasattr(self._client, "flush") and callable(self._client.flush):
+                self._client.flush()
+        except Exception as e:
+            log.debug(f"Error flushing PostHog client: {e}")
+
+    def _resolve_distinct_id(
+        self,
+        override: Any,
+        result: Optional["ResultMessage"] = None,
+    ) -> Optional[str]:
+        """Resolve distinct_id from override or instance default."""
+        if callable(override):
+            if result:
+                val = override(result)
+                if val:
+                    return str(val)
+            return None
+        elif override:
+            return str(override)
+        # Fall back to instance default
+        return self._get_distinct_id(result)
+
+
+def _ensure_serializable(obj: Any) -> Any:
+    """Ensure an object is JSON-serializable."""
+    if obj is None:
+        return None
+    try:
+        import json
+
+        json.dumps(obj)
+        return obj
+    except (TypeError, ValueError):
+        return str(obj)
diff --git a/posthog/ai/gateway.py b/posthog/ai/gateway.py
new file mode 100644
index 00000000..cdda6c68
--- /dev/null
+++ b/posthog/ai/gateway.py
@@ -0,0 +1,83 @@
+# Warn when a wrapper's base_url points at the PostHog AI Gateway: the gateway
+# emits its own $ai_generation, so each call would be captured (and, for billable
+# products, billed) twice. We only warn — the wrapper's event carries data the
+# gateway never sees (groups, custom properties, trace hierarchy).
+
+import logging
+import re
+from typing import Any, Mapping, Optional
+from urllib.parse import urlparse
+
+log = logging.getLogger("posthog")
+
+# Keep in sync with the gateway's deployed hosts (see services/llm-gateway in the
+# main repo). gateway.us.posthog.com is live today; the rest are listed ahead of
+# any traffic moving to them.
+POSTHOG_AI_GATEWAY_HOSTS = [
+    "gateway.posthog.com",
+    "gateway.us.posthog.com",
+    "gateway.eu.posthog.com",
+    "ai-gateway.us.posthog.com",
+    "ai-gateway.eu.posthog.com",
+]
+
+# Swap for the dedicated AI Gateway page once it ships.
+_GATEWAY_DOCS_URL = "https://posthog.com/docs/ai-observability"
+
+_SCHEME_RE = re.compile(r"^[a-z][a-z0-9+.-]*://", re.IGNORECASE)
+
+# OTel spans don't pass through the capture funnels, so detect the gateway from
+# the span's host/URL attributes instead. These follow the GenAI / HTTP semantic
+# conventions: `server.address` is a bare host, `url.full` a full URL, both of
+# which is_posthog_ai_gateway_url accepts.
+_OTEL_GATEWAY_URL_ATTRIBUTES = ("server.address", "url.full")
+
+
+def _extract_host(base_url: str) -> Optional[str]:
+    try:
+        # Tolerate bare hosts that omit a scheme, e.g. "gateway.us.posthog.com/v1".
+        url = base_url if _SCHEME_RE.match(base_url) else f"https://{base_url}"
+        host = urlparse(url).hostname
+        return host.lower() if host else None
+    except Exception:
+        return None
+
+
+def is_posthog_ai_gateway_url(base_url: Any) -> bool:
+    """Return True if base_url points at a known PostHog AI Gateway host."""
+    if not base_url:
+        return False
+    host = _extract_host(str(base_url))
+    return host is not None and host in POSTHOG_AI_GATEWAY_HOSTS
+
+
+def warn_if_posthog_ai_gateway(base_url: Any) -> None:
+    """
+    Warn when an AI wrapper is pointed at the PostHog AI Gateway.
+
+    Warns on every gateway call by design: the misconfiguration is impossible to
+    miss that way, and a doubled bill is worse than noisy logs. We only warn and
+    never drop the event, because the wrapper event carries data the gateway
+    never sees (groups, custom properties, trace hierarchy).
+    """
+    if not is_posthog_ai_gateway_url(base_url):
+        return
+    log.warning(
+        "[PostHog] The PostHog AI wrapper is pointed at the PostHog AI Gateway. "
+        "Both capture $ai_generation, so every call is double-counted and "
+        "double-billed. Use one or the other — see %s.",
+        _GATEWAY_DOCS_URL,
+    )
+
+
+def warn_if_posthog_ai_gateway_otel_attributes(
+    attributes: Optional[Mapping[str, Any]],
+) -> None:
+    """Warn at most once per span when its host/URL attributes point at the gateway."""
+    if not attributes:
+        return
+    for key in _OTEL_GATEWAY_URL_ATTRIBUTES:
+        value = attributes.get(key)
+        if isinstance(value, str) and is_posthog_ai_gateway_url(value):
+            warn_if_posthog_ai_gateway(value)
+            return
diff --git a/posthog/ai/gemini/__init__.py b/posthog/ai/gemini/__init__.py
new file mode 100644
index 00000000..c250b8b6
--- /dev/null
+++ b/posthog/ai/gemini/__init__.py
@@ -0,0 +1,25 @@
+from .gemini import Client
+from .gemini_async import AsyncClient
+from .gemini_converter import (
+    format_gemini_input,
+    format_gemini_response,
+    extract_gemini_tools,
+)
+
+
+# Create a genai-like module for perfect drop-in replacement
+class _GenAI:
+    Client = Client
+    AsyncClient = AsyncClient
+
+
+genai = _GenAI()
+
+__all__ = [
+    "Client",
+    "AsyncClient",
+    "genai",
+    "format_gemini_input",
+    "format_gemini_response",
+    "extract_gemini_tools",
+]
diff --git a/posthog/ai/gemini/gemini.py b/posthog/ai/gemini/gemini.py
new file mode 100644
index 00000000..dd749a27
--- /dev/null
+++ b/posthog/ai/gemini/gemini.py
@@ -0,0 +1,535 @@
+import os
+import time
+import uuid
+from typing import Any, Dict, Optional
+
+from posthog.ai.types import TokenUsage, StreamingEventData
+from posthog.ai.utils import merge_system_prompt
+
+try:
+    from google import genai
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the Google Gemini SDK to use this feature: 'pip install google-genai'"
+    )
+
+from posthog import setup
+from posthog.ai.utils import (
+    call_llm_and_track_usage,
+    capture_streaming_event,
+    merge_usage_stats,
+)
+from posthog.ai.gemini.gemini_converter import (
+    extract_gemini_embedding_token_count,
+    extract_gemini_usage_from_chunk,
+    extract_gemini_content_from_chunk,
+    extract_gemini_stop_reason_from_chunk,
+    format_gemini_streaming_output,
+)
+from posthog.ai.utils import with_privacy_mode
+from posthog.ai.sanitization import sanitize_gemini
+from posthog.client import Client as PostHogClient
+
+
+class Client:
+    """
+    A drop-in replacement for genai.Client that automatically sends LLM usage events to PostHog.
+
+    Usage:
+        client = Client(
+            api_key="your_api_key",
+            posthog_client=posthog_client,
+            posthog_distinct_id="default_user",  # Optional defaults
+            posthog_properties={"team": "ai"}    # Optional defaults
+        )
+        response = client.models.generate_content(
+            model="gemini-2.0-flash",
+            contents=["Hello world"],
+            posthog_distinct_id="specific_user"  # Override default
+        )
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(
+        self,
+        api_key: Optional[str] = None,
+        vertexai: Optional[bool] = None,
+        credentials: Optional[Any] = None,
+        project: Optional[str] = None,
+        location: Optional[str] = None,
+        debug_config: Optional[Any] = None,
+        http_options: Optional[Any] = None,
+        posthog_client: Optional[PostHogClient] = None,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs,
+    ):
+        """
+        Args:
+            api_key: Google AI API key. If not provided, will use GOOGLE_API_KEY or API_KEY environment variable (not required for Vertex AI)
+            vertexai: Whether to use Vertex AI authentication
+            credentials: Vertex AI credentials object
+            project: GCP project ID for Vertex AI
+            location: GCP location for Vertex AI
+            debug_config: Debug configuration for the client
+            http_options: HTTP options for the client
+            posthog_client: PostHog client for tracking usage
+            posthog_distinct_id: Default distinct ID for all calls (can be overridden per call)
+            posthog_properties: Default properties for all calls (can be overridden per call)
+            posthog_privacy_mode: Default privacy mode for all calls (can be overridden per call)
+            posthog_groups: Default groups for all calls (can be overridden per call)
+            **kwargs: Additional arguments (for future compatibility)
+        """
+
+        self._ph_client = posthog_client or setup()
+
+        if self._ph_client is None:
+            raise ValueError("posthog_client is required for PostHog tracking")
+
+        self.models = Models(
+            api_key=api_key,
+            vertexai=vertexai,
+            credentials=credentials,
+            project=project,
+            location=location,
+            debug_config=debug_config,
+            http_options=http_options,
+            posthog_client=self._ph_client,
+            posthog_distinct_id=posthog_distinct_id,
+            posthog_properties=posthog_properties,
+            posthog_privacy_mode=posthog_privacy_mode,
+            posthog_groups=posthog_groups,
+            **kwargs,
+        )
+
+
+class Models:
+    """
+    Models interface that mimics genai.Client().models with PostHog tracking.
+    """
+
+    _ph_client: PostHogClient  # Not None after __init__ validation
+
+    def __init__(
+        self,
+        api_key: Optional[str] = None,
+        vertexai: Optional[bool] = None,
+        credentials: Optional[Any] = None,
+        project: Optional[str] = None,
+        location: Optional[str] = None,
+        debug_config: Optional[Any] = None,
+        http_options: Optional[Any] = None,
+        posthog_client: Optional[PostHogClient] = None,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs,
+    ):
+        """
+        Args:
+            api_key: Google AI API key. If not provided, will use GOOGLE_API_KEY or API_KEY environment variable (not required for Vertex AI)
+            vertexai: Whether to use Vertex AI authentication
+            credentials: Vertex AI credentials object
+            project: GCP project ID for Vertex AI
+            location: GCP location for Vertex AI
+            debug_config: Debug configuration for the client
+            http_options: HTTP options for the client
+            posthog_client: PostHog client for tracking usage
+            posthog_distinct_id: Default distinct ID for all calls
+            posthog_properties: Default properties for all calls
+            posthog_privacy_mode: Default privacy mode for all calls
+            posthog_groups: Default groups for all calls
+            **kwargs: Additional arguments (for future compatibility)
+        """
+
+        self._ph_client = posthog_client or setup()
+
+        if self._ph_client is None:
+            raise ValueError("posthog_client is required for PostHog tracking")
+
+        # Store default PostHog settings
+        self._default_distinct_id = posthog_distinct_id
+        self._default_properties = posthog_properties or {}
+        self._default_privacy_mode = posthog_privacy_mode
+        self._default_groups = posthog_groups
+
+        # Build genai.Client arguments
+        client_args: Dict[str, Any] = {}
+
+        # Add Vertex AI parameters if provided
+        if vertexai is not None:
+            client_args["vertexai"] = vertexai
+
+        if credentials is not None:
+            client_args["credentials"] = credentials
+
+        if project is not None:
+            client_args["project"] = project
+
+        if location is not None:
+            client_args["location"] = location
+
+        if debug_config is not None:
+            client_args["debug_config"] = debug_config
+
+        if http_options is not None:
+            client_args["http_options"] = http_options
+
+        # Handle API key authentication
+        if vertexai:
+            # For Vertex AI, api_key is optional
+            if api_key is not None:
+                client_args["api_key"] = api_key
+        else:
+            # For non-Vertex AI mode, api_key is required (backwards compatibility)
+            if api_key is None:
+                api_key = os.environ.get("GOOGLE_API_KEY") or os.environ.get("API_KEY")
+
+            if api_key is None:
+                raise ValueError(
+                    "API key must be provided either as parameter or via GOOGLE_API_KEY/API_KEY environment variable"
+                )
+
+            client_args["api_key"] = api_key
+
+        self._client = genai.Client(**client_args)
+        self._base_url = "https://generativelanguage.googleapis.com"
+
+    def _merge_posthog_params(
+        self,
+        call_distinct_id: Optional[str],
+        call_trace_id: Optional[str],
+        call_properties: Optional[Dict[str, Any]],
+        call_privacy_mode: Optional[bool],
+        call_groups: Optional[Dict[str, Any]],
+    ):
+        """Merge call-level PostHog parameters with client defaults."""
+
+        # Use call-level values if provided, otherwise fall back to defaults
+        distinct_id = (
+            call_distinct_id
+            if call_distinct_id is not None
+            else self._default_distinct_id
+        )
+        privacy_mode = (
+            call_privacy_mode
+            if call_privacy_mode is not None
+            else self._default_privacy_mode
+        )
+        groups = call_groups if call_groups is not None else self._default_groups
+
+        # Merge properties: default properties + call properties (call properties override)
+        properties = dict(self._default_properties)
+
+        if call_properties:
+            properties.update(call_properties)
+
+        if call_trace_id is None:
+            call_trace_id = str(uuid.uuid4())
+
+        return distinct_id, call_trace_id, properties, privacy_mode, groups
+
+    def generate_content(
+        self,
+        model: str,
+        contents,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: Optional[bool] = None,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Generate content using Gemini's API while tracking usage in PostHog.
+
+        This method signature exactly matches genai.Client().models.generate_content()
+        with additional PostHog tracking parameters.
+
+        Args:
+            model: The model to use (e.g., 'gemini-2.0-flash')
+            contents: The input content for generation
+            posthog_distinct_id: ID to associate with the usage event (overrides client default)
+            posthog_trace_id: Trace UUID for linking events (auto-generated if not provided)
+            posthog_properties: Extra properties to include in the event (merged with client defaults)
+            posthog_privacy_mode: Whether to redact sensitive information (overrides client default)
+            posthog_groups: Group analytics properties (overrides client default)
+            **kwargs: Arguments passed to Gemini's generate_content
+        """
+
+        # Merge PostHog parameters
+        distinct_id, trace_id, properties, privacy_mode, groups = (
+            self._merge_posthog_params(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+            )
+        )
+
+        kwargs_with_contents = {"model": model, "contents": contents, **kwargs}
+
+        return call_llm_and_track_usage(
+            distinct_id,
+            self._ph_client,
+            "gemini",
+            trace_id,
+            properties,
+            privacy_mode,
+            groups,
+            self._base_url,
+            self._client.models.generate_content,
+            **kwargs_with_contents,
+        )
+
+    def _generate_content_streaming(
+        self,
+        model: str,
+        contents,
+        distinct_id: Optional[str],
+        trace_id: Optional[str],
+        properties: Optional[Dict[str, Any]],
+        privacy_mode: bool,
+        groups: Optional[Dict[str, Any]],
+        **kwargs: Any,
+    ):
+        start_time = time.time()
+        usage_stats: TokenUsage = TokenUsage(input_tokens=0, output_tokens=0)
+        accumulated_content = []
+        stop_reason: Optional[str] = None
+
+        kwargs_without_stream = {"model": model, "contents": contents, **kwargs}
+        response = self._client.models.generate_content_stream(**kwargs_without_stream)
+
+        def generator():
+            nonlocal usage_stats
+            nonlocal accumulated_content
+            nonlocal stop_reason
+            try:
+                for chunk in response:
+                    # Extract usage stats from chunk
+                    chunk_usage = extract_gemini_usage_from_chunk(chunk)
+
+                    if chunk_usage:
+                        # Gemini reports cumulative totals, not incremental values
+                        merge_usage_stats(usage_stats, chunk_usage, mode="cumulative")
+
+                    # Extract content from chunk (now returns content blocks)
+                    content_block = extract_gemini_content_from_chunk(chunk)
+
+                    if content_block is not None:
+                        accumulated_content.append(content_block)
+
+                    # Extract stop reason from chunk
+                    chunk_stop_reason = extract_gemini_stop_reason_from_chunk(chunk)
+                    if chunk_stop_reason is not None:
+                        stop_reason = chunk_stop_reason
+
+                    yield chunk
+
+            finally:
+                end_time = time.time()
+                latency = end_time - start_time
+
+                self._capture_streaming_event(
+                    model,
+                    contents,
+                    distinct_id,
+                    trace_id,
+                    properties,
+                    privacy_mode,
+                    groups,
+                    kwargs,
+                    usage_stats,
+                    latency,
+                    accumulated_content,
+                    stop_reason=stop_reason,
+                )
+
+        return generator()
+
+    def _capture_streaming_event(
+        self,
+        model: str,
+        contents,
+        distinct_id: Optional[str],
+        trace_id: Optional[str],
+        properties: Optional[Dict[str, Any]],
+        privacy_mode: bool,
+        groups: Optional[Dict[str, Any]],
+        kwargs: Dict[str, Any],
+        usage_stats: TokenUsage,
+        latency: float,
+        output: Any,
+        stop_reason: Optional[str] = None,
+    ):
+        # Prepare standardized event data
+        formatted_input = self._format_input(contents, **kwargs)
+        sanitized_input = sanitize_gemini(formatted_input)
+
+        event_data = StreamingEventData(
+            provider="gemini",
+            model=model,
+            base_url=self._base_url,
+            kwargs=kwargs,
+            formatted_input=sanitized_input,
+            formatted_output=format_gemini_streaming_output(output),
+            usage_stats=usage_stats,
+            latency=latency,
+            distinct_id=distinct_id,
+            trace_id=trace_id,
+            properties=properties,
+            privacy_mode=privacy_mode,
+            groups=groups,
+            stop_reason=stop_reason,
+        )
+
+        # Use the common capture function
+        capture_streaming_event(self._ph_client, event_data)
+
+    def _format_input(self, contents, **kwargs):
+        """Format input contents for PostHog tracking"""
+
+        # Create kwargs dict with contents for merge_system_prompt
+        input_kwargs = {"contents": contents, **kwargs}
+        return merge_system_prompt(input_kwargs, "gemini")
+
+    def generate_content_stream(
+        self,
+        model: str,
+        contents,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: Optional[bool] = None,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Stream content from Gemini while tracking usage in PostHog.
+
+        Args:
+            model: The Gemini model to use.
+            contents: Input content for generation.
+            posthog_distinct_id: Optional distinct ID, overriding the client default.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties merged with client defaults.
+            posthog_privacy_mode: Whether to redact captured input and output,
+                overriding the client default.
+            posthog_groups: Optional PostHog groups, overriding the client default.
+            **kwargs: Arguments passed to Gemini's ``generate_content_stream`` API.
+
+        Returns:
+            A streaming iterator yielding Gemini chunks.
+        """
+        # Merge PostHog parameters
+        distinct_id, trace_id, properties, privacy_mode, groups = (
+            self._merge_posthog_params(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+            )
+        )
+
+        return self._generate_content_streaming(
+            model,
+            contents,
+            distinct_id,
+            trace_id,
+            properties,
+            privacy_mode,
+            groups,
+            **kwargs,
+        )
+
+    def embed_content(
+        self,
+        model: str,
+        contents,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: Optional[bool] = None,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create embeddings using Gemini's API while tracking usage in PostHog.
+
+        Args:
+            model: The model to use (e.g., 'gemini-embedding-001')
+            contents: The input content for embedding
+            posthog_distinct_id: ID to associate with the usage event (overrides client default)
+            posthog_trace_id: Trace UUID for linking events (auto-generated if not provided)
+            posthog_properties: Extra properties to include in the event (merged with client defaults)
+            posthog_privacy_mode: Whether to redact sensitive information (overrides client default)
+            posthog_groups: Group analytics properties (overrides client default)
+            **kwargs: Arguments passed to Gemini's embed_content (e.g., config)
+        """
+        distinct_id, trace_id, properties, privacy_mode, groups = (
+            self._merge_posthog_params(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+            )
+        )
+
+        start_time = time.time()
+        response = None
+        error = None
+        http_status = 200
+
+        try:
+            response = self._client.models.embed_content(
+                model=model, contents=contents, **kwargs
+            )
+        except Exception as exc:
+            error = exc
+            http_status = getattr(exc, "status_code", 0)
+        finally:
+            end_time = time.time()
+            latency = end_time - start_time
+
+            input_tokens = (
+                extract_gemini_embedding_token_count(response) if response else 0
+            )
+
+            event_properties = {
+                "$ai_provider": "gemini",
+                "$ai_model": model,
+                "$ai_input": with_privacy_mode(self._ph_client, privacy_mode, contents),
+                "$ai_http_status": http_status,
+                "$ai_input_tokens": input_tokens,
+                "$ai_latency": latency,
+                "$ai_trace_id": trace_id,
+                "$ai_base_url": self._base_url,
+                **(properties or {}),
+            }
+
+            if error:
+                event_properties["$ai_is_error"] = True
+                event_properties["$ai_error"] = str(error)
+
+            if distinct_id is None:
+                event_properties["$process_person_profile"] = False
+
+            self._ph_client.capture(
+                distinct_id=distinct_id or trace_id,
+                event="$ai_embedding",
+                properties=event_properties,
+                groups=groups,
+            )
+
+        if error:
+            raise error
+
+        return response
diff --git a/posthog/ai/gemini/gemini_async.py b/posthog/ai/gemini/gemini_async.py
new file mode 100644
index 00000000..07ba3f02
--- /dev/null
+++ b/posthog/ai/gemini/gemini_async.py
@@ -0,0 +1,539 @@
+import os
+import time
+import uuid
+from typing import Any, Dict, Optional
+
+from posthog.ai.stream import AsyncStreamWrapper
+from posthog.ai.types import TokenUsage, StreamingEventData
+from posthog.ai.utils import merge_system_prompt
+
+try:
+    from google import genai
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the Google Gemini SDK to use this feature: 'pip install google-genai'"
+    )
+
+from posthog import setup
+from posthog.ai.utils import (
+    call_llm_and_track_usage_async,
+    capture_streaming_event,
+    merge_usage_stats,
+)
+from posthog.ai.gemini.gemini_converter import (
+    extract_gemini_embedding_token_count,
+    extract_gemini_usage_from_chunk,
+    extract_gemini_content_from_chunk,
+    extract_gemini_stop_reason_from_chunk,
+    format_gemini_streaming_output,
+)
+from posthog.ai.utils import with_privacy_mode
+from posthog.ai.sanitization import sanitize_gemini
+from posthog.client import Client as PostHogClient
+
+
+class AsyncClient:
+    """
+    An async drop-in replacement for genai.Client that automatically sends LLM usage events to PostHog.
+
+    Usage:
+        client = AsyncClient(
+            api_key="your_api_key",
+            posthog_client=posthog_client,
+            posthog_distinct_id="default_user",  # Optional defaults
+            posthog_properties={"team": "ai"}    # Optional defaults
+        )
+        response = await client.models.generate_content(
+            model="gemini-2.0-flash",
+            contents=["Hello world"],
+            posthog_distinct_id="specific_user"  # Override default
+        )
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(
+        self,
+        api_key: Optional[str] = None,
+        vertexai: Optional[bool] = None,
+        credentials: Optional[Any] = None,
+        project: Optional[str] = None,
+        location: Optional[str] = None,
+        debug_config: Optional[Any] = None,
+        http_options: Optional[Any] = None,
+        posthog_client: Optional[PostHogClient] = None,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs,
+    ):
+        """
+        Args:
+            api_key: Google AI API key. If not provided, will use GOOGLE_API_KEY or API_KEY environment variable (not required for Vertex AI)
+            vertexai: Whether to use Vertex AI authentication
+            credentials: Vertex AI credentials object
+            project: GCP project ID for Vertex AI
+            location: GCP location for Vertex AI
+            debug_config: Debug configuration for the client
+            http_options: HTTP options for the client
+            posthog_client: PostHog client for tracking usage
+            posthog_distinct_id: Default distinct ID for all calls (can be overridden per call)
+            posthog_properties: Default properties for all calls (can be overridden per call)
+            posthog_privacy_mode: Default privacy mode for all calls (can be overridden per call)
+            posthog_groups: Default groups for all calls (can be overridden per call)
+            **kwargs: Additional arguments (for future compatibility)
+        """
+
+        self._ph_client = posthog_client or setup()
+
+        if self._ph_client is None:
+            raise ValueError("posthog_client is required for PostHog tracking")
+
+        self.models = AsyncModels(
+            api_key=api_key,
+            vertexai=vertexai,
+            credentials=credentials,
+            project=project,
+            location=location,
+            debug_config=debug_config,
+            http_options=http_options,
+            posthog_client=self._ph_client,
+            posthog_distinct_id=posthog_distinct_id,
+            posthog_properties=posthog_properties,
+            posthog_privacy_mode=posthog_privacy_mode,
+            posthog_groups=posthog_groups,
+            **kwargs,
+        )
+
+
+class AsyncModels:
+    """
+    Async Models interface that mimics genai.Client().aio.models with PostHog tracking.
+    """
+
+    _ph_client: PostHogClient  # Not None after __init__ validation
+
+    def __init__(
+        self,
+        api_key: Optional[str] = None,
+        vertexai: Optional[bool] = None,
+        credentials: Optional[Any] = None,
+        project: Optional[str] = None,
+        location: Optional[str] = None,
+        debug_config: Optional[Any] = None,
+        http_options: Optional[Any] = None,
+        posthog_client: Optional[PostHogClient] = None,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs,
+    ):
+        """
+        Args:
+            api_key: Google AI API key. If not provided, will use GOOGLE_API_KEY or API_KEY environment variable (not required for Vertex AI)
+            vertexai: Whether to use Vertex AI authentication
+            credentials: Vertex AI credentials object
+            project: GCP project ID for Vertex AI
+            location: GCP location for Vertex AI
+            debug_config: Debug configuration for the client
+            http_options: HTTP options for the client
+            posthog_client: PostHog client for tracking usage
+            posthog_distinct_id: Default distinct ID for all calls
+            posthog_properties: Default properties for all calls
+            posthog_privacy_mode: Default privacy mode for all calls
+            posthog_groups: Default groups for all calls
+            **kwargs: Additional arguments (for future compatibility)
+        """
+
+        self._ph_client = posthog_client or setup()
+
+        if self._ph_client is None:
+            raise ValueError("posthog_client is required for PostHog tracking")
+
+        # Store default PostHog settings
+        self._default_distinct_id = posthog_distinct_id
+        self._default_properties = posthog_properties or {}
+        self._default_privacy_mode = posthog_privacy_mode
+        self._default_groups = posthog_groups
+
+        # Build genai.Client arguments
+        client_args: Dict[str, Any] = {}
+
+        # Add Vertex AI parameters if provided
+        if vertexai is not None:
+            client_args["vertexai"] = vertexai
+
+        if credentials is not None:
+            client_args["credentials"] = credentials
+
+        if project is not None:
+            client_args["project"] = project
+
+        if location is not None:
+            client_args["location"] = location
+
+        if debug_config is not None:
+            client_args["debug_config"] = debug_config
+
+        if http_options is not None:
+            client_args["http_options"] = http_options
+
+        # Handle API key authentication
+        if vertexai:
+            # For Vertex AI, api_key is optional
+            if api_key is not None:
+                client_args["api_key"] = api_key
+        else:
+            # For non-Vertex AI mode, api_key is required (backwards compatibility)
+            if api_key is None:
+                api_key = os.environ.get("GOOGLE_API_KEY") or os.environ.get("API_KEY")
+
+            if api_key is None:
+                raise ValueError(
+                    "API key must be provided either as parameter or via GOOGLE_API_KEY/API_KEY environment variable"
+                )
+
+            client_args["api_key"] = api_key
+
+        self._client = genai.Client(**client_args)
+        self._base_url = "https://generativelanguage.googleapis.com"
+
+    def _merge_posthog_params(
+        self,
+        call_distinct_id: Optional[str],
+        call_trace_id: Optional[str],
+        call_properties: Optional[Dict[str, Any]],
+        call_privacy_mode: Optional[bool],
+        call_groups: Optional[Dict[str, Any]],
+    ):
+        """Merge call-level PostHog parameters with client defaults."""
+
+        # Use call-level values if provided, otherwise fall back to defaults
+        distinct_id = (
+            call_distinct_id
+            if call_distinct_id is not None
+            else self._default_distinct_id
+        )
+        privacy_mode = (
+            call_privacy_mode
+            if call_privacy_mode is not None
+            else self._default_privacy_mode
+        )
+        groups = call_groups if call_groups is not None else self._default_groups
+
+        # Merge properties: default properties + call properties (call properties override)
+        properties = dict(self._default_properties)
+
+        if call_properties:
+            properties.update(call_properties)
+
+        if call_trace_id is None:
+            call_trace_id = str(uuid.uuid4())
+
+        return distinct_id, call_trace_id, properties, privacy_mode, groups
+
+    async def generate_content(
+        self,
+        model: str,
+        contents,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: Optional[bool] = None,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Generate content using Gemini's API while tracking usage in PostHog.
+
+        This method signature exactly matches genai.Client().aio.models.generate_content()
+        with additional PostHog tracking parameters.
+
+        Args:
+            model: The model to use (e.g., 'gemini-2.0-flash')
+            contents: The input content for generation
+            posthog_distinct_id: ID to associate with the usage event (overrides client default)
+            posthog_trace_id: Trace UUID for linking events (auto-generated if not provided)
+            posthog_properties: Extra properties to include in the event (merged with client defaults)
+            posthog_privacy_mode: Whether to redact sensitive information (overrides client default)
+            posthog_groups: Group analytics properties (overrides client default)
+            **kwargs: Arguments passed to Gemini's generate_content
+        """
+
+        # Merge PostHog parameters
+        distinct_id, trace_id, properties, privacy_mode, groups = (
+            self._merge_posthog_params(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+            )
+        )
+
+        kwargs_with_contents = {"model": model, "contents": contents, **kwargs}
+
+        return await call_llm_and_track_usage_async(
+            distinct_id,
+            self._ph_client,
+            "gemini",
+            trace_id,
+            properties,
+            privacy_mode,
+            groups,
+            self._base_url,
+            self._client.aio.models.generate_content,
+            **kwargs_with_contents,
+        )
+
+    async def _generate_content_streaming(
+        self,
+        model: str,
+        contents,
+        distinct_id: Optional[str],
+        trace_id: Optional[str],
+        properties: Optional[Dict[str, Any]],
+        privacy_mode: bool,
+        groups: Optional[Dict[str, Any]],
+        **kwargs: Any,
+    ):
+        start_time = time.time()
+        usage_stats: TokenUsage = TokenUsage(input_tokens=0, output_tokens=0)
+        accumulated_content = []
+        stop_reason: Optional[str] = None
+
+        kwargs_without_stream = {"model": model, "contents": contents, **kwargs}
+        response = await self._client.aio.models.generate_content_stream(
+            **kwargs_without_stream
+        )
+
+        async def async_generator():
+            nonlocal usage_stats
+            nonlocal accumulated_content
+            nonlocal stop_reason
+
+            try:
+                async for chunk in response:
+                    # Extract usage stats from chunk
+                    chunk_usage = extract_gemini_usage_from_chunk(chunk)
+
+                    if chunk_usage:
+                        # Gemini reports cumulative totals, not incremental values
+                        merge_usage_stats(usage_stats, chunk_usage, mode="cumulative")
+
+                    # Extract content from chunk (now returns content blocks)
+                    content_block = extract_gemini_content_from_chunk(chunk)
+
+                    if content_block is not None:
+                        accumulated_content.append(content_block)
+
+                    # Extract stop reason from chunk
+                    chunk_stop_reason = extract_gemini_stop_reason_from_chunk(chunk)
+                    if chunk_stop_reason is not None:
+                        stop_reason = chunk_stop_reason
+
+                    yield chunk
+
+            finally:
+                end_time = time.time()
+                latency = end_time - start_time
+
+                self._capture_streaming_event(
+                    model,
+                    contents,
+                    distinct_id,
+                    trace_id,
+                    properties,
+                    privacy_mode,
+                    groups,
+                    kwargs,
+                    usage_stats,
+                    latency,
+                    accumulated_content,
+                    stop_reason=stop_reason,
+                )
+
+        return AsyncStreamWrapper(async_generator(), stream=response)
+
+    def _capture_streaming_event(
+        self,
+        model: str,
+        contents,
+        distinct_id: Optional[str],
+        trace_id: Optional[str],
+        properties: Optional[Dict[str, Any]],
+        privacy_mode: bool,
+        groups: Optional[Dict[str, Any]],
+        kwargs: Dict[str, Any],
+        usage_stats: TokenUsage,
+        latency: float,
+        output: Any,
+        stop_reason: Optional[str] = None,
+    ):
+        # Prepare standardized event data
+        formatted_input = self._format_input(contents, **kwargs)
+        sanitized_input = sanitize_gemini(formatted_input)
+
+        event_data = StreamingEventData(
+            provider="gemini",
+            model=model,
+            base_url=self._base_url,
+            kwargs=kwargs,
+            formatted_input=sanitized_input,
+            formatted_output=format_gemini_streaming_output(output),
+            usage_stats=usage_stats,
+            latency=latency,
+            distinct_id=distinct_id,
+            trace_id=trace_id,
+            properties=properties,
+            privacy_mode=privacy_mode,
+            groups=groups,
+            stop_reason=stop_reason,
+        )
+
+        # Use the common capture function
+        capture_streaming_event(self._ph_client, event_data)
+
+    def _format_input(self, contents, **kwargs):
+        """Format input contents for PostHog tracking"""
+
+        # Create kwargs dict with contents for merge_system_prompt
+        input_kwargs = {"contents": contents, **kwargs}
+        return merge_system_prompt(input_kwargs, "gemini")
+
+    async def generate_content_stream(
+        self,
+        model: str,
+        contents,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: Optional[bool] = None,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Stream content from Gemini asynchronously while tracking usage in PostHog.
+
+        Args:
+            model: The Gemini model to use.
+            contents: Input content for generation.
+            posthog_distinct_id: Optional distinct ID, overriding the client default.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties merged with client defaults.
+            posthog_privacy_mode: Whether to redact captured input and output,
+                overriding the client default.
+            posthog_groups: Optional PostHog groups, overriding the client default.
+            **kwargs: Arguments passed to Gemini's async ``generate_content_stream`` API.
+
+        Returns:
+            An async streaming iterator yielding Gemini chunks.
+        """
+        # Merge PostHog parameters
+        distinct_id, trace_id, properties, privacy_mode, groups = (
+            self._merge_posthog_params(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+            )
+        )
+
+        return await self._generate_content_streaming(
+            model,
+            contents,
+            distinct_id,
+            trace_id,
+            properties,
+            privacy_mode,
+            groups,
+            **kwargs,
+        )
+
+    async def embed_content(
+        self,
+        model: str,
+        contents,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: Optional[bool] = None,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create embeddings using Gemini's API while tracking usage in PostHog.
+
+        Args:
+            model: The model to use (e.g., 'gemini-embedding-001')
+            contents: The input content for embedding
+            posthog_distinct_id: ID to associate with the usage event (overrides client default)
+            posthog_trace_id: Trace UUID for linking events (auto-generated if not provided)
+            posthog_properties: Extra properties to include in the event (merged with client defaults)
+            posthog_privacy_mode: Whether to redact sensitive information (overrides client default)
+            posthog_groups: Group analytics properties (overrides client default)
+            **kwargs: Arguments passed to Gemini's embed_content (e.g., config)
+        """
+        distinct_id, trace_id, properties, privacy_mode, groups = (
+            self._merge_posthog_params(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+            )
+        )
+
+        start_time = time.time()
+        response = None
+        error = None
+        http_status = 200
+
+        try:
+            response = await self._client.aio.models.embed_content(
+                model=model, contents=contents, **kwargs
+            )
+        except Exception as exc:
+            error = exc
+            http_status = getattr(exc, "status_code", 0)
+        finally:
+            end_time = time.time()
+            latency = end_time - start_time
+
+            input_tokens = (
+                extract_gemini_embedding_token_count(response) if response else 0
+            )
+
+            event_properties = {
+                "$ai_provider": "gemini",
+                "$ai_model": model,
+                "$ai_input": with_privacy_mode(self._ph_client, privacy_mode, contents),
+                "$ai_http_status": http_status,
+                "$ai_input_tokens": input_tokens,
+                "$ai_latency": latency,
+                "$ai_trace_id": trace_id,
+                "$ai_base_url": self._base_url,
+                **(properties or {}),
+            }
+
+            if error:
+                event_properties["$ai_is_error"] = True
+                event_properties["$ai_error"] = str(error)
+
+            if distinct_id is None:
+                event_properties["$process_person_profile"] = False
+
+            self._ph_client.capture(
+                distinct_id=distinct_id or trace_id,
+                event="$ai_embedding",
+                properties=event_properties,
+                groups=groups,
+            )
+
+        if error:
+            raise error
+
+        return response
diff --git a/posthog/ai/gemini/gemini_converter.py b/posthog/ai/gemini/gemini_converter.py
new file mode 100644
index 00000000..efac3243
--- /dev/null
+++ b/posthog/ai/gemini/gemini_converter.py
@@ -0,0 +1,693 @@
+"""
+Gemini-specific conversion utilities.
+
+This module handles the conversion of Gemini API responses and inputs
+into standardized formats for PostHog tracking.
+"""
+
+from typing import Any, Dict, List, Optional, TypedDict, Union
+
+from posthog.ai.types import (
+    FormattedContentItem,
+    FormattedMessage,
+    TokenUsage,
+)
+from posthog.ai.utils import serialize_raw_usage
+
+
+class GeminiPart(TypedDict, total=False):
+    """Represents a part in a Gemini message."""
+
+    text: str
+
+
+class GeminiMessage(TypedDict, total=False):
+    """Represents a Gemini message with various possible fields."""
+
+    role: str
+    parts: List[Union[GeminiPart, Dict[str, Any]]]
+    content: Union[str, List[Any]]
+    text: str
+
+
+def _format_parts_as_content_blocks(parts: List[Any]) -> List[FormattedContentItem]:
+    """
+    Format Gemini parts array into structured content blocks.
+
+    Preserves structure for multimodal content (text + images) instead of
+    concatenating everything into a string.
+
+    Args:
+        parts: List of parts that may contain text, inline_data, etc.
+
+    Returns:
+        List of formatted content blocks
+    """
+    content_blocks: List[FormattedContentItem] = []
+
+    for part in parts:
+        # Handle dict with text field
+        if isinstance(part, dict) and "text" in part:
+            content_blocks.append({"type": "text", "text": part["text"]})
+
+        # Handle string parts
+        elif isinstance(part, str):
+            content_blocks.append({"type": "text", "text": part})
+
+        # Handle dict with inline_data (images, documents, etc.)
+        elif isinstance(part, dict) and "inline_data" in part:
+            inline_data = part["inline_data"]
+            mime_type = inline_data.get("mime_type", "")
+            content_type = "image" if mime_type.startswith("image/") else "document"
+
+            content_blocks.append(
+                {
+                    "type": content_type,
+                    "inline_data": inline_data,
+                }
+            )
+
+        # Handle object with text attribute
+        elif hasattr(part, "text"):
+            text_value = getattr(part, "text", "")
+            if text_value:
+                content_blocks.append({"type": "text", "text": text_value})
+
+        # Handle object with inline_data attribute
+        elif hasattr(part, "inline_data"):
+            inline_data = part.inline_data
+            # Convert to dict if needed
+            if hasattr(inline_data, "mime_type") and hasattr(inline_data, "data"):
+                # Determine type based on mime_type
+                mime_type = inline_data.mime_type
+                content_type = "image" if mime_type.startswith("image/") else "document"
+
+                content_blocks.append(
+                    {
+                        "type": content_type,
+                        "inline_data": {
+                            "mime_type": mime_type,
+                            "data": inline_data.data,
+                        },
+                    }
+                )
+            else:
+                content_blocks.append(
+                    {
+                        "type": "image",
+                        "inline_data": inline_data,
+                    }
+                )
+
+    return content_blocks
+
+
+def _format_dict_message(item: Dict[str, Any]) -> FormattedMessage:
+    """
+    Format a dictionary message into standardized format.
+
+    Args:
+        item: Dictionary containing message data
+
+    Returns:
+        Formatted message with role and content
+    """
+
+    # Handle dict format with parts array (Gemini-specific format)
+    if "parts" in item and isinstance(item["parts"], list):
+        content_blocks = _format_parts_as_content_blocks(item["parts"])
+        return {"role": item.get("role", "user"), "content": content_blocks}
+
+    # Handle dict with content field
+    if "content" in item:
+        content = item["content"]
+
+        if isinstance(content, list):
+            # If content is a list, format it as content blocks
+            content_blocks = _format_parts_as_content_blocks(content)
+            return {"role": item.get("role", "user"), "content": content_blocks}
+
+        elif not isinstance(content, str):
+            content = str(content)
+
+        return {"role": item.get("role", "user"), "content": content}
+
+    # Handle dict with text field
+    if "text" in item:
+        return {"role": item.get("role", "user"), "content": item["text"]}
+
+    # Fallback to string representation
+    return {"role": "user", "content": str(item)}
+
+
+def _format_object_message(item: Any) -> FormattedMessage:
+    """
+    Format an object (with attributes) into standardized format.
+
+    Args:
+        item: Object that may have text or parts attributes
+
+    Returns:
+        Formatted message with role and content
+    """
+
+    # Handle object with parts attribute
+    if hasattr(item, "parts") and hasattr(item.parts, "__iter__"):
+        content_blocks = _format_parts_as_content_blocks(list(item.parts))
+        role = getattr(item, "role", "user") if hasattr(item, "role") else "user"
+
+        # Ensure role is a string
+        if not isinstance(role, str):
+            role = "user"
+
+        return {"role": role, "content": content_blocks}
+
+    # Handle object with text attribute
+    if hasattr(item, "text"):
+        role = getattr(item, "role", "user") if hasattr(item, "role") else "user"
+
+        # Ensure role is a string
+        if not isinstance(role, str):
+            role = "user"
+
+        return {"role": role, "content": item.text}
+
+    # Handle object with content attribute
+    if hasattr(item, "content"):
+        role = getattr(item, "role", "user") if hasattr(item, "role") else "user"
+
+        # Ensure role is a string
+        if not isinstance(role, str):
+            role = "user"
+
+        content = item.content
+
+        if isinstance(content, list):
+            content_blocks = _format_parts_as_content_blocks(content)
+            return {"role": role, "content": content_blocks}
+
+        elif not isinstance(content, str):
+            content = str(content)
+        return {"role": role, "content": content}
+
+    # Fallback to string representation
+    return {"role": "user", "content": str(item)}
+
+
+def format_gemini_response(response: Any) -> List[FormattedMessage]:
+    """
+    Format a Gemini response into standardized message format.
+
+    Args:
+        response: The response object from Gemini API
+
+    Returns:
+        List of formatted messages with role and content
+    """
+
+    output: List[FormattedMessage] = []
+
+    if response is None:
+        return output
+
+    if hasattr(response, "candidates") and response.candidates:
+        for candidate in response.candidates:
+            if hasattr(candidate, "content") and candidate.content:
+                content: List[FormattedContentItem] = []
+
+                if hasattr(candidate.content, "parts") and candidate.content.parts:
+                    for part in candidate.content.parts:
+                        if hasattr(part, "text") and part.text:
+                            content.append(
+                                {
+                                    "type": "text",
+                                    "text": part.text,
+                                }
+                            )
+
+                        elif hasattr(part, "function_call") and part.function_call:
+                            function_call = part.function_call
+                            content.append(
+                                {
+                                    "type": "function",
+                                    "function": {
+                                        "name": function_call.name,
+                                        "arguments": function_call.args,
+                                    },
+                                }
+                            )
+
+                        elif hasattr(part, "inline_data") and part.inline_data:
+                            # Handle audio/media inline data
+                            import base64
+
+                            inline_data = part.inline_data
+                            mime_type = getattr(inline_data, "mime_type", "audio/pcm")
+                            raw_data = getattr(inline_data, "data", b"")
+
+                            # Encode binary data as base64 string for JSON serialization
+                            if isinstance(raw_data, bytes):
+                                data = base64.b64encode(raw_data).decode("utf-8")
+                            else:
+                                # Already a string (base64)
+                                data = raw_data
+
+                            content.append(
+                                {
+                                    "type": "audio",
+                                    "mime_type": mime_type,
+                                    "data": data,
+                                }
+                            )
+
+                if content:
+                    output.append(
+                        {
+                            "role": "assistant",
+                            "content": content,
+                        }
+                    )
+
+            elif hasattr(candidate, "text") and candidate.text:
+                output.append(
+                    {
+                        "role": "assistant",
+                        "content": [{"type": "text", "text": candidate.text}],
+                    }
+                )
+
+    elif hasattr(response, "text") and response.text:
+        output.append(
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": response.text}],
+            }
+        )
+
+    return output
+
+
+def extract_gemini_stop_reason(response: Any) -> Optional[str]:
+    """Extract stop reason from Gemini response."""
+    if response and hasattr(response, "candidates") and response.candidates:
+        candidate = response.candidates[0]
+        finish_reason = getattr(candidate, "finish_reason", None)
+        if finish_reason is not None:
+            # Gemini uses enum values — convert to string name
+            if hasattr(finish_reason, "name"):
+                return finish_reason.name
+            return str(finish_reason)
+    return None
+
+
+def extract_gemini_stop_reason_from_chunk(chunk: Any) -> Optional[str]:
+    """Extract stop reason from a Gemini streaming chunk."""
+    return extract_gemini_stop_reason(chunk)
+
+
+def extract_gemini_system_instruction(config: Any) -> Optional[str]:
+    """
+    Extract system instruction from Gemini config parameter.
+
+    Args:
+        config: Config object or dict that may contain system instruction
+
+    Returns:
+        System instruction string if present, None otherwise
+    """
+    if config is None:
+        return None
+
+    # Handle different config formats
+    if hasattr(config, "system_instruction"):
+        return config.system_instruction
+    elif isinstance(config, dict) and "system_instruction" in config:
+        return config["system_instruction"]
+    elif isinstance(config, dict) and "systemInstruction" in config:
+        return config["systemInstruction"]
+
+    return None
+
+
+def extract_gemini_tools(kwargs: Dict[str, Any]) -> Optional[Any]:
+    """
+    Extract tool definitions from Gemini API kwargs.
+
+    Args:
+        kwargs: Keyword arguments passed to Gemini API
+
+    Returns:
+        Tool definitions if present, None otherwise
+    """
+
+    if "config" in kwargs and hasattr(kwargs["config"], "tools"):
+        return kwargs["config"].tools
+
+    return None
+
+
+def format_gemini_input_with_system(
+    contents: Any, config: Any = None
+) -> List[FormattedMessage]:
+    """
+    Format Gemini input contents into standardized message format, including system instruction handling.
+
+    Args:
+        contents: Input contents in various possible formats
+        config: Config object or dict that may contain system instruction
+
+    Returns:
+        List of formatted messages with role and content fields, with system message prepended if needed
+    """
+    formatted_messages = format_gemini_input(contents)
+
+    # Check if system instruction is provided in config parameter
+    system_instruction = extract_gemini_system_instruction(config)
+
+    if system_instruction is not None:
+        has_system = any(msg.get("role") == "system" for msg in formatted_messages)
+        if not has_system:
+            from posthog.ai.types import FormattedMessage
+
+            system_message: FormattedMessage = {
+                "role": "system",
+                "content": system_instruction,
+            }
+            formatted_messages = [system_message] + list(formatted_messages)
+
+    return formatted_messages
+
+
+def format_gemini_input(contents: Any) -> List[FormattedMessage]:
+    """
+    Format Gemini input contents into standardized message format for PostHog tracking.
+
+    This function handles various input formats:
+    - String inputs
+    - List of strings, dicts, or objects
+    - Single dict or object
+    - Gemini-specific format with parts array
+
+    Args:
+        contents: Input contents in various possible formats
+
+    Returns:
+        List of formatted messages with role and content fields
+    """
+
+    # Handle string input
+    if isinstance(contents, str):
+        return [{"role": "user", "content": contents}]
+
+    # Handle list input
+    if isinstance(contents, list):
+        formatted: List[FormattedMessage] = []
+
+        for item in contents:
+            if isinstance(item, str):
+                formatted.append({"role": "user", "content": item})
+
+            elif isinstance(item, dict):
+                formatted.append(_format_dict_message(item))
+
+            else:
+                formatted.append(_format_object_message(item))
+
+        return formatted
+
+    # Handle single dict input
+    if isinstance(contents, dict):
+        return [_format_dict_message(contents)]
+
+    # Handle single object input
+    return [_format_object_message(contents)]
+
+
+def extract_gemini_web_search_count(response: Any) -> int:
+    """
+    Extract web search count from Gemini response.
+
+    Gemini bills per request that uses grounding, not per query.
+    Returns 1 if grounding_metadata is present with actual search data, 0 otherwise.
+
+    Args:
+        response: The response from Gemini API
+
+    Returns:
+        1 if web search/grounding was used, 0 otherwise
+    """
+
+    # Check for grounding_metadata in candidates
+    if hasattr(response, "candidates") and response.candidates:
+        for candidate in response.candidates:
+            if (
+                hasattr(candidate, "grounding_metadata")
+                and candidate.grounding_metadata
+            ):
+                grounding_metadata = candidate.grounding_metadata
+
+                # Check if web_search_queries exists and is non-empty
+                if hasattr(grounding_metadata, "web_search_queries"):
+                    queries = grounding_metadata.web_search_queries
+
+                    if queries is not None and len(queries) > 0:
+                        return 1
+
+                # Check if grounding_chunks exists and is non-empty
+                if hasattr(grounding_metadata, "grounding_chunks"):
+                    chunks = grounding_metadata.grounding_chunks
+
+                    if chunks is not None and len(chunks) > 0:
+                        return 1
+
+            # Also check for google_search or grounding in function call names
+            if hasattr(candidate, "content") and candidate.content:
+                if hasattr(candidate.content, "parts") and candidate.content.parts:
+                    for part in candidate.content.parts:
+                        if hasattr(part, "function_call") and part.function_call:
+                            function_name = getattr(
+                                part.function_call, "name", ""
+                            ).lower()
+
+                            if (
+                                "google_search" in function_name
+                                or "grounding" in function_name
+                            ):
+                                return 1
+
+    return 0
+
+
+def _extract_usage_from_metadata(metadata: Any) -> TokenUsage:
+    """
+    Common logic to extract usage from Gemini metadata.
+    Used by both streaming and non-streaming paths.
+
+    Args:
+        metadata: usage_metadata from Gemini response or chunk
+
+    Returns:
+        TokenUsage with standardized usage
+    """
+    usage = TokenUsage(
+        input_tokens=getattr(metadata, "prompt_token_count", 0),
+        output_tokens=getattr(metadata, "candidates_token_count", 0),
+    )
+
+    # Add cache tokens if present (don't add if 0)
+    if hasattr(metadata, "cached_content_token_count"):
+        cache_tokens = metadata.cached_content_token_count
+        if cache_tokens and cache_tokens > 0:
+            usage["cache_read_input_tokens"] = cache_tokens
+
+    # Add reasoning tokens if present (don't add if 0)
+    if hasattr(metadata, "thoughts_token_count"):
+        reasoning_tokens = metadata.thoughts_token_count
+        if reasoning_tokens and reasoning_tokens > 0:
+            usage["reasoning_tokens"] = reasoning_tokens
+
+    # Capture raw usage metadata for backend processing
+    # Serialize to dict here in the converter (not in utils)
+    serialized = serialize_raw_usage(metadata)
+    if serialized:
+        usage["raw_usage"] = serialized
+
+    return usage
+
+
+def extract_gemini_usage_from_response(response: Any) -> TokenUsage:
+    """
+    Extract usage statistics from a full Gemini response (non-streaming).
+
+    Args:
+        response: The complete response from Gemini API
+
+    Returns:
+        TokenUsage with standardized usage statistics
+    """
+    if not hasattr(response, "usage_metadata") or not response.usage_metadata:
+        return TokenUsage(input_tokens=0, output_tokens=0)
+
+    usage = _extract_usage_from_metadata(response.usage_metadata)
+
+    # Add web search count if present
+    web_search_count = extract_gemini_web_search_count(response)
+    if web_search_count > 0:
+        usage["web_search_count"] = web_search_count
+
+    return usage
+
+
+def extract_gemini_usage_from_chunk(chunk: Any) -> TokenUsage:
+    """
+    Extract usage statistics from a Gemini streaming chunk.
+
+    Args:
+        chunk: Streaming chunk from Gemini API
+
+    Returns:
+        TokenUsage with standardized usage statistics
+    """
+
+    usage: TokenUsage = TokenUsage()
+
+    # Extract web search count from the chunk before checking for usage_metadata
+    # Web search indicators can appear on any chunk, not just those with usage data
+    web_search_count = extract_gemini_web_search_count(chunk)
+    if web_search_count > 0:
+        usage["web_search_count"] = web_search_count
+
+    if not hasattr(chunk, "usage_metadata") or not chunk.usage_metadata:
+        return usage
+
+    usage_from_metadata = _extract_usage_from_metadata(chunk.usage_metadata)
+
+    # Merge the usage from metadata with any web search count we found
+    usage.update(usage_from_metadata)
+
+    return usage
+
+
+def extract_gemini_content_from_chunk(chunk: Any) -> Optional[Dict[str, Any]]:
+    """
+    Extract content (text or function call) from a Gemini streaming chunk.
+
+    Args:
+        chunk: Streaming chunk from Gemini API
+
+    Returns:
+        Content block dictionary if present, None otherwise
+    """
+
+    # Check for text content
+    if hasattr(chunk, "text") and chunk.text:
+        return {"type": "text", "text": chunk.text}
+
+    # Check for function calls in candidates
+    if hasattr(chunk, "candidates") and chunk.candidates:
+        for candidate in chunk.candidates:
+            if hasattr(candidate, "content") and candidate.content:
+                if hasattr(candidate.content, "parts") and candidate.content.parts:
+                    for part in candidate.content.parts:
+                        # Check for function_call part
+                        if hasattr(part, "function_call") and part.function_call:
+                            function_call = part.function_call
+                            return {
+                                "type": "function",
+                                "function": {
+                                    "name": function_call.name,
+                                    "arguments": function_call.args,
+                                },
+                            }
+                        # Also check for text in parts
+                        elif hasattr(part, "text") and part.text:
+                            return {"type": "text", "text": part.text}
+
+    return None
+
+
+def format_gemini_streaming_output(
+    accumulated_content: Union[str, List[Any]],
+) -> List[FormattedMessage]:
+    """
+    Format the final output from Gemini streaming.
+
+    Args:
+        accumulated_content: Accumulated content from streaming (string, list of strings, or list of content blocks)
+
+    Returns:
+        List of formatted messages
+    """
+
+    # Handle legacy string input (backward compatibility)
+    if isinstance(accumulated_content, str):
+        return [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": accumulated_content}],
+            }
+        ]
+
+    # Handle list input
+    if isinstance(accumulated_content, list):
+        content: List[FormattedContentItem] = []
+        text_parts = []
+
+        for item in accumulated_content:
+            if isinstance(item, str):
+                # Legacy support: accumulate strings
+                text_parts.append(item)
+            elif isinstance(item, dict):
+                # New format: content blocks
+                if item.get("type") == "text":
+                    text_parts.append(item.get("text", ""))
+                elif item.get("type") == "function":
+                    # If we have accumulated text, add it first
+                    if text_parts:
+                        content.append(
+                            {
+                                "type": "text",
+                                "text": "".join(text_parts),
+                            }
+                        )
+                        text_parts = []
+
+                    # Add the function call
+                    content.append(
+                        {
+                            "type": "function",
+                            "function": item.get("function", {}),
+                        }
+                    )
+
+        # Add any remaining text
+        if text_parts:
+            content.append(
+                {
+                    "type": "text",
+                    "text": "".join(text_parts),
+                }
+            )
+
+        # If we have content, return it
+        if content:
+            return [{"role": "assistant", "content": content}]
+
+    # Fallback for empty or unexpected input
+    return [{"role": "assistant", "content": [{"type": "text", "text": ""}]}]
+
+
+def extract_gemini_embedding_token_count(response) -> int:
+    """
+    Extract total token count from a Gemini embed_content response.
+    Token counts are only available per-embedding via Vertex AI's statistics.token_count.
+    Returns 0 if no token counts are available.
+    """
+    total = 0
+    if hasattr(response, "embeddings") and response.embeddings:
+        for embedding in response.embeddings:
+            if hasattr(embedding, "statistics") and embedding.statistics:
+                token_count = getattr(embedding.statistics, "token_count", None)
+                if token_count is not None:
+                    total += int(token_count)
+    return total
diff --git a/posthog/ai/langchain/__init__.py b/posthog/ai/langchain/__init__.py
new file mode 100644
index 00000000..538184b4
--- /dev/null
+++ b/posthog/ai/langchain/__init__.py
@@ -0,0 +1,3 @@
+from .callbacks import CallbackHandler
+
+__all__ = ["CallbackHandler"]
diff --git a/posthog/ai/langchain/callbacks.py b/posthog/ai/langchain/callbacks.py
new file mode 100644
index 00000000..7045aa70
--- /dev/null
+++ b/posthog/ai/langchain/callbacks.py
@@ -0,0 +1,1004 @@
+try:
+    import langchain_core  # noqa: F401
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install LangChain to use this feature: 'pip install langchain-core'"
+    )
+
+import json
+import logging
+import time
+from dataclasses import dataclass
+from typing import (
+    Any,
+    Dict,
+    List,
+    Optional,
+    Sequence,
+    Union,
+    cast,
+)
+from uuid import UUID
+
+try:
+    # LangChain 1.0+ and modern 0.x with langchain-core
+    from langchain_core.agents import AgentAction, AgentFinish
+    from langchain_core.callbacks.base import BaseCallbackHandler
+except (ImportError, ModuleNotFoundError):
+    # Fallback for older LangChain versions
+    from langchain.callbacks.base import BaseCallbackHandler
+    from langchain.schema.agent import AgentAction, AgentFinish
+from langchain_core.documents import Document
+from langchain_core.messages import (
+    AIMessage,
+    BaseMessage,
+    FunctionMessage,
+    HumanMessage,
+    SystemMessage,
+    ToolCall,
+    ToolMessage,
+)
+from langchain_core.outputs import ChatGeneration, LLMResult
+from pydantic import BaseModel
+
+from posthog import setup
+from posthog.ai.gateway import warn_if_posthog_ai_gateway
+from posthog.ai.sanitization import sanitize_langchain
+from posthog.ai.utils import get_model_params, with_privacy_mode
+from posthog.client import Client
+
+log = logging.getLogger("posthog")
+
+
+@dataclass
+class SpanMetadata:
+    name: str
+    """Name of the run: chain name, model name, etc."""
+    start_time: float
+    """Start time of the run."""
+    end_time: Optional[float]
+    """End time of the run."""
+    input: Optional[Any]
+    """Input of the run: messages, prompt variables, etc."""
+
+    @property
+    def latency(self) -> float:
+        if not self.end_time:
+            return 0
+        return self.end_time - self.start_time
+
+
+@dataclass
+class GenerationMetadata(SpanMetadata):
+    provider: Optional[str] = None
+    """Provider of the run: OpenAI, Anthropic"""
+    model: Optional[str] = None
+    """Model used in the run"""
+    model_params: Optional[Dict[str, Any]] = None
+    """Model parameters of the run: temperature, max_tokens, etc."""
+    base_url: Optional[str] = None
+    """Base URL of the provider's API used in the run."""
+    tools: Optional[List[Dict[str, Any]]] = None
+    """Tools provided to the model."""
+    posthog_properties: Optional[Dict[str, Any]] = None
+    """PostHog properties of the run."""
+
+
+RunMetadata = Union[SpanMetadata, GenerationMetadata]
+RunMetadataStorage = Dict[UUID, RunMetadata]
+
+
+class CallbackHandler(BaseCallbackHandler):
+    """
+    The PostHog LLM observability callback handler for LangChain.
+    """
+
+    _ph_client: Client
+    """PostHog client instance."""
+
+    _distinct_id: Optional[Union[str, int, UUID]]
+    """Distinct ID of the user to associate the trace with."""
+
+    _trace_id: Optional[Union[str, int, float, UUID]]
+    """Global trace ID to be sent with every event. Otherwise, the top-level run ID is used."""
+
+    _trace_input: Optional[Any]
+    """The input at the start of the trace. Any JSON object."""
+
+    _trace_name: Optional[str]
+    """Name of the trace, exposed in the UI."""
+
+    _properties: Optional[Dict[str, Any]]
+    """Global properties to be sent with every event."""
+
+    _runs: RunMetadataStorage
+    """Mapping of run IDs to run metadata as run metadata is only available on the start of generation."""
+
+    _parent_tree: Dict[UUID, UUID]
+    """
+    A dictionary that maps chain run IDs to their parent chain run IDs (parent pointer tree),
+    so the top level can be found from a bottom-level run ID.
+    """
+
+    def __init__(
+        self,
+        client: Optional[Client] = None,
+        *,
+        distinct_id: Optional[Union[str, int, UUID]] = None,
+        trace_id: Optional[Union[str, int, float, UUID]] = None,
+        properties: Optional[Dict[str, Any]] = None,
+        privacy_mode: bool = False,
+        groups: Optional[Dict[str, Any]] = None,
+    ):
+        """
+        Args:
+            client: PostHog client instance.
+            distinct_id: Optional distinct ID of the user to associate the trace with.
+            trace_id: Optional trace ID to use for the event.
+            properties: Optional additional metadata to use for the trace.
+            privacy_mode: Whether to redact the input and output of the trace.
+            groups: Optional additional PostHog groups to use for the trace.
+        """
+        self._ph_client = client or setup()
+        self._distinct_id = distinct_id
+        self._trace_id = trace_id
+        self._properties = properties or {}
+        self._privacy_mode = privacy_mode
+        self._groups = groups or {}
+        self._runs = {}
+        self._parent_tree = {}
+
+    def on_chain_start(
+        self,
+        serialized: Dict[str, Any],
+        inputs: Dict[str, Any],
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        metadata: Optional[Dict[str, Any]] = None,
+        **kwargs,
+    ):
+        """Record the start of a LangChain chain run for trace/span tracking."""
+        self._log_debug_event("on_chain_start", run_id, parent_run_id, inputs=inputs)
+        self._set_parent_of_run(run_id, parent_run_id)
+        self._set_trace_or_span_metadata(
+            serialized, inputs, run_id, parent_run_id, **kwargs
+        )
+
+    def on_chain_end(
+        self,
+        outputs: Dict[str, Any],
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ):
+        """Capture a completed LangChain chain run as a trace or span."""
+        self._capture_trace_or_span_run(
+            "on_chain_end", "outputs", outputs, run_id, parent_run_id
+        )
+
+    def on_chain_error(
+        self,
+        error: BaseException,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ):
+        """Capture a failed LangChain chain run as a trace or span."""
+        self._capture_trace_or_span_run(
+            "on_chain_error", "error", error, run_id, parent_run_id
+        )
+
+    def on_chat_model_start(
+        self,
+        serialized: Dict[str, Any],
+        messages: List[List[BaseMessage]],
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs,
+    ):
+        """Record the start of a chat model run for generation tracking."""
+        self._log_debug_event(
+            "on_chat_model_start", run_id, parent_run_id, messages=messages
+        )
+        self._set_parent_of_run(run_id, parent_run_id)
+        input = [
+            _convert_message_to_dict(message) for row in messages for message in row
+        ]
+        self._set_llm_metadata(serialized, run_id, input, **kwargs)
+
+    def on_llm_start(
+        self,
+        serialized: Dict[str, Any],
+        prompts: List[str],
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ):
+        """Record the start of an LLM run for generation tracking."""
+        self._log_debug_event("on_llm_start", run_id, parent_run_id, prompts=prompts)
+        self._set_parent_of_run(run_id, parent_run_id)
+        self._set_llm_metadata(serialized, run_id, prompts, **kwargs)
+
+    def on_llm_new_token(
+        self,
+        token: str,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ) -> Any:
+        """Run on new LLM token. Only available when streaming is enabled."""
+        self._log_debug_event("on_llm_new_token", run_id, parent_run_id, token=token)
+
+    def on_llm_end(
+        self,
+        response: LLMResult,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ):
+        """
+        The callback works for both streaming and non-streaming runs. For streaming runs, the chain must set `stream_usage=True` in the LLM.
+        """
+        self._capture_generation_run(
+            "on_llm_end", "response", response, run_id, parent_run_id, kwargs=kwargs
+        )
+
+    def on_llm_error(
+        self,
+        error: BaseException,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ):
+        """Capture a failed LLM run as a PostHog AI generation event."""
+        self._capture_generation_run(
+            "on_llm_error", "error", error, run_id, parent_run_id
+        )
+
+    def on_tool_start(
+        self,
+        serialized: Optional[Dict[str, Any]],
+        input_str: str,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        metadata: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ) -> Any:
+        """Record the start of a LangChain tool run for span tracking."""
+        self._log_debug_event(
+            "on_tool_start", run_id, parent_run_id, input_str=input_str
+        )
+        self._set_parent_of_run(run_id, parent_run_id)
+        self._set_trace_or_span_metadata(
+            serialized, input_str, run_id, parent_run_id, **kwargs
+        )
+
+    def on_tool_end(
+        self,
+        output: str,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ) -> Any:
+        """Capture a completed LangChain tool run as a span."""
+        self._capture_trace_or_span_run(
+            "on_tool_end", "output", output, run_id, parent_run_id
+        )
+
+    def on_tool_error(
+        self,
+        error: BaseException,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        tags: Optional[list[str]] = None,
+        **kwargs: Any,
+    ) -> Any:
+        """Capture a failed LangChain tool run as a span."""
+        self._capture_trace_or_span_run(
+            "on_tool_error", "error", error, run_id, parent_run_id
+        )
+
+    def on_retriever_start(
+        self,
+        serialized: Optional[Dict[str, Any]],
+        query: str,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        metadata: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ) -> Any:
+        """Record the start of a LangChain retriever run for span tracking."""
+        self._log_debug_event("on_retriever_start", run_id, parent_run_id, query=query)
+        self._set_parent_of_run(run_id, parent_run_id)
+        self._set_trace_or_span_metadata(
+            serialized, query, run_id, parent_run_id, **kwargs
+        )
+
+    def on_retriever_end(
+        self,
+        documents: Sequence[Document],
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ):
+        """Capture a completed LangChain retriever run as a span."""
+        self._capture_trace_or_span_run(
+            "on_retriever_end", "documents", documents, run_id, parent_run_id
+        )
+
+    def on_retriever_error(
+        self,
+        error: BaseException,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        tags: Optional[list[str]] = None,
+        **kwargs: Any,
+    ) -> Any:
+        """Run when Retriever errors."""
+        self._capture_trace_or_span_run(
+            "on_retriever_error", "error", error, run_id, parent_run_id
+        )
+
+    def on_agent_action(
+        self,
+        action: AgentAction,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ) -> Any:
+        """Run on agent action."""
+        self._log_debug_event("on_agent_action", run_id, parent_run_id, action=action)
+        self._set_parent_of_run(run_id, parent_run_id)
+        self._set_trace_or_span_metadata(None, action, run_id, parent_run_id, **kwargs)
+
+    def on_agent_finish(
+        self,
+        finish: AgentFinish,
+        *,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs: Any,
+    ) -> Any:
+        """Capture a completed LangChain agent action as a span."""
+        self._capture_trace_or_span_run(
+            "on_agent_finish", "finish", finish, run_id, parent_run_id
+        )
+
+    def _capture_trace_or_span_run(
+        self,
+        event_name: str,
+        payload_name: str,
+        payload: Any,
+        run_id: UUID,
+        parent_run_id: Optional[UUID],
+    ):
+        self._log_debug_event(
+            event_name, run_id, parent_run_id, **{payload_name: payload}
+        )
+        self._pop_run_and_capture_trace_or_span(run_id, parent_run_id, payload)
+
+    def _capture_generation_run(
+        self,
+        event_name: str,
+        payload_name: str,
+        payload: Any,
+        run_id: UUID,
+        parent_run_id: Optional[UUID],
+        **extra: Any,
+    ):
+        self._log_debug_event(
+            event_name, run_id, parent_run_id, **{payload_name: payload}, **extra
+        )
+        self._pop_run_and_capture_generation(run_id, parent_run_id, payload)
+
+    def _set_parent_of_run(self, run_id: UUID, parent_run_id: Optional[UUID] = None):
+        """
+        Set the parent run ID for a chain run. If there is no parent, the run is the root.
+        """
+        if parent_run_id is not None:
+            self._parent_tree[run_id] = parent_run_id
+
+    def _pop_parent_of_run(self, run_id: UUID):
+        """
+        Remove the parent run ID for a chain run.
+        """
+        try:
+            self._parent_tree.pop(run_id)
+        except KeyError:
+            pass
+
+    def _find_root_run(self, run_id: UUID) -> UUID:
+        """
+        Finds the root ID of a chain run.
+        """
+        id: UUID = run_id
+        while id in self._parent_tree:
+            id = self._parent_tree[id]
+        return id
+
+    def _set_trace_or_span_metadata(
+        self,
+        serialized: Optional[Dict[str, Any]],
+        input: Any,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs,
+    ):
+        default_name = "trace" if parent_run_id is None else "span"
+        run_name = _get_langchain_run_name(serialized, **kwargs) or default_name
+        self._runs[run_id] = SpanMetadata(
+            name=run_name, input=input, start_time=time.time(), end_time=None
+        )
+
+    def _set_llm_metadata(
+        self,
+        serialized: Dict[str, Any],
+        run_id: UUID,
+        messages: Union[List[Dict[str, Any]], List[str]],
+        metadata: Optional[Dict[str, Any]] = None,
+        invocation_params: Optional[Dict[str, Any]] = None,
+        **kwargs,
+    ):
+        run_name = _get_langchain_run_name(serialized, **kwargs) or "generation"
+        generation = GenerationMetadata(
+            name=run_name, input=messages, start_time=time.time(), end_time=None
+        )
+        if isinstance(invocation_params, dict):
+            generation.model_params = get_model_params(invocation_params)
+            if tools := invocation_params.get("tools"):
+                generation.tools = tools
+        if isinstance(metadata, dict):
+            if model := metadata.get("ls_model_name"):
+                generation.model = model
+            if provider := metadata.get("ls_provider"):
+                generation.provider = provider
+
+            generation.posthog_properties = metadata.get("posthog_properties")
+        try:
+            base_url = serialized["kwargs"]["openai_api_base"]
+            if base_url is not None:
+                generation.base_url = base_url
+        except KeyError:
+            pass
+        self._runs[run_id] = generation
+
+    def _pop_run_metadata(self, run_id: UUID) -> Optional[RunMetadata]:
+        end_time = time.time()
+        try:
+            run = self._runs.pop(run_id)
+        except KeyError:
+            log.warning(f"No run metadata found for run {run_id}")
+            return None
+        run.end_time = end_time
+        return run
+
+    def _get_trace_id(self, run_id: UUID):
+        trace_id = self._trace_id or self._find_root_run(run_id)
+        if not trace_id:
+            return run_id
+        return trace_id
+
+    def _get_parent_run_id(
+        self, trace_id: Any, run_id: UUID, parent_run_id: Optional[UUID]
+    ):
+        """
+        Replace the parent run ID with the trace ID for second level runs when a custom trace ID is set.
+        """
+        if parent_run_id is not None and parent_run_id not in self._parent_tree:
+            return trace_id
+        return parent_run_id
+
+    def _pop_run_and_capture_trace_or_span(
+        self, run_id: UUID, parent_run_id: Optional[UUID], outputs: Any
+    ):
+        trace_id = self._get_trace_id(run_id)
+        self._pop_parent_of_run(run_id)
+        run = self._pop_run_metadata(run_id)
+        if not run:
+            return
+        if isinstance(run, GenerationMetadata):
+            log.warning(
+                f"Run {run_id} is a generation, but attempted to be captured as a trace or span."
+            )
+            return
+        self._capture_trace_or_span(
+            trace_id,
+            run_id,
+            run,
+            outputs,
+            self._get_parent_run_id(trace_id, run_id, parent_run_id),
+        )
+
+    def _capture_trace_or_span(
+        self,
+        trace_id: Any,
+        run_id: UUID,
+        run: SpanMetadata,
+        outputs: Any,
+        parent_run_id: Optional[UUID],
+    ):
+        event_name = "$ai_trace" if parent_run_id is None else "$ai_span"
+        event_properties = {
+            "$ai_trace_id": trace_id,
+            "$ai_input_state": with_privacy_mode(
+                self._ph_client, self._privacy_mode, sanitize_langchain(run.input)
+            ),
+            "$ai_latency": run.latency,
+            "$ai_span_name": run.name,
+            "$ai_span_id": run_id,
+            "$ai_framework": "langchain",
+        }
+        if parent_run_id is not None:
+            event_properties["$ai_parent_id"] = parent_run_id
+        if self._properties:
+            event_properties.update(self._properties)
+
+        if isinstance(outputs, BaseException):
+            event_properties["$ai_error"] = _stringify_exception(outputs)
+            event_properties["$ai_is_error"] = True
+            event_properties = _capture_exception_and_update_properties(
+                self._ph_client,
+                outputs,
+                self._distinct_id,
+                self._groups,
+                event_properties,
+            )
+
+        elif outputs is not None:
+            event_properties["$ai_output_state"] = with_privacy_mode(
+                self._ph_client, self._privacy_mode, outputs
+            )
+
+        if self._distinct_id is None:
+            event_properties["$process_person_profile"] = False
+
+        self._ph_client.capture(
+            distinct_id=self._distinct_id or run_id,
+            event=event_name,
+            properties=event_properties,
+            groups=self._groups,
+        )
+
+    def _pop_run_and_capture_generation(
+        self,
+        run_id: UUID,
+        parent_run_id: Optional[UUID],
+        response: Union[LLMResult, BaseException],
+    ):
+        trace_id = self._get_trace_id(run_id)
+        self._pop_parent_of_run(run_id)
+        run = self._pop_run_metadata(run_id)
+        if not run:
+            return
+        if not isinstance(run, GenerationMetadata):
+            log.warning(
+                f"Run {run_id} is not a generation, but attempted to be captured as a generation."
+            )
+            return
+        self._capture_generation(
+            trace_id,
+            run_id,
+            run,
+            response,
+            self._get_parent_run_id(trace_id, run_id, parent_run_id),
+        )
+
+    def _capture_generation(
+        self,
+        trace_id: Any,
+        run_id: UUID,
+        run: GenerationMetadata,
+        output: Union[LLMResult, BaseException],
+        parent_run_id: Optional[UUID] = None,
+    ):
+        event_properties = {
+            "$ai_trace_id": trace_id,
+            "$ai_span_id": run_id,
+            "$ai_span_name": run.name,
+            "$ai_parent_id": parent_run_id,
+            "$ai_provider": run.provider,
+            "$ai_model": run.model,
+            "$ai_model_parameters": run.model_params,
+            "$ai_input": with_privacy_mode(
+                self._ph_client, self._privacy_mode, sanitize_langchain(run.input)
+            ),
+            "$ai_http_status": 200,
+            "$ai_latency": run.latency,
+            "$ai_base_url": run.base_url,
+            "$ai_framework": "langchain",
+        }
+
+        warn_if_posthog_ai_gateway(run.base_url)
+
+        if isinstance(run.posthog_properties, dict):
+            event_properties.update(run.posthog_properties)
+
+        if run.tools:
+            event_properties["$ai_tools"] = run.tools
+
+        if self._properties:
+            event_properties.update(self._properties)
+
+        if self._distinct_id is None:
+            event_properties["$process_person_profile"] = False
+
+        if isinstance(output, BaseException):
+            event_properties["$ai_http_status"] = _get_http_status(output)
+            event_properties["$ai_error"] = _stringify_exception(output)
+            event_properties["$ai_is_error"] = True
+
+            event_properties = _capture_exception_and_update_properties(
+                self._ph_client,
+                output,
+                self._distinct_id,
+                self._groups,
+                event_properties,
+            )
+        else:
+            # Add usage
+            usage = _parse_usage(output, run.provider, run.model)
+            event_properties["$ai_input_tokens"] = usage.input_tokens
+            event_properties["$ai_output_tokens"] = usage.output_tokens
+            event_properties["$ai_cache_creation_input_tokens"] = (
+                usage.cache_write_tokens
+            )
+            event_properties["$ai_cache_read_input_tokens"] = usage.cache_read_tokens
+            event_properties["$ai_reasoning_tokens"] = usage.reasoning_tokens
+
+            # Generation results
+            generation_result = output.generations[-1]
+            if isinstance(generation_result[-1], ChatGeneration):
+                completions = [
+                    _convert_message_to_dict(cast(ChatGeneration, generation).message)
+                    for generation in generation_result
+                ]
+            else:
+                completions = [
+                    _extract_raw_response(generation)
+                    for generation in generation_result
+                ]
+            event_properties["$ai_output_choices"] = with_privacy_mode(
+                self._ph_client, self._privacy_mode, completions
+            )
+
+            # Extract stop reason from generation info
+            if output.generations and output.generations[-1]:
+                last_gen = output.generations[-1][-1]
+                gen_info = getattr(last_gen, "generation_info", None)
+                if isinstance(gen_info, dict):
+                    finish_reason = gen_info.get("finish_reason")
+                    if finish_reason is not None:
+                        event_properties["$ai_stop_reason"] = finish_reason
+
+        self._ph_client.capture(
+            distinct_id=self._distinct_id or trace_id,
+            event="$ai_generation",
+            properties=event_properties,
+            groups=self._groups,
+        )
+
+    def _log_debug_event(
+        self,
+        event_name: str,
+        run_id: UUID,
+        parent_run_id: Optional[UUID] = None,
+        **kwargs,
+    ):
+        log.debug(
+            f"Event: {event_name}, run_id: {str(run_id)[:5]}, parent_run_id: {str(parent_run_id)[:5]}, kwargs: {kwargs}"
+        )
+
+
+def _extract_raw_response(last_response):
+    """Extract the response from the last response of the LLM call."""
+    # We return the text of the response if not empty
+    if last_response.text is not None and last_response.text.strip() != "":
+        return last_response.text.strip()
+    elif hasattr(last_response, "message"):
+        # Additional kwargs contains the response in case of tool usage
+        return last_response.message.additional_kwargs
+    else:
+        # Not tool usage, some LLM responses can be simply empty
+        return ""
+
+
+def _convert_lc_tool_calls_to_oai(
+    tool_calls: list[ToolCall],
+) -> list[dict[str, Any]]:
+    try:
+        return [
+            {
+                "type": "function",
+                "id": tool_call["id"],
+                "function": {
+                    "name": tool_call["name"],
+                    "arguments": json.dumps(tool_call["args"]),
+                },
+            }
+            for tool_call in tool_calls
+        ]
+    except KeyError:
+        return tool_calls
+
+
+def _convert_message_to_dict(message: BaseMessage) -> dict[str, Any]:
+    # assistant message
+    if isinstance(message, HumanMessage):
+        message_dict = {"role": "user", "content": message.content}
+    elif isinstance(message, AIMessage):
+        message_dict = {"role": "assistant", "content": message.content}
+        if message.tool_calls:
+            message_dict["tool_calls"] = _convert_lc_tool_calls_to_oai(
+                message.tool_calls
+            )
+    elif isinstance(message, SystemMessage):
+        message_dict = {"role": "system", "content": message.content}
+    elif isinstance(message, ToolMessage):
+        message_dict = {"role": "tool", "content": message.content}
+    elif isinstance(message, FunctionMessage):
+        message_dict = {"role": "function", "content": message.content}
+    else:
+        message_dict = {"role": message.type, "content": str(message.content)}
+
+    if message.additional_kwargs:
+        message_dict.update(message.additional_kwargs)
+
+    if "content" in message_dict and not message_dict["content"]:
+        message_dict["content"] = ""
+
+    return message_dict
+
+
+@dataclass
+class ModelUsage:
+    input_tokens: Optional[int]
+    output_tokens: Optional[int]
+    cache_write_tokens: Optional[int]
+    cache_read_tokens: Optional[int]
+    reasoning_tokens: Optional[int]
+
+
+def _parse_usage_model(
+    usage: Union[BaseModel, dict],
+    provider: Optional[str] = None,
+    model: Optional[str] = None,
+) -> ModelUsage:
+    if isinstance(usage, BaseModel):
+        usage = usage.__dict__
+
+    conversion_list = [
+        # https://pypi.org/project/langchain-anthropic/ (works also for Bedrock-Anthropic)
+        ("input_tokens", "input"),
+        ("output_tokens", "output"),
+        ("cache_creation_input_tokens", "cache_write"),
+        ("cache_read_input_tokens", "cache_read"),
+        # https://cloud.google.com/vertex-ai/generative-ai/docs/multimodal/get-token-count
+        ("prompt_token_count", "input"),
+        ("candidates_token_count", "output"),
+        ("cached_content_token_count", "cache_read"),
+        ("thoughts_token_count", "reasoning"),
+        # Bedrock: https://docs.aws.amazon.com/bedrock/latest/userguide/monitoring-cw.html#runtime-cloudwatch-metrics
+        ("inputTokenCount", "input"),
+        ("outputTokenCount", "output"),
+        ("cacheCreationInputTokenCount", "cache_write"),
+        ("cacheReadInputTokenCount", "cache_read"),
+        # Bedrock Anthropic
+        ("prompt_tokens", "input"),
+        ("completion_tokens", "output"),
+        ("cache_creation_input_tokens", "cache_write"),
+        ("cache_read_input_tokens", "cache_read"),
+        # langchain-ibm https://pypi.org/project/langchain-ibm/
+        ("input_token_count", "input"),
+        ("generated_token_count", "output"),
+    ]
+
+    parsed_usage = {}
+    for model_key, type_key in conversion_list:
+        if model_key in usage:
+            captured_count = usage[model_key]
+            final_count = (
+                sum(captured_count)
+                if isinstance(captured_count, list)
+                else captured_count
+            )  # For Bedrock, the token count is a list when streamed
+
+            parsed_usage[type_key] = final_count
+
+    # Caching (OpenAI & langchain 0.3.9+)
+    if "input_token_details" in usage and isinstance(
+        usage["input_token_details"], dict
+    ):
+        parsed_usage["cache_write"] = usage["input_token_details"].get("cache_creation")
+        parsed_usage["cache_read"] = usage["input_token_details"].get("cache_read")
+
+    # Reasoning (OpenAI & langchain 0.3.9+)
+    if "output_token_details" in usage and isinstance(
+        usage["output_token_details"], dict
+    ):
+        parsed_usage["reasoning"] = usage["output_token_details"].get("reasoning")
+
+    field_mapping = {
+        "input": "input_tokens",
+        "output": "output_tokens",
+        "cache_write": "cache_write_tokens",
+        "cache_read": "cache_read_tokens",
+        "reasoning": "reasoning_tokens",
+    }
+    normalized_usage = ModelUsage(
+        **{
+            dataclass_key: parsed_usage.get(mapped_key) or 0
+            for mapped_key, dataclass_key in field_mapping.items()
+        },
+    )
+    # For Anthropic providers, LangChain reports input_tokens as the sum of all input tokens.
+    # Our cost calculation expects them to be separate for Anthropic, so we subtract cache tokens.
+    # Both cache_read and cache_write tokens should be subtracted since Anthropic's raw API
+    # reports input_tokens as tokens NOT read from or used to create a cache.
+    # For other providers (OpenAI, etc.), input_tokens already excludes cache tokens as expected.
+    # Match logic consistent with plugin-server: exact match on provider OR substring match on model
+    is_anthropic = False
+    if provider and provider.lower() == "anthropic":
+        is_anthropic = True
+    elif model and "anthropic" in model.lower():
+        is_anthropic = True
+
+    if is_anthropic and normalized_usage.input_tokens:
+        cache_tokens = (normalized_usage.cache_read_tokens or 0) + (
+            normalized_usage.cache_write_tokens or 0
+        )
+        if cache_tokens > 0:
+            normalized_usage.input_tokens = max(
+                normalized_usage.input_tokens - cache_tokens, 0
+            )
+    return normalized_usage
+
+
+def _parse_usage(
+    response: LLMResult, provider: Optional[str] = None, model: Optional[str] = None
+) -> ModelUsage:
+    # langchain-anthropic uses the usage field
+    llm_usage_keys = ["token_usage", "usage"]
+    llm_usage: ModelUsage = ModelUsage(
+        input_tokens=None,
+        output_tokens=None,
+        cache_write_tokens=None,
+        cache_read_tokens=None,
+        reasoning_tokens=None,
+    )
+
+    if response.llm_output is not None:
+        for key in llm_usage_keys:
+            if response.llm_output.get(key):
+                llm_usage = _parse_usage_model(
+                    response.llm_output[key], provider, model
+                )
+                break
+
+    if hasattr(response, "generations"):
+        for generation in response.generations:
+            if "usage" in generation:
+                llm_usage = _parse_usage_model(generation["usage"], provider, model)
+                break
+
+            for generation_chunk in generation:
+                if generation_chunk.generation_info and (
+                    "usage_metadata" in generation_chunk.generation_info
+                ):
+                    llm_usage = _parse_usage_model(
+                        generation_chunk.generation_info["usage_metadata"],
+                        provider,
+                        model,
+                    )
+                    break
+
+                message_chunk = getattr(generation_chunk, "message", {})
+                response_metadata = getattr(message_chunk, "response_metadata", {})
+
+                bedrock_anthropic_usage = (
+                    response_metadata.get("usage", None)  # for Bedrock-Anthropic
+                    if isinstance(response_metadata, dict)
+                    else None
+                )
+                bedrock_titan_usage = (
+                    response_metadata.get(
+                        "amazon-bedrock-invocationMetrics", None
+                    )  # for Bedrock-Titan
+                    if isinstance(response_metadata, dict)
+                    else None
+                )
+                ollama_usage = getattr(
+                    message_chunk, "usage_metadata", None
+                )  # for Ollama
+
+                chunk_usage = (
+                    bedrock_anthropic_usage or bedrock_titan_usage or ollama_usage
+                )
+                if chunk_usage:
+                    llm_usage = _parse_usage_model(chunk_usage, provider, model)
+                    break
+
+    return llm_usage
+
+
+def _capture_exception_and_update_properties(
+    client: Client,
+    exception: BaseException,
+    distinct_id: Optional[Union[str, int, UUID]],
+    groups: Optional[Dict[str, Any]],
+    event_properties: Dict[str, Any],
+):
+    if client.enable_exception_autocapture:
+        exception_id = client.capture_exception(
+            exception,
+            distinct_id=distinct_id,
+            groups=groups,
+            properties=event_properties,
+        )
+
+        if exception_id:
+            event_properties["$exception_event_id"] = exception_id
+
+    return event_properties
+
+
+def _get_http_status(error: BaseException) -> int:
+    # OpenAI: https://github.com/openai/openai-python/blob/main/src/openai/_exceptions.py
+    # Anthropic: https://github.com/anthropics/anthropic-sdk-python/blob/main/src/anthropic/_exceptions.py
+    # Google: https://github.com/googleapis/python-api-core/blob/main/google/api_core/exceptions.py
+    status_code = getattr(error, "status_code", getattr(error, "code", 0))
+    return status_code
+
+
+def _get_langchain_run_name(
+    serialized: Optional[Dict[str, Any]], **kwargs: Any
+) -> Optional[str]:
+    """Retrieve the name of a serialized LangChain runnable.
+
+    The prioritization for the determination of the run name is as follows:
+    - The value assigned to the "name" key in `kwargs`.
+    - The value assigned to the "name" key in `serialized`.
+    - The last entry of the value assigned to the "id" key in `serialized`.
+    - "<unknown>".
+
+    Args:
+        serialized (Optional[Dict[str, Any]]): A dictionary containing the runnable's serialized data.
+        **kwargs (Any): Additional keyword arguments, potentially including the 'name' override.
+
+    Returns:
+        str: The determined name of the Langchain runnable.
+    """
+    if "name" in kwargs and kwargs["name"] is not None:
+        return kwargs["name"]
+    if serialized is None:
+        return None
+    try:
+        return serialized["name"]
+    except (KeyError, TypeError):
+        pass
+    try:
+        return serialized["id"][-1]
+    except (KeyError, TypeError):
+        pass
+    return None
+
+
+def _stringify_exception(exception: BaseException) -> str:
+    description = str(exception)
+    if description:
+        return f"{exception.__class__.__name__}: {description}"
+    return exception.__class__.__name__
diff --git a/posthog/ai/openai/__init__.py b/posthog/ai/openai/__init__.py
new file mode 100644
index 00000000..88281e1a
--- /dev/null
+++ b/posthog/ai/openai/__init__.py
@@ -0,0 +1,20 @@
+from .openai import OpenAI
+from .openai_async import AsyncOpenAI
+from .openai_providers import AsyncAzureOpenAI, AzureOpenAI
+from .openai_converter import (
+    format_openai_response,
+    format_openai_input,
+    extract_openai_tools,
+    format_openai_streaming_content,
+)
+
+__all__ = [
+    "OpenAI",
+    "AsyncOpenAI",
+    "AzureOpenAI",
+    "AsyncAzureOpenAI",
+    "format_openai_response",
+    "format_openai_input",
+    "extract_openai_tools",
+    "format_openai_streaming_content",
+]
diff --git a/posthog/ai/openai/openai.py b/posthog/ai/openai/openai.py
new file mode 100644
index 00000000..539d2a6b
--- /dev/null
+++ b/posthog/ai/openai/openai.py
@@ -0,0 +1,670 @@
+import time
+import uuid
+from typing import Any, Dict, List, Optional
+
+from posthog.ai.types import TokenUsage
+
+try:
+    import openai
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the OpenAI SDK to use this feature: 'pip install openai'"
+    )
+
+from posthog.ai.utils import (
+    call_llm_and_track_usage,
+    extract_available_tool_calls,
+    merge_usage_stats,
+    with_privacy_mode,
+)
+from posthog.ai.openai.openai_converter import (
+    extract_openai_usage_from_chunk,
+    extract_openai_content_from_chunk,
+    extract_openai_tool_calls_from_chunk,
+    accumulate_openai_tool_calls,
+)
+from posthog.ai.sanitization import sanitize_openai, sanitize_openai_response
+from posthog.client import Client as PostHogClient
+from posthog import setup
+from posthog.ai.openai.wrapper_utils import _OpenAIWrapperResource
+
+
+class OpenAI(openai.OpenAI):
+    """
+    A wrapper around the OpenAI SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: If provided, events will be captured via this client
+                instead of the global ``posthog`` client.
+            **kwargs: Arguments passed to ``openai.OpenAI`` such as ``api_key``
+                or ``organization``.
+        """
+
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+
+        # Store original objects after parent initialization (only if they exist)
+        self._original_chat = getattr(self, "chat", None)
+        self._original_embeddings = getattr(self, "embeddings", None)
+        self._original_beta = getattr(self, "beta", None)
+        self._original_responses = getattr(self, "responses", None)
+
+        # Replace with wrapped versions (only if originals exist)
+        if self._original_chat is not None:
+            self.chat = WrappedChat(self, self._original_chat)
+
+        if self._original_embeddings is not None:
+            self.embeddings = WrappedEmbeddings(self, self._original_embeddings)
+
+        if self._original_beta is not None:
+            self.beta = WrappedBeta(self, self._original_beta)
+
+        if self._original_responses is not None:
+            self.responses = WrappedResponses(self, self._original_responses)
+
+
+def _parse_and_track(
+    wrapper,
+    posthog_distinct_id: Optional[str],
+    posthog_trace_id: Optional[str],
+    posthog_properties: Optional[Dict[str, Any]],
+    posthog_privacy_mode: bool,
+    posthog_groups: Optional[Dict[str, Any]],
+    **kwargs: Any,
+):
+    return call_llm_and_track_usage(
+        posthog_distinct_id,
+        wrapper._client._ph_client,
+        "openai",
+        posthog_trace_id,
+        posthog_properties,
+        posthog_privacy_mode,
+        posthog_groups,
+        wrapper._client.base_url,
+        wrapper._original.parse,
+        **kwargs,
+    )
+
+
+class WrappedResponses(_OpenAIWrapperResource):
+    """Wrapper for OpenAI responses that tracks usage in PostHog."""
+
+    def create(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create an OpenAI Responses API response while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to OpenAI's ``responses.create`` API.
+
+        Returns:
+            The OpenAI response, or a streaming iterator when ``stream=True``.
+        """
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        if kwargs.get("stream", False):
+            return self._create_streaming(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+                **kwargs,
+            )
+
+        return call_llm_and_track_usage(
+            posthog_distinct_id,
+            self._client._ph_client,
+            "openai",
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            self._client.base_url,
+            self._original.create,
+            **kwargs,
+        )
+
+    def _create_streaming(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        **kwargs: Any,
+    ):
+        start_time = time.time()
+        usage_stats: TokenUsage = TokenUsage()
+        final_content = []
+        model_from_response: Optional[str] = None
+        stop_reason: Optional[str] = None
+        response = self._original.create(**kwargs)
+
+        def generator():
+            nonlocal usage_stats
+            nonlocal final_content  # noqa: F824
+            nonlocal model_from_response
+            nonlocal stop_reason
+
+            try:
+                for chunk in response:
+                    # Extract model from response object in chunk (for stored prompts)
+                    if hasattr(chunk, "response") and chunk.response:
+                        if model_from_response is None and hasattr(
+                            chunk.response, "model"
+                        ):
+                            model_from_response = chunk.response.model
+
+                    # Extract usage stats from chunk
+                    chunk_usage = extract_openai_usage_from_chunk(chunk, "responses")
+
+                    if chunk_usage:
+                        merge_usage_stats(usage_stats, chunk_usage)
+
+                    # Extract content from chunk
+                    content = extract_openai_content_from_chunk(chunk, "responses")
+
+                    if content is not None:
+                        final_content.append(content)
+
+                    # Capture stop reason from response.completed event
+                    if (
+                        hasattr(chunk, "type")
+                        and chunk.type == "response.completed"
+                        and hasattr(chunk, "response")
+                        and chunk.response
+                    ):
+                        chunk_status = getattr(chunk.response, "status", None)
+                        if chunk_status is not None:
+                            stop_reason = chunk_status
+
+                    yield chunk
+
+            finally:
+                end_time = time.time()
+                latency = end_time - start_time
+                output = final_content
+                self._capture_streaming_event(
+                    posthog_distinct_id,
+                    posthog_trace_id,
+                    posthog_properties,
+                    posthog_privacy_mode,
+                    posthog_groups,
+                    kwargs,
+                    usage_stats,
+                    latency,
+                    output,
+                    None,  # Responses API doesn't have tools
+                    model_from_response,
+                    stop_reason=stop_reason,
+                )
+
+        return generator()
+
+    def _capture_streaming_event(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        kwargs: Dict[str, Any],
+        usage_stats: TokenUsage,
+        latency: float,
+        output: Any,
+        available_tool_calls: Optional[List[Dict[str, Any]]] = None,
+        model_from_response: Optional[str] = None,
+        stop_reason: Optional[str] = None,
+    ):
+        from posthog.ai.types import StreamingEventData
+        from posthog.ai.openai.openai_converter import (
+            format_openai_streaming_input,
+            format_openai_streaming_output,
+        )
+        from posthog.ai.utils import capture_streaming_event
+
+        # Prepare standardized event data
+        formatted_input = format_openai_streaming_input(kwargs, "responses")
+        sanitized_input = sanitize_openai_response(formatted_input)
+
+        # Use model from kwargs, fallback to model from response
+        model = kwargs.get("model") or model_from_response or "unknown"
+
+        event_data = StreamingEventData(
+            provider="openai",
+            model=model,
+            base_url=str(self._client.base_url),
+            kwargs=kwargs,
+            formatted_input=sanitized_input,
+            formatted_output=format_openai_streaming_output(output, "responses"),
+            usage_stats=usage_stats,
+            latency=latency,
+            distinct_id=posthog_distinct_id,
+            trace_id=posthog_trace_id,
+            properties=posthog_properties,
+            privacy_mode=posthog_privacy_mode,
+            groups=posthog_groups,
+            stop_reason=stop_reason,
+        )
+
+        # Use the common capture function
+        capture_streaming_event(self._client._ph_client, event_data)
+
+    def parse(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Parse structured output using OpenAI's 'responses.parse' method, but also track usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional ID to associate with the usage event.
+            posthog_trace_id: Optional trace UUID for linking events.
+            posthog_properties: Optional dictionary of extra properties to include in the event.
+            posthog_privacy_mode: Whether to anonymize the input and output.
+            posthog_groups: Optional dictionary of groups to associate with the event.
+            **kwargs: Any additional parameters for the OpenAI Responses Parse API.
+
+        Returns:
+            The response from OpenAI's responses.parse call.
+        """
+        return _parse_and_track(
+            self,
+            posthog_distinct_id,
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            **kwargs,
+        )
+
+
+class WrappedChat(_OpenAIWrapperResource):
+    """Wrapper for OpenAI chat that tracks usage in PostHog."""
+
+    @property
+    def completions(self):
+        """Access chat completions with PostHog usage tracking."""
+        return WrappedCompletions(self._client, self._original.completions)
+
+
+class WrappedCompletions(_OpenAIWrapperResource):
+    """Wrapper for OpenAI chat completions that tracks usage in PostHog."""
+
+    def parse(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Parse an OpenAI chat completion while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to OpenAI's ``chat.completions.parse`` API.
+
+        Returns:
+            The parsed response from OpenAI.
+        """
+        return _parse_and_track(
+            self,
+            posthog_distinct_id,
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            **kwargs,
+        )
+
+    def create(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create an OpenAI chat completion while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to OpenAI's ``chat.completions.create`` API.
+
+        Returns:
+            The OpenAI chat completion, or a streaming iterator when ``stream=True``.
+        """
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        if kwargs.get("stream", False):
+            return self._create_streaming(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+                **kwargs,
+            )
+
+        return call_llm_and_track_usage(
+            posthog_distinct_id,
+            self._client._ph_client,
+            "openai",
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            self._client.base_url,
+            self._original.create,
+            **kwargs,
+        )
+
+    def _create_streaming(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        **kwargs: Any,
+    ):
+        start_time = time.time()
+        usage_stats: TokenUsage = TokenUsage()
+        accumulated_content = []
+        accumulated_tool_calls: Dict[int, Dict[str, Any]] = {}
+        model_from_response: Optional[str] = None
+        stop_reason: Optional[str] = None
+        if "stream_options" not in kwargs:
+            kwargs["stream_options"] = {}
+        kwargs["stream_options"]["include_usage"] = True
+        response = self._original.create(**kwargs)
+
+        def generator():
+            nonlocal usage_stats
+            nonlocal accumulated_content  # noqa: F824
+            nonlocal accumulated_tool_calls
+            nonlocal model_from_response
+            nonlocal stop_reason
+
+            try:
+                for chunk in response:
+                    # Extract model from chunk (Chat Completions chunks have model field)
+                    if model_from_response is None and hasattr(chunk, "model"):
+                        model_from_response = chunk.model
+
+                    # Extract usage stats from chunk
+                    chunk_usage = extract_openai_usage_from_chunk(chunk, "chat")
+
+                    if chunk_usage:
+                        merge_usage_stats(usage_stats, chunk_usage)
+
+                    # Extract content from chunk
+                    content = extract_openai_content_from_chunk(chunk, "chat")
+
+                    if content is not None:
+                        accumulated_content.append(content)
+
+                    # Extract and accumulate tool calls from chunk
+                    chunk_tool_calls = extract_openai_tool_calls_from_chunk(chunk)
+                    if chunk_tool_calls:
+                        accumulate_openai_tool_calls(
+                            accumulated_tool_calls, chunk_tool_calls
+                        )
+
+                    # Capture stop reason from chunk
+                    if (
+                        hasattr(chunk, "choices")
+                        and chunk.choices
+                        and getattr(chunk.choices[0], "finish_reason", None) is not None
+                    ):
+                        stop_reason = chunk.choices[0].finish_reason
+
+                    yield chunk
+
+            finally:
+                end_time = time.time()
+                latency = end_time - start_time
+
+                # Convert accumulated tool calls dict to list
+                tool_calls_list = (
+                    list(accumulated_tool_calls.values())
+                    if accumulated_tool_calls
+                    else None
+                )
+
+                self._capture_streaming_event(
+                    posthog_distinct_id,
+                    posthog_trace_id,
+                    posthog_properties,
+                    posthog_privacy_mode,
+                    posthog_groups,
+                    kwargs,
+                    usage_stats,
+                    latency,
+                    accumulated_content,
+                    tool_calls_list,
+                    extract_available_tool_calls("openai", kwargs),
+                    model_from_response,
+                    stop_reason=stop_reason,
+                )
+
+        return generator()
+
+    def _capture_streaming_event(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        kwargs: Dict[str, Any],
+        usage_stats: TokenUsage,
+        latency: float,
+        output: Any,
+        tool_calls: Optional[List[Dict[str, Any]]] = None,
+        available_tool_calls: Optional[List[Dict[str, Any]]] = None,
+        model_from_response: Optional[str] = None,
+        stop_reason: Optional[str] = None,
+    ):
+        from posthog.ai.types import StreamingEventData
+        from posthog.ai.openai.openai_converter import (
+            format_openai_streaming_input,
+            format_openai_streaming_output,
+        )
+        from posthog.ai.utils import capture_streaming_event
+
+        # Prepare standardized event data
+        formatted_input = format_openai_streaming_input(kwargs, "chat")
+        sanitized_input = sanitize_openai(formatted_input)
+
+        # Use model from kwargs, fallback to model from response
+        model = kwargs.get("model") or model_from_response or "unknown"
+
+        event_data = StreamingEventData(
+            provider="openai",
+            model=model,
+            base_url=str(self._client.base_url),
+            kwargs=kwargs,
+            formatted_input=sanitized_input,
+            formatted_output=format_openai_streaming_output(output, "chat", tool_calls),
+            usage_stats=usage_stats,
+            latency=latency,
+            distinct_id=posthog_distinct_id,
+            trace_id=posthog_trace_id,
+            properties=posthog_properties,
+            privacy_mode=posthog_privacy_mode,
+            groups=posthog_groups,
+            stop_reason=stop_reason,
+        )
+
+        # Use the common capture function
+        capture_streaming_event(self._client._ph_client, event_data)
+
+
+class WrappedEmbeddings(_OpenAIWrapperResource):
+    """Wrapper for OpenAI embeddings that tracks usage in PostHog."""
+
+    def create(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create an embedding using OpenAI's 'embeddings.create' method, but also track usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional ID to associate with the usage event.
+            posthog_trace_id: Optional trace UUID for linking events.
+            posthog_properties: Optional dictionary of extra properties to include in the event.
+            posthog_privacy_mode: Whether to anonymize the input and output.
+            posthog_groups: Optional dictionary of groups to associate with the event.
+            **kwargs: Any additional parameters for the OpenAI Embeddings API.
+
+        Returns:
+            The response from OpenAI's embeddings.create call.
+        """
+
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        start_time = time.time()
+        response = self._original.create(**kwargs)
+        end_time = time.time()
+
+        # Extract usage statistics if available
+        usage_stats = {}
+        if hasattr(response, "usage") and response.usage:
+            usage_stats = {
+                "prompt_tokens": getattr(response.usage, "prompt_tokens", 0),
+                "total_tokens": getattr(response.usage, "total_tokens", 0),
+            }
+
+        latency = end_time - start_time
+
+        # Build the event properties
+        event_properties = {
+            "$ai_provider": "openai",
+            "$ai_model": kwargs.get("model"),
+            "$ai_input": with_privacy_mode(
+                self._client._ph_client,
+                posthog_privacy_mode,
+                sanitize_openai_response(kwargs.get("input")),
+            ),
+            "$ai_http_status": 200,
+            "$ai_input_tokens": usage_stats.get("prompt_tokens", 0),
+            "$ai_latency": latency,
+            "$ai_trace_id": posthog_trace_id,
+            "$ai_base_url": str(self._client.base_url),
+            **(posthog_properties or {}),
+        }
+
+        if posthog_distinct_id is None:
+            event_properties["$process_person_profile"] = False
+
+        # Send capture event for embeddings
+        if hasattr(self._client._ph_client, "capture"):
+            self._client._ph_client.capture(
+                distinct_id=posthog_distinct_id or posthog_trace_id,
+                event="$ai_embedding",
+                properties=event_properties,
+                groups=posthog_groups,
+            )
+
+        return response
+
+
+class WrappedBeta(_OpenAIWrapperResource):
+    """Wrapper for OpenAI beta features that tracks usage in PostHog."""
+
+    @property
+    def chat(self):
+        """Access beta chat APIs with PostHog usage tracking."""
+        return WrappedBetaChat(self._client, self._original.chat)
+
+
+class WrappedBetaChat(_OpenAIWrapperResource):
+    """Wrapper for OpenAI beta chat that tracks usage in PostHog."""
+
+    @property
+    def completions(self):
+        """Access beta chat completions with PostHog usage tracking."""
+        return WrappedBetaCompletions(self._client, self._original.completions)
+
+
+class WrappedBetaCompletions(_OpenAIWrapperResource):
+    """Wrapper for OpenAI beta chat completions that tracks usage in PostHog."""
+
+    def parse(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Parse an OpenAI beta chat completion while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to OpenAI's beta ``chat.completions.parse`` API.
+
+        Returns:
+            The parsed response from OpenAI.
+        """
+        return _parse_and_track(
+            self,
+            posthog_distinct_id,
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            **kwargs,
+        )
diff --git a/posthog/ai/openai/openai_async.py b/posthog/ai/openai/openai_async.py
new file mode 100644
index 00000000..7e7b5838
--- /dev/null
+++ b/posthog/ai/openai/openai_async.py
@@ -0,0 +1,727 @@
+import time
+import uuid
+from typing import Any, Dict, List, Optional
+
+from posthog.ai.stream import AsyncStreamWrapper
+from posthog.ai.types import TokenUsage
+
+try:
+    import openai
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the OpenAI SDK to use this feature: 'pip install openai'"
+    )
+
+from posthog import setup
+from posthog.ai.utils import (
+    call_llm_and_track_usage_async,
+    extract_available_tool_calls,
+    get_model_params,
+    merge_usage_stats,
+    with_privacy_mode,
+)
+from posthog.ai.openai.openai_converter import (
+    extract_openai_usage_from_chunk,
+    extract_openai_content_from_chunk,
+    extract_openai_tool_calls_from_chunk,
+    accumulate_openai_tool_calls,
+    format_openai_streaming_output,
+)
+from posthog.ai.sanitization import sanitize_openai, sanitize_openai_response
+from posthog.client import Client as PostHogClient
+from posthog.ai.openai.wrapper_utils import _OpenAIWrapperResource
+
+
+class AsyncOpenAI(openai.AsyncOpenAI):
+    """
+    An async wrapper around the OpenAI SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: If provided, events will be captured via this client
+                instead of the global ``posthog`` client.
+            **kwargs: Arguments passed to ``openai.AsyncOpenAI`` such as
+                ``api_key`` or ``organization``.
+        """
+
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+
+        # Store original objects after parent initialization (only if they exist)
+        self._original_chat = getattr(self, "chat", None)
+        self._original_embeddings = getattr(self, "embeddings", None)
+        self._original_beta = getattr(self, "beta", None)
+        self._original_responses = getattr(self, "responses", None)
+
+        # Replace with wrapped versions (only if originals exist)
+        if self._original_chat is not None:
+            self.chat = WrappedChat(self, self._original_chat)
+
+        if self._original_embeddings is not None:
+            self.embeddings = WrappedEmbeddings(self, self._original_embeddings)
+
+        if self._original_beta is not None:
+            self.beta = WrappedBeta(self, self._original_beta)
+
+        if self._original_responses is not None:
+            self.responses = WrappedResponses(self, self._original_responses)
+
+
+async def _parse_and_track(
+    wrapper,
+    posthog_distinct_id: Optional[str],
+    posthog_trace_id: Optional[str],
+    posthog_properties: Optional[Dict[str, Any]],
+    posthog_privacy_mode: bool,
+    posthog_groups: Optional[Dict[str, Any]],
+    **kwargs: Any,
+):
+    return await call_llm_and_track_usage_async(
+        posthog_distinct_id,
+        wrapper._client._ph_client,
+        "openai",
+        posthog_trace_id,
+        posthog_properties,
+        posthog_privacy_mode,
+        posthog_groups,
+        wrapper._client.base_url,
+        wrapper._original.parse,
+        **kwargs,
+    )
+
+
+class WrappedResponses(_OpenAIWrapperResource):
+    """Async wrapper for OpenAI responses that tracks usage in PostHog."""
+
+    async def create(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create an OpenAI Responses API response while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to OpenAI's async ``responses.create`` API.
+
+        Returns:
+            The OpenAI response, or an async streaming iterator when ``stream=True``.
+        """
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        if kwargs.get("stream", False):
+            return await self._create_streaming(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+                **kwargs,
+            )
+
+        return await call_llm_and_track_usage_async(
+            posthog_distinct_id,
+            self._client._ph_client,
+            "openai",
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            self._client.base_url,
+            self._original.create,
+            **kwargs,
+        )
+
+    async def _create_streaming(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        **kwargs: Any,
+    ):
+        start_time = time.time()
+        usage_stats: TokenUsage = TokenUsage()
+        final_content = []
+        model_from_response: Optional[str] = None
+        stop_reason: Optional[str] = None
+        response = await self._original.create(**kwargs)
+
+        async def async_generator():
+            nonlocal usage_stats
+            nonlocal final_content  # noqa: F824
+            nonlocal model_from_response
+            nonlocal stop_reason
+
+            try:
+                async for chunk in response:
+                    # Extract model from response object in chunk (for stored prompts)
+                    if hasattr(chunk, "response") and chunk.response:
+                        if model_from_response is None and hasattr(
+                            chunk.response, "model"
+                        ):
+                            model_from_response = chunk.response.model
+
+                    # Extract usage stats from chunk
+                    chunk_usage = extract_openai_usage_from_chunk(chunk, "responses")
+
+                    if chunk_usage:
+                        merge_usage_stats(usage_stats, chunk_usage)
+
+                    # Extract content from chunk
+                    content = extract_openai_content_from_chunk(chunk, "responses")
+
+                    if content is not None:
+                        final_content.append(content)
+
+                    # Capture stop reason from response.completed event
+                    if (
+                        hasattr(chunk, "type")
+                        and chunk.type == "response.completed"
+                        and hasattr(chunk, "response")
+                        and chunk.response
+                    ):
+                        chunk_status = getattr(chunk.response, "status", None)
+                        if chunk_status is not None:
+                            stop_reason = chunk_status
+
+                    yield chunk
+
+            finally:
+                end_time = time.time()
+                latency = end_time - start_time
+                output = final_content
+
+                await self._capture_streaming_event(
+                    posthog_distinct_id,
+                    posthog_trace_id,
+                    posthog_properties,
+                    posthog_privacy_mode,
+                    posthog_groups,
+                    kwargs,
+                    usage_stats,
+                    latency,
+                    output,
+                    extract_available_tool_calls("openai", kwargs),
+                    model_from_response,
+                    stop_reason=stop_reason,
+                )
+
+        return AsyncStreamWrapper(async_generator(), stream=response)
+
+    async def _capture_streaming_event(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        kwargs: Dict[str, Any],
+        usage_stats: TokenUsage,
+        latency: float,
+        output: Any,
+        available_tool_calls: Optional[List[Dict[str, Any]]] = None,
+        model_from_response: Optional[str] = None,
+        stop_reason: Optional[str] = None,
+    ):
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        # Use model from kwargs, fallback to model from response
+        model = kwargs.get("model") or model_from_response or "unknown"
+
+        event_properties = {
+            "$ai_provider": "openai",
+            "$ai_model": model,
+            "$ai_model_parameters": get_model_params(kwargs),
+            "$ai_input": with_privacy_mode(
+                self._client._ph_client,
+                posthog_privacy_mode,
+                sanitize_openai_response(kwargs.get("input")),
+            ),
+            "$ai_output_choices": with_privacy_mode(
+                self._client._ph_client,
+                posthog_privacy_mode,
+                format_openai_streaming_output(output, "responses"),
+            ),
+            "$ai_http_status": 200,
+            "$ai_input_tokens": usage_stats.get("input_tokens", 0),
+            "$ai_output_tokens": usage_stats.get("output_tokens", 0),
+            "$ai_cache_read_input_tokens": usage_stats.get(
+                "cache_read_input_tokens", 0
+            ),
+            "$ai_reasoning_tokens": usage_stats.get("reasoning_tokens", 0),
+            "$ai_latency": latency,
+            "$ai_trace_id": posthog_trace_id,
+            "$ai_base_url": str(self._client.base_url),
+            **(posthog_properties or {}),
+        }
+
+        # Add web search count if present
+        web_search_count = usage_stats.get("web_search_count")
+        if (
+            web_search_count is not None
+            and isinstance(web_search_count, int)
+            and web_search_count > 0
+        ):
+            event_properties["$ai_web_search_count"] = web_search_count
+
+        if stop_reason is not None:
+            event_properties["$ai_stop_reason"] = stop_reason
+
+        if available_tool_calls:
+            event_properties["$ai_tools"] = available_tool_calls
+
+        if posthog_distinct_id is None:
+            event_properties["$process_person_profile"] = False
+
+        if hasattr(self._client._ph_client, "capture"):
+            self._client._ph_client.capture(
+                distinct_id=posthog_distinct_id or posthog_trace_id,
+                event="$ai_generation",
+                properties=event_properties,
+                groups=posthog_groups,
+            )
+
+    async def parse(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Parse structured output using OpenAI's 'responses.parse' method, but also track usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional ID to associate with the usage event.
+            posthog_trace_id: Optional trace UUID for linking events.
+            posthog_properties: Optional dictionary of extra properties to include in the event.
+            posthog_privacy_mode: Whether to anonymize the input and output.
+            posthog_groups: Optional dictionary of groups to associate with the event.
+            **kwargs: Any additional parameters for the OpenAI Responses Parse API.
+
+        Returns:
+            The response from OpenAI's responses.parse call.
+        """
+        return await _parse_and_track(
+            self,
+            posthog_distinct_id,
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            **kwargs,
+        )
+
+
+class WrappedChat(_OpenAIWrapperResource):
+    """Async wrapper for OpenAI chat that tracks usage in PostHog."""
+
+    @property
+    def completions(self):
+        """Access async chat completions with PostHog usage tracking."""
+        return WrappedCompletions(self._client, self._original.completions)
+
+
+class WrappedCompletions(_OpenAIWrapperResource):
+    """Async wrapper for OpenAI chat completions that tracks usage in PostHog."""
+
+    async def parse(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Parse an OpenAI chat completion while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to OpenAI's async ``chat.completions.parse`` API.
+
+        Returns:
+            The parsed response from OpenAI.
+        """
+        return await _parse_and_track(
+            self,
+            posthog_distinct_id,
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            **kwargs,
+        )
+
+    async def create(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create an OpenAI chat completion while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to OpenAI's async ``chat.completions.create`` API.
+
+        Returns:
+            The OpenAI chat completion, or an async streaming iterator when ``stream=True``.
+        """
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        # If streaming, handle streaming specifically
+        if kwargs.get("stream", False):
+            return await self._create_streaming(
+                posthog_distinct_id,
+                posthog_trace_id,
+                posthog_properties,
+                posthog_privacy_mode,
+                posthog_groups,
+                **kwargs,
+            )
+
+        response = await call_llm_and_track_usage_async(
+            posthog_distinct_id,
+            self._client._ph_client,
+            "openai",
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            self._client.base_url,
+            self._original.create,
+            **kwargs,
+        )
+        return response
+
+    async def _create_streaming(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        **kwargs: Any,
+    ):
+        start_time = time.time()
+        usage_stats: TokenUsage = TokenUsage()
+        accumulated_content = []
+        accumulated_tool_calls: Dict[int, Dict[str, Any]] = {}
+        model_from_response: Optional[str] = None
+        stop_reason: Optional[str] = None
+
+        if "stream_options" not in kwargs:
+            kwargs["stream_options"] = {}
+        kwargs["stream_options"]["include_usage"] = True
+        response = await self._original.create(**kwargs)
+
+        async def async_generator():
+            nonlocal usage_stats
+            nonlocal accumulated_content  # noqa: F824
+            nonlocal accumulated_tool_calls
+            nonlocal model_from_response
+            nonlocal stop_reason
+
+            try:
+                async for chunk in response:
+                    # Extract model from chunk (Chat Completions chunks have model field)
+                    if model_from_response is None and hasattr(chunk, "model"):
+                        model_from_response = chunk.model
+
+                    # Extract usage stats from chunk
+                    chunk_usage = extract_openai_usage_from_chunk(chunk, "chat")
+                    if chunk_usage:
+                        merge_usage_stats(usage_stats, chunk_usage)
+
+                    # Extract content from chunk
+                    content = extract_openai_content_from_chunk(chunk, "chat")
+                    if content is not None:
+                        accumulated_content.append(content)
+
+                    # Extract and accumulate tool calls from chunk
+                    chunk_tool_calls = extract_openai_tool_calls_from_chunk(chunk)
+                    if chunk_tool_calls:
+                        accumulate_openai_tool_calls(
+                            accumulated_tool_calls, chunk_tool_calls
+                        )
+
+                    # Capture stop reason from chunk
+                    if (
+                        hasattr(chunk, "choices")
+                        and chunk.choices
+                        and getattr(chunk.choices[0], "finish_reason", None) is not None
+                    ):
+                        stop_reason = chunk.choices[0].finish_reason
+
+                    yield chunk
+
+            finally:
+                end_time = time.time()
+                latency = end_time - start_time
+
+                # Convert accumulated tool calls dict to list
+                tool_calls_list = (
+                    list(accumulated_tool_calls.values())
+                    if accumulated_tool_calls
+                    else None
+                )
+
+                await self._capture_streaming_event(
+                    posthog_distinct_id,
+                    posthog_trace_id,
+                    posthog_properties,
+                    posthog_privacy_mode,
+                    posthog_groups,
+                    kwargs,
+                    usage_stats,
+                    latency,
+                    accumulated_content,
+                    tool_calls_list,
+                    extract_available_tool_calls("openai", kwargs),
+                    model_from_response,
+                    stop_reason=stop_reason,
+                )
+
+        return AsyncStreamWrapper(async_generator(), stream=response)
+
+    async def _capture_streaming_event(
+        self,
+        posthog_distinct_id: Optional[str],
+        posthog_trace_id: Optional[str],
+        posthog_properties: Optional[Dict[str, Any]],
+        posthog_privacy_mode: bool,
+        posthog_groups: Optional[Dict[str, Any]],
+        kwargs: Dict[str, Any],
+        usage_stats: TokenUsage,
+        latency: float,
+        output: Any,
+        tool_calls: Optional[List[Dict[str, Any]]] = None,
+        available_tool_calls: Optional[List[Dict[str, Any]]] = None,
+        model_from_response: Optional[str] = None,
+        stop_reason: Optional[str] = None,
+    ):
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        # Use model from kwargs, fallback to model from response
+        model = kwargs.get("model") or model_from_response or "unknown"
+
+        event_properties = {
+            "$ai_provider": "openai",
+            "$ai_model": model,
+            "$ai_model_parameters": get_model_params(kwargs),
+            "$ai_input": with_privacy_mode(
+                self._client._ph_client,
+                posthog_privacy_mode,
+                sanitize_openai(kwargs.get("messages")),
+            ),
+            "$ai_output_choices": with_privacy_mode(
+                self._client._ph_client,
+                posthog_privacy_mode,
+                format_openai_streaming_output(output, "chat", tool_calls),
+            ),
+            "$ai_http_status": 200,
+            "$ai_input_tokens": usage_stats.get("input_tokens", 0),
+            "$ai_output_tokens": usage_stats.get("output_tokens", 0),
+            "$ai_cache_read_input_tokens": usage_stats.get(
+                "cache_read_input_tokens", 0
+            ),
+            "$ai_reasoning_tokens": usage_stats.get("reasoning_tokens", 0),
+            "$ai_latency": latency,
+            "$ai_trace_id": posthog_trace_id,
+            "$ai_base_url": str(self._client.base_url),
+            **(posthog_properties or {}),
+        }
+
+        # Add web search count if present
+        web_search_count = usage_stats.get("web_search_count")
+
+        if (
+            web_search_count is not None
+            and isinstance(web_search_count, int)
+            and web_search_count > 0
+        ):
+            event_properties["$ai_web_search_count"] = web_search_count
+
+        if stop_reason is not None:
+            event_properties["$ai_stop_reason"] = stop_reason
+
+        if available_tool_calls:
+            event_properties["$ai_tools"] = available_tool_calls
+
+        if posthog_distinct_id is None:
+            event_properties["$process_person_profile"] = False
+
+        if hasattr(self._client._ph_client, "capture"):
+            self._client._ph_client.capture(
+                distinct_id=posthog_distinct_id or posthog_trace_id,
+                event="$ai_generation",
+                properties=event_properties,
+                groups=posthog_groups,
+            )
+
+
+class WrappedEmbeddings(_OpenAIWrapperResource):
+    """Async wrapper for OpenAI embeddings that tracks usage in PostHog."""
+
+    async def create(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Create an embedding using OpenAI's 'embeddings.create' method, but also track usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional ID to associate with the usage event.
+            posthog_trace_id: Optional trace UUID for linking events.
+            posthog_properties: Optional dictionary of extra properties to include in the event.
+            posthog_privacy_mode: Whether to anonymize the input and output.
+            posthog_groups: Optional dictionary of groups to associate with the event.
+            **kwargs: Any additional parameters for the OpenAI Embeddings API.
+
+        Returns:
+            The response from OpenAI's embeddings.create call.
+        """
+
+        if posthog_trace_id is None:
+            posthog_trace_id = str(uuid.uuid4())
+
+        start_time = time.time()
+        response = await self._original.create(**kwargs)
+        end_time = time.time()
+
+        # Extract usage statistics if available
+        usage_stats: TokenUsage = TokenUsage()
+
+        if hasattr(response, "usage") and response.usage:
+            usage_stats = TokenUsage(
+                input_tokens=getattr(response.usage, "prompt_tokens", 0),
+                output_tokens=getattr(response.usage, "completion_tokens", 0),
+            )
+
+        latency = end_time - start_time
+
+        # Build the event properties
+        event_properties = {
+            "$ai_provider": "openai",
+            "$ai_model": kwargs.get("model"),
+            "$ai_input": with_privacy_mode(
+                self._client._ph_client,
+                posthog_privacy_mode,
+                sanitize_openai_response(kwargs.get("input")),
+            ),
+            "$ai_http_status": 200,
+            "$ai_input_tokens": usage_stats.get("input_tokens", 0),
+            "$ai_latency": latency,
+            "$ai_trace_id": posthog_trace_id,
+            "$ai_base_url": str(self._client.base_url),
+            **(posthog_properties or {}),
+        }
+
+        if posthog_distinct_id is None:
+            event_properties["$process_person_profile"] = False
+
+        # Send capture event for embeddings
+        if hasattr(self._client._ph_client, "capture"):
+            self._client._ph_client.capture(
+                distinct_id=posthog_distinct_id or posthog_trace_id,
+                event="$ai_embedding",
+                properties=event_properties,
+                groups=posthog_groups,
+            )
+
+        return response
+
+
+class WrappedBeta(_OpenAIWrapperResource):
+    """Async wrapper for OpenAI beta features that tracks usage in PostHog."""
+
+    @property
+    def chat(self):
+        """Access async beta chat APIs with PostHog usage tracking."""
+        return WrappedBetaChat(self._client, self._original.chat)
+
+
+class WrappedBetaChat(_OpenAIWrapperResource):
+    """Async wrapper for OpenAI beta chat that tracks usage in PostHog."""
+
+    @property
+    def completions(self):
+        """Access async beta chat completions with PostHog usage tracking."""
+        return WrappedBetaCompletions(self._client, self._original.completions)
+
+
+class WrappedBetaCompletions(_OpenAIWrapperResource):
+    """Async wrapper for OpenAI beta chat completions that tracks usage in PostHog."""
+
+    async def parse(
+        self,
+        posthog_distinct_id: Optional[str] = None,
+        posthog_trace_id: Optional[str] = None,
+        posthog_properties: Optional[Dict[str, Any]] = None,
+        posthog_privacy_mode: bool = False,
+        posthog_groups: Optional[Dict[str, Any]] = None,
+        **kwargs: Any,
+    ):
+        """
+        Parse an OpenAI beta chat completion while tracking usage in PostHog.
+
+        Args:
+            posthog_distinct_id: Optional distinct ID to associate with the usage event.
+            posthog_trace_id: Optional trace ID. Generated automatically when omitted.
+            posthog_properties: Additional properties to include with the usage event.
+            posthog_privacy_mode: Whether to redact captured input and output.
+            posthog_groups: Optional PostHog groups to associate with the event.
+            **kwargs: Arguments passed to OpenAI's async beta ``chat.completions.parse`` API.
+
+        Returns:
+            The parsed response from OpenAI.
+        """
+        return await _parse_and_track(
+            self,
+            posthog_distinct_id,
+            posthog_trace_id,
+            posthog_properties,
+            posthog_privacy_mode,
+            posthog_groups,
+            **kwargs,
+        )
diff --git a/posthog/ai/openai/openai_converter.py b/posthog/ai/openai/openai_converter.py
new file mode 100644
index 00000000..95090723
--- /dev/null
+++ b/posthog/ai/openai/openai_converter.py
@@ -0,0 +1,771 @@
+"""
+OpenAI-specific conversion utilities.
+
+This module handles the conversion of OpenAI API responses and inputs
+into standardized formats for PostHog tracking. It supports both
+Chat Completions API and Responses API formats.
+"""
+
+from typing import Any, Dict, List, Optional
+
+from posthog.ai.types import (
+    FormattedContentItem,
+    FormattedFunctionCall,
+    FormattedImageContent,
+    FormattedMessage,
+    FormattedTextContent,
+    TokenUsage,
+)
+from posthog.ai.utils import serialize_raw_usage
+
+
+def format_openai_response(response: Any) -> List[FormattedMessage]:
+    """
+    Format an OpenAI response into standardized message format.
+
+    Handles both Chat Completions API and Responses API formats.
+
+    Args:
+        response: The response object from OpenAI API
+
+    Returns:
+        List of formatted messages with role and content
+    """
+
+    output: List[FormattedMessage] = []
+
+    if response is None:
+        return output
+
+    # Handle Chat Completions response format
+    if hasattr(response, "choices"):
+        content: List[FormattedContentItem] = []
+        role = "assistant"
+
+        for choice in response.choices:
+            if hasattr(choice, "message") and choice.message:
+                if choice.message.role:
+                    role = choice.message.role
+
+                if choice.message.content:
+                    content.append(
+                        {
+                            "type": "text",
+                            "text": choice.message.content,
+                        }
+                    )
+
+                if hasattr(choice.message, "tool_calls") and choice.message.tool_calls:
+                    for tool_call in choice.message.tool_calls:
+                        content.append(
+                            {
+                                "type": "function",
+                                "id": tool_call.id,
+                                "function": {
+                                    "name": tool_call.function.name,
+                                    "arguments": tool_call.function.arguments,
+                                },
+                            }
+                        )
+
+                # Handle audio output (gpt-4o-audio-preview)
+                if hasattr(choice.message, "audio") and choice.message.audio:
+                    # Convert Pydantic model to dict to capture all fields from OpenAI
+                    audio_dict = choice.message.audio.model_dump()
+                    content.append({"type": "audio", **audio_dict})
+
+        if content:
+            output.append(
+                {
+                    "role": role,
+                    "content": content,
+                }
+            )
+
+    # Handle Responses API format
+    if hasattr(response, "output"):
+        content = []
+        role = "assistant"
+
+        for item in response.output:
+            if item.type == "message":
+                role = item.role
+
+                if hasattr(item, "content") and isinstance(item.content, list):
+                    for content_item in item.content:
+                        if (
+                            hasattr(content_item, "type")
+                            and content_item.type == "output_text"
+                            and hasattr(content_item, "text")
+                        ):
+                            content.append(
+                                {
+                                    "type": "text",
+                                    "text": content_item.text,
+                                }
+                            )
+
+                        elif hasattr(content_item, "text"):
+                            content.append({"type": "text", "text": content_item.text})
+
+                        elif (
+                            hasattr(content_item, "type")
+                            and content_item.type == "input_image"
+                            and hasattr(content_item, "image_url")
+                        ):
+                            image_content: FormattedImageContent = {
+                                "type": "image",
+                                "image": content_item.image_url,
+                            }
+                            content.append(image_content)
+
+                elif hasattr(item, "content"):
+                    text_content = {"type": "text", "text": str(item.content)}
+                    content.append(text_content)
+
+            elif hasattr(item, "type") and item.type == "function_call":
+                content.append(
+                    {
+                        "type": "function",
+                        "id": getattr(item, "call_id", getattr(item, "id", "")),
+                        "function": {
+                            "name": item.name,
+                            "arguments": getattr(item, "arguments", {}),
+                        },
+                    }
+                )
+
+        if content:
+            output.append(
+                {
+                    "role": role,
+                    "content": content,
+                }
+            )
+
+    return output
+
+
+def format_openai_input(
+    messages: Optional[List[Dict[str, Any]]] = None, input_data: Optional[Any] = None
+) -> List[FormattedMessage]:
+    """
+    Format OpenAI input messages.
+
+    Handles both messages parameter (Chat Completions) and input parameter (Responses API).
+
+    Args:
+        messages: List of message dictionaries for Chat Completions API
+        input_data: Input data for Responses API
+
+    Returns:
+        List of formatted messages
+    """
+
+    formatted_messages: List[FormattedMessage] = []
+
+    # Handle Chat Completions API format
+    if messages is not None:
+        for msg in messages:
+            formatted_messages.append(
+                {
+                    "role": msg.get("role", "user"),
+                    "content": msg.get("content", ""),
+                }
+            )
+
+    # Handle Responses API format
+    if input_data is not None:
+        if isinstance(input_data, list):
+            for item in input_data:
+                role = "user"
+                content = ""
+
+                if isinstance(item, dict):
+                    role = item.get("role", "user")
+                    content = item.get("content", "")
+
+                elif isinstance(item, str):
+                    content = item
+
+                else:
+                    content = str(item)
+
+                formatted_messages.append({"role": role, "content": content})
+
+        elif isinstance(input_data, str):
+            formatted_messages.append({"role": "user", "content": input_data})
+
+        else:
+            formatted_messages.append({"role": "user", "content": str(input_data)})
+
+    return formatted_messages
+
+
+def extract_openai_tools(kwargs: Dict[str, Any]) -> Optional[Any]:
+    """
+    Extract tool definitions from OpenAI API kwargs.
+
+    Args:
+        kwargs: Keyword arguments passed to OpenAI API
+
+    Returns:
+        Tool definitions if present, None otherwise
+    """
+
+    # Check for tools parameter (newer API)
+    if "tools" in kwargs:
+        return kwargs["tools"]
+
+    # Check for functions parameter (older API)
+    if "functions" in kwargs:
+        return kwargs["functions"]
+
+    return None
+
+
+def format_openai_streaming_content(
+    accumulated_content: str, tool_calls: Optional[List[Dict[str, Any]]] = None
+) -> List[FormattedContentItem]:
+    """
+    Format content from OpenAI streaming response.
+
+    Used by streaming handlers to format accumulated content.
+
+    Args:
+        accumulated_content: Accumulated text content from streaming
+        tool_calls: Optional list of tool calls accumulated during streaming
+
+    Returns:
+        List of formatted content items
+    """
+    formatted: List[FormattedContentItem] = []
+
+    # Add text content if present
+    if accumulated_content:
+        text_content: FormattedTextContent = {
+            "type": "text",
+            "text": accumulated_content,
+        }
+        formatted.append(text_content)
+
+    # Add tool calls if present
+    if tool_calls:
+        for tool_call in tool_calls:
+            function_call: FormattedFunctionCall = {
+                "type": "function",
+                "id": tool_call.get("id"),
+                "function": tool_call.get("function", {}),
+            }
+            formatted.append(function_call)
+
+    return formatted
+
+
+def extract_openai_web_search_count(response: Any) -> int:
+    """
+    Extract web search count from OpenAI response.
+
+    Uses a two-tier detection strategy:
+    1. Priority 1 (exact count): Check for output[].type == "web_search_call" (Responses API)
+    2. Priority 2 (binary detection): Check for various web search indicators:
+       - Root-level citations, search_results, or usage.search_context_size (Perplexity)
+       - Annotations with type "url_citation" in choices/output (including delta for streaming)
+
+    Args:
+        response: The response from OpenAI API
+
+    Returns:
+        Number of web search requests (exact count or binary 1/0)
+    """
+
+    # Priority 1: Check for exact count in Responses API output
+    if hasattr(response, "output"):
+        web_search_count = 0
+
+        for item in response.output:
+            if hasattr(item, "type") and item.type == "web_search_call":
+                web_search_count += 1
+
+        web_search_count = max(0, web_search_count)
+
+        if web_search_count > 0:
+            return web_search_count
+
+    # Priority 2: Binary detection (returns 1 or 0)
+
+    # Check root-level indicators (Perplexity)
+    if hasattr(response, "citations"):
+        citations = getattr(response, "citations")
+
+        if citations and len(citations) > 0:
+            return 1
+
+    if hasattr(response, "search_results"):
+        search_results = getattr(response, "search_results")
+
+        if search_results and len(search_results) > 0:
+            return 1
+
+    if hasattr(response, "usage") and hasattr(response.usage, "search_context_size"):
+        if response.usage.search_context_size:
+            return 1
+
+    # Check for url_citation annotations in choices (Chat Completions)
+    if hasattr(response, "choices"):
+        for choice in response.choices:
+            # Check message.annotations (non-streaming or final chunk)
+            if hasattr(choice, "message") and hasattr(choice.message, "annotations"):
+                annotations = choice.message.annotations
+
+                if annotations:
+                    for annotation in annotations:
+                        # Support both dict and object formats
+                        annotation_type = (
+                            annotation.get("type")
+                            if isinstance(annotation, dict)
+                            else getattr(annotation, "type", None)
+                        )
+
+                        if annotation_type == "url_citation":
+                            return 1
+
+            # Check delta.annotations (streaming chunks)
+            if hasattr(choice, "delta") and hasattr(choice.delta, "annotations"):
+                annotations = choice.delta.annotations
+
+                if annotations:
+                    for annotation in annotations:
+                        # Support both dict and object formats
+                        annotation_type = (
+                            annotation.get("type")
+                            if isinstance(annotation, dict)
+                            else getattr(annotation, "type", None)
+                        )
+
+                        if annotation_type == "url_citation":
+                            return 1
+
+    # Check for url_citation annotations in output (Responses API)
+    if hasattr(response, "output"):
+        for item in response.output:
+            if hasattr(item, "content") and isinstance(item.content, list):
+                for content_item in item.content:
+                    if hasattr(content_item, "annotations"):
+                        annotations = content_item.annotations
+
+                        if annotations:
+                            for annotation in annotations:
+                                # Support both dict and object formats
+                                annotation_type = (
+                                    annotation.get("type")
+                                    if isinstance(annotation, dict)
+                                    else getattr(annotation, "type", None)
+                                )
+
+                                if annotation_type == "url_citation":
+                                    return 1
+
+    return 0
+
+
+def extract_openai_stop_reason(response: Any) -> Optional[str]:
+    """Extract stop reason from OpenAI response."""
+    # Chat Completions API
+    if hasattr(response, "choices") and response.choices:
+        return getattr(response.choices[0], "finish_reason", None)
+    # Responses API
+    if hasattr(response, "status"):
+        return getattr(response, "status", None)
+    return None
+
+
+def extract_openai_usage_from_response(response: Any) -> TokenUsage:
+    """
+    Extract usage statistics from a full OpenAI response (non-streaming).
+    Handles both Chat Completions and Responses API.
+
+    Args:
+        response: The complete response from OpenAI API
+
+    Returns:
+        TokenUsage with standardized usage statistics
+    """
+    if not hasattr(response, "usage"):
+        return TokenUsage(input_tokens=0, output_tokens=0)
+
+    cached_tokens = 0
+    input_tokens = 0
+    output_tokens = 0
+    reasoning_tokens = 0
+
+    # Responses API format
+    if hasattr(response.usage, "input_tokens"):
+        input_tokens = response.usage.input_tokens
+    if hasattr(response.usage, "output_tokens"):
+        output_tokens = response.usage.output_tokens
+    if hasattr(response.usage, "input_tokens_details") and hasattr(
+        response.usage.input_tokens_details, "cached_tokens"
+    ):
+        cached_tokens = response.usage.input_tokens_details.cached_tokens
+    if hasattr(response.usage, "output_tokens_details") and hasattr(
+        response.usage.output_tokens_details, "reasoning_tokens"
+    ):
+        reasoning_tokens = response.usage.output_tokens_details.reasoning_tokens
+
+    # Chat Completions format
+    if hasattr(response.usage, "prompt_tokens"):
+        input_tokens = response.usage.prompt_tokens
+    if hasattr(response.usage, "completion_tokens"):
+        output_tokens = response.usage.completion_tokens
+    if hasattr(response.usage, "prompt_tokens_details") and hasattr(
+        response.usage.prompt_tokens_details, "cached_tokens"
+    ):
+        cached_tokens = response.usage.prompt_tokens_details.cached_tokens
+    if hasattr(response.usage, "completion_tokens_details") and hasattr(
+        response.usage.completion_tokens_details, "reasoning_tokens"
+    ):
+        reasoning_tokens = response.usage.completion_tokens_details.reasoning_tokens
+
+    result = TokenUsage(
+        input_tokens=input_tokens,
+        output_tokens=output_tokens,
+    )
+
+    if cached_tokens is not None and cached_tokens > 0:
+        result["cache_read_input_tokens"] = cached_tokens
+    if reasoning_tokens is not None and reasoning_tokens > 0:
+        result["reasoning_tokens"] = reasoning_tokens
+
+    web_search_count = extract_openai_web_search_count(response)
+    if web_search_count > 0:
+        result["web_search_count"] = web_search_count
+
+    # Capture raw usage metadata for backend processing
+    # Serialize to dict here in the converter (not in utils)
+    serialized = serialize_raw_usage(response.usage)
+    if serialized:
+        result["raw_usage"] = serialized
+
+    return result
+
+
+def extract_openai_usage_from_chunk(
+    chunk: Any, provider_type: str = "chat"
+) -> TokenUsage:
+    """
+    Extract usage statistics from an OpenAI streaming chunk.
+
+    Handles both Chat Completions and Responses API formats.
+
+    Args:
+        chunk: Streaming chunk from OpenAI API
+        provider_type: Either "chat" or "responses" to handle different API formats
+
+    Returns:
+        Dictionary of usage statistics
+    """
+
+    usage: TokenUsage = TokenUsage()
+
+    if provider_type == "chat":
+        # Extract web search count from the chunk before checking for usage
+        # Web search indicators (citations, annotations) can appear on any chunk,
+        # not just those with usage data
+        web_search_count = extract_openai_web_search_count(chunk)
+        if web_search_count > 0:
+            usage["web_search_count"] = web_search_count
+
+        if not hasattr(chunk, "usage") or not chunk.usage:
+            return usage
+
+        # Chat Completions API uses prompt_tokens and completion_tokens
+        # Standardize to input_tokens and output_tokens
+        usage["input_tokens"] = getattr(chunk.usage, "prompt_tokens", 0)
+        usage["output_tokens"] = getattr(chunk.usage, "completion_tokens", 0)
+
+        # Handle cached tokens
+        if hasattr(chunk.usage, "prompt_tokens_details") and hasattr(
+            chunk.usage.prompt_tokens_details, "cached_tokens"
+        ):
+            cached = chunk.usage.prompt_tokens_details.cached_tokens
+            if cached is not None:
+                usage["cache_read_input_tokens"] = cached
+
+        # Handle reasoning tokens
+        if hasattr(chunk.usage, "completion_tokens_details") and hasattr(
+            chunk.usage.completion_tokens_details, "reasoning_tokens"
+        ):
+            reasoning = chunk.usage.completion_tokens_details.reasoning_tokens
+            if reasoning is not None:
+                usage["reasoning_tokens"] = reasoning
+
+        # Capture raw usage metadata for backend processing
+        # Serialize to dict here in the converter (not in utils)
+        serialized = serialize_raw_usage(chunk.usage)
+        if serialized:
+            usage["raw_usage"] = serialized
+
+    elif provider_type == "responses":
+        # For Responses API, usage is only in chunk.response.usage for completed events
+        if hasattr(chunk, "type") and chunk.type == "response.completed":
+            if (
+                hasattr(chunk, "response")
+                and hasattr(chunk.response, "usage")
+                and chunk.response.usage
+            ):
+                response_usage = chunk.response.usage
+                usage["input_tokens"] = getattr(response_usage, "input_tokens", 0)
+                usage["output_tokens"] = getattr(response_usage, "output_tokens", 0)
+
+                # Handle cached tokens
+                if hasattr(response_usage, "input_tokens_details") and hasattr(
+                    response_usage.input_tokens_details, "cached_tokens"
+                ):
+                    cached = response_usage.input_tokens_details.cached_tokens
+                    if cached is not None:
+                        usage["cache_read_input_tokens"] = cached
+
+                # Handle reasoning tokens
+                if hasattr(response_usage, "output_tokens_details") and hasattr(
+                    response_usage.output_tokens_details, "reasoning_tokens"
+                ):
+                    reasoning = response_usage.output_tokens_details.reasoning_tokens
+                    if reasoning is not None:
+                        usage["reasoning_tokens"] = reasoning
+
+                # Extract web search count from the complete response
+                if hasattr(chunk, "response"):
+                    web_search_count = extract_openai_web_search_count(chunk.response)
+                    if web_search_count > 0:
+                        usage["web_search_count"] = web_search_count
+
+                # Capture raw usage metadata for backend processing
+                # Serialize to dict here in the converter (not in utils)
+                serialized = serialize_raw_usage(response_usage)
+                if serialized:
+                    usage["raw_usage"] = serialized
+
+    return usage
+
+
+def extract_openai_content_from_chunk(
+    chunk: Any, provider_type: str = "chat"
+) -> Optional[str]:
+    """
+    Extract content from an OpenAI streaming chunk.
+
+    Handles both Chat Completions and Responses API formats.
+
+    Args:
+        chunk: Streaming chunk from OpenAI API
+        provider_type: Either "chat" or "responses" to handle different API formats
+
+    Returns:
+        Text content if present, None otherwise
+    """
+
+    if provider_type == "chat":
+        # Chat Completions API format
+        if (
+            hasattr(chunk, "choices")
+            and chunk.choices
+            and len(chunk.choices) > 0
+            and chunk.choices[0].delta
+            and chunk.choices[0].delta.content
+        ):
+            return chunk.choices[0].delta.content
+
+    elif provider_type == "responses":
+        # Responses API format
+        if hasattr(chunk, "type") and chunk.type == "response.completed":
+            if hasattr(chunk, "response") and chunk.response:
+                res = chunk.response
+                if res.output and len(res.output) > 0:
+                    # Return the full output for responses
+                    return res.output[0]
+
+    return None
+
+
+def extract_openai_tool_calls_from_chunk(chunk: Any) -> Optional[List[Dict[str, Any]]]:
+    """
+    Extract tool calls from an OpenAI streaming chunk.
+
+    Args:
+        chunk: Streaming chunk from OpenAI API
+
+    Returns:
+        List of tool call deltas if present, None otherwise
+    """
+    if (
+        hasattr(chunk, "choices")
+        and chunk.choices
+        and len(chunk.choices) > 0
+        and chunk.choices[0].delta
+        and hasattr(chunk.choices[0].delta, "tool_calls")
+        and chunk.choices[0].delta.tool_calls
+    ):
+        tool_calls = []
+        for tool_call in chunk.choices[0].delta.tool_calls:
+            tc_dict = {
+                "index": getattr(tool_call, "index", None),
+            }
+
+            if hasattr(tool_call, "id") and tool_call.id:
+                tc_dict["id"] = tool_call.id
+
+            if hasattr(tool_call, "type") and tool_call.type:
+                tc_dict["type"] = tool_call.type
+
+            if hasattr(tool_call, "function") and tool_call.function:
+                function_dict = {}
+                if hasattr(tool_call.function, "name") and tool_call.function.name:
+                    function_dict["name"] = tool_call.function.name
+                if (
+                    hasattr(tool_call.function, "arguments")
+                    and tool_call.function.arguments
+                ):
+                    function_dict["arguments"] = tool_call.function.arguments
+                tc_dict["function"] = function_dict
+
+            tool_calls.append(tc_dict)
+        return tool_calls
+
+    return None
+
+
+def accumulate_openai_tool_calls(
+    accumulated_tool_calls: Dict[int, Dict[str, Any]],
+    chunk_tool_calls: List[Dict[str, Any]],
+) -> None:
+    """
+    Accumulate tool calls from streaming chunks.
+
+    OpenAI sends tool calls incrementally:
+    - First chunk has id, type, function.name and partial function.arguments
+    - Subsequent chunks have more function.arguments
+
+    Args:
+        accumulated_tool_calls: Dictionary mapping index to accumulated tool call data
+        chunk_tool_calls: List of tool call deltas from current chunk
+    """
+    for tool_call_delta in chunk_tool_calls:
+        index = tool_call_delta.get("index")
+        if index is None:
+            continue
+
+        # Initialize tool call if first time seeing this index
+        if index not in accumulated_tool_calls:
+            accumulated_tool_calls[index] = {
+                "id": "",
+                "type": "function",
+                "function": {
+                    "name": "",
+                    "arguments": "",
+                },
+            }
+
+        # Update with new data from delta
+        tc = accumulated_tool_calls[index]
+
+        if "id" in tool_call_delta and tool_call_delta["id"]:
+            tc["id"] = tool_call_delta["id"]
+
+        if "type" in tool_call_delta and tool_call_delta["type"]:
+            tc["type"] = tool_call_delta["type"]
+
+        if "function" in tool_call_delta:
+            func_delta = tool_call_delta["function"]
+            if "name" in func_delta and func_delta["name"]:
+                tc["function"]["name"] = func_delta["name"]
+            if "arguments" in func_delta and func_delta["arguments"]:
+                # Arguments are sent incrementally, concatenate them
+                tc["function"]["arguments"] += func_delta["arguments"]
+
+
+def format_openai_streaming_output(
+    accumulated_content: Any,
+    provider_type: str = "chat",
+    tool_calls: Optional[List[Dict[str, Any]]] = None,
+) -> List[FormattedMessage]:
+    """
+    Format the final output from OpenAI streaming.
+
+    Args:
+        accumulated_content: Accumulated content from streaming (string for chat, list for responses)
+        provider_type: Either "chat" or "responses" to handle different API formats
+        tool_calls: Optional list of accumulated tool calls
+
+    Returns:
+        List of formatted messages
+    """
+
+    if provider_type == "chat":
+        content_items: List[FormattedContentItem] = []
+
+        # Add text content if present
+        if isinstance(accumulated_content, str) and accumulated_content:
+            content_items.append({"type": "text", "text": accumulated_content})
+        elif isinstance(accumulated_content, list):
+            # If it's a list of strings, join them
+            text = "".join(str(item) for item in accumulated_content if item)
+            if text:
+                content_items.append({"type": "text", "text": text})
+
+        # Add tool calls if present
+        if tool_calls:
+            for tool_call in tool_calls:
+                if "function" in tool_call:
+                    function_call: FormattedFunctionCall = {
+                        "type": "function",
+                        "id": tool_call.get("id", ""),
+                        "function": tool_call["function"],
+                    }
+                    content_items.append(function_call)
+
+        # Return formatted message with content
+        if content_items:
+            return [{"role": "assistant", "content": content_items}]
+        else:
+            # Empty response
+            return [{"role": "assistant", "content": []}]
+
+    elif provider_type == "responses":
+        # Responses API: accumulated_content is a list of output items
+        if isinstance(accumulated_content, list) and accumulated_content:
+            # The output is already formatted, just return it
+            return accumulated_content
+        elif isinstance(accumulated_content, str):
+            return [
+                {
+                    "role": "assistant",
+                    "content": [{"type": "text", "text": accumulated_content}],
+                }
+            ]
+
+    # Fallback for any other format
+    return [
+        {
+            "role": "assistant",
+            "content": [{"type": "text", "text": str(accumulated_content)}],
+        }
+    ]
+
+
+def format_openai_streaming_input(
+    kwargs: Dict[str, Any], api_type: str = "chat"
+) -> Any:
+    """
+    Format OpenAI streaming input based on API type.
+
+    Args:
+        kwargs: Keyword arguments passed to OpenAI API
+        api_type: Either "chat" or "responses"
+
+    Returns:
+        Formatted input ready for PostHog tracking
+    """
+    from posthog.ai.utils import merge_system_prompt
+
+    return merge_system_prompt(kwargs, "openai")
diff --git a/posthog/ai/openai/openai_providers.py b/posthog/ai/openai/openai_providers.py
new file mode 100644
index 00000000..d86d4998
--- /dev/null
+++ b/posthog/ai/openai/openai_providers.py
@@ -0,0 +1,98 @@
+try:
+    import openai
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the Open AI SDK to use this feature: 'pip install openai'"
+    )
+
+from posthog.ai.openai.openai import (
+    WrappedBeta,
+    WrappedChat,
+    WrappedEmbeddings,
+    WrappedResponses,
+)
+from posthog.ai.openai.openai_async import WrappedBeta as AsyncWrappedBeta
+from posthog.ai.openai.openai_async import WrappedChat as AsyncWrappedChat
+from posthog.ai.openai.openai_async import WrappedEmbeddings as AsyncWrappedEmbeddings
+from posthog.ai.openai.openai_async import WrappedResponses as AsyncWrappedResponses
+from typing import Optional
+
+from posthog.client import Client as PostHogClient
+from posthog import setup
+
+
+class AzureOpenAI(openai.AzureOpenAI):
+    """
+    A wrapper around the Azure OpenAI SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: If provided, events will be captured via this client
+                instead of the global ``posthog`` client.
+            **kwargs: Arguments passed to ``openai.AzureOpenAI`` such as
+                ``api_key``, ``azure_endpoint``, or ``api_version``.
+        """
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+
+        # Store original objects after parent initialization (only if they exist)
+        self._original_chat = getattr(self, "chat", None)
+        self._original_embeddings = getattr(self, "embeddings", None)
+        self._original_beta = getattr(self, "beta", None)
+        self._original_responses = getattr(self, "responses", None)
+
+        # Replace with wrapped versions (only if originals exist)
+        if self._original_chat is not None:
+            self.chat = WrappedChat(self, self._original_chat)
+
+        if self._original_embeddings is not None:
+            self.embeddings = WrappedEmbeddings(self, self._original_embeddings)
+
+        if self._original_beta is not None:
+            self.beta = WrappedBeta(self, self._original_beta)
+
+        if self._original_responses is not None:
+            self.responses = WrappedResponses(self, self._original_responses)
+
+
+class AsyncAzureOpenAI(openai.AsyncAzureOpenAI):
+    """
+    An async wrapper around the Azure OpenAI SDK that automatically sends LLM usage events to PostHog.
+    """
+
+    _ph_client: PostHogClient
+
+    def __init__(self, posthog_client: Optional[PostHogClient] = None, **kwargs):
+        """
+        Args:
+            posthog_client: If provided, events will be captured via this client
+                instead of the global ``posthog`` client.
+            **kwargs: Arguments passed to ``openai.AsyncAzureOpenAI`` such as
+                ``api_key``, ``azure_endpoint``, or ``api_version``.
+        """
+        super().__init__(**kwargs)
+        self._ph_client = posthog_client or setup()
+
+        # Store original objects after parent initialization (only if they exist)
+        self._original_chat = getattr(self, "chat", None)
+        self._original_embeddings = getattr(self, "embeddings", None)
+        self._original_beta = getattr(self, "beta", None)
+        self._original_responses = getattr(self, "responses", None)
+
+        # Replace with wrapped versions (only if originals exist)
+        if self._original_chat is not None:
+            self.chat = AsyncWrappedChat(self, self._original_chat)
+
+        if self._original_embeddings is not None:
+            self.embeddings = AsyncWrappedEmbeddings(self, self._original_embeddings)
+
+        if self._original_beta is not None:
+            self.beta = AsyncWrappedBeta(self, self._original_beta)
+
+        # Only add responses if available (newer OpenAI versions)
+        if self._original_responses is not None:
+            self.responses = AsyncWrappedResponses(self, self._original_responses)
diff --git a/posthog/ai/openai/wrapper_utils.py b/posthog/ai/openai/wrapper_utils.py
new file mode 100644
index 00000000..5667668a
--- /dev/null
+++ b/posthog/ai/openai/wrapper_utils.py
@@ -0,0 +1,34 @@
+import logging
+
+
+log = logging.getLogger("posthog")
+_fallback_warnings: set[tuple[str, str]] = set()
+
+
+def reset_fallback_warnings() -> None:
+    _fallback_warnings.clear()
+
+
+def warn_on_fallback(wrapper_name: str, name: str) -> None:
+    key = (wrapper_name, name)
+    if key in _fallback_warnings:
+        return
+
+    _fallback_warnings.add(key)
+    log.warning(
+        "Falling back to unwrapped OpenAI API for %s.%s; PostHog LLM tracking "
+        "and posthog_* arguments will not be applied.",
+        wrapper_name,
+        name,
+    )
+
+
+class _OpenAIWrapperResource:
+    def __init__(self, client, original):
+        self._client = client
+        self._original = original
+
+    def __getattr__(self, name):
+        """Fallback to original OpenAI object for any methods we don't explicitly handle."""
+        warn_on_fallback(self.__class__.__name__, name)
+        return getattr(self._original, name)
diff --git a/posthog/ai/openai_agents/__init__.py b/posthog/ai/openai_agents/__init__.py
new file mode 100644
index 00000000..2e1611cc
--- /dev/null
+++ b/posthog/ai/openai_agents/__init__.py
@@ -0,0 +1,76 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any, Callable, Dict, Optional, Union
+
+if TYPE_CHECKING:
+    from agents.tracing import Trace
+
+    from posthog.client import Client
+
+try:
+    import agents  # noqa: F401
+except ImportError:
+    raise ModuleNotFoundError(
+        "Please install the OpenAI Agents SDK to use this feature: 'pip install openai-agents'"
+    )
+
+from posthog.ai.openai_agents.processor import PostHogTracingProcessor
+
+__all__ = ["PostHogTracingProcessor", "instrument"]
+
+
+def instrument(
+    client: Optional[Client] = None,
+    distinct_id: Optional[Union[str, Callable[[Trace], Optional[str]]]] = None,
+    privacy_mode: bool = False,
+    groups: Optional[Dict[str, Any]] = None,
+    properties: Optional[Dict[str, Any]] = None,
+) -> PostHogTracingProcessor:
+    """
+    One-liner to instrument OpenAI Agents SDK with PostHog tracing.
+
+    This registers a PostHogTracingProcessor with the OpenAI Agents SDK,
+    automatically capturing traces, spans, and LLM generations.
+
+    Args:
+        client: Optional PostHog client instance. If not provided, uses the default client.
+        distinct_id: Optional distinct ID to associate with all traces.
+            Can also be a callable that takes a trace and returns a distinct ID.
+        privacy_mode: If True, redacts input/output content from events.
+        groups: Optional PostHog groups to associate with events.
+        properties: Optional additional properties to include with all events.
+
+    Returns:
+        PostHogTracingProcessor: The registered processor instance.
+
+    Example:
+        ```python
+        from posthog.ai.openai_agents import instrument
+
+        # Simple setup
+        instrument(distinct_id="user@example.com")
+
+        # With custom properties
+        instrument(
+            distinct_id="user@example.com",
+            privacy_mode=True,
+            properties={"environment": "production"}
+        )
+
+        # Now run agents as normal - traces automatically sent to PostHog
+        from agents import Agent, Runner
+        agent = Agent(name="Assistant", instructions="You are helpful.")
+        result = Runner.run_sync(agent, "Hello!")
+        ```
+    """
+    from agents.tracing import add_trace_processor
+
+    processor = PostHogTracingProcessor(
+        client=client,
+        distinct_id=distinct_id,
+        privacy_mode=privacy_mode,
+        groups=groups,
+        properties=properties,
+    )
+    add_trace_processor(processor)
+    return processor
diff --git a/posthog/ai/openai_agents/processor.py b/posthog/ai/openai_agents/processor.py
new file mode 100644
index 00000000..d9a0de6e
--- /dev/null
+++ b/posthog/ai/openai_agents/processor.py
@@ -0,0 +1,875 @@
+import json
+import logging
+import time
+from datetime import datetime
+from typing import Any, Callable, Dict, Optional, Union
+
+from agents.tracing import Span, Trace
+from agents.tracing.processor_interface import TracingProcessor
+from agents.tracing.span_data import (
+    AgentSpanData,
+    CustomSpanData,
+    FunctionSpanData,
+    GenerationSpanData,
+    GuardrailSpanData,
+    HandoffSpanData,
+    MCPListToolsSpanData,
+    ResponseSpanData,
+    SpeechGroupSpanData,
+    SpeechSpanData,
+    TranscriptionSpanData,
+)
+
+from posthog import setup
+from posthog.client import Client
+
+log = logging.getLogger("posthog")
+
+
+def _ensure_serializable(obj: Any) -> Any:
+    """Ensure an object is JSON-serializable, converting to str as fallback.
+
+    Returns the original object if it's already serializable (dict, list, str,
+    int, etc.), or str(obj) for non-serializable types so that downstream
+    json.dumps() calls won't fail.
+    """
+    if obj is None:
+        return None
+    try:
+        json.dumps(obj)
+        return obj
+    except (TypeError, ValueError):
+        return str(obj)
+
+
+def _parse_iso_timestamp(iso_str: Optional[str]) -> Optional[float]:
+    """Parse ISO timestamp to Unix timestamp."""
+    if not iso_str:
+        return None
+    try:
+        dt = datetime.fromisoformat(iso_str.replace("Z", "+00:00"))
+        return dt.timestamp()
+    except (ValueError, AttributeError):
+        return None
+
+
+class PostHogTracingProcessor(TracingProcessor):
+    """
+    A tracing processor that sends OpenAI Agents SDK traces to PostHog.
+
+    This processor implements the TracingProcessor interface from the OpenAI Agents SDK
+    and maps agent traces, spans, and generations to PostHog's LLM analytics events.
+
+    Example:
+        ```python
+        from agents import Agent, Runner
+        from agents.tracing import add_trace_processor
+        from posthog.ai.openai_agents import PostHogTracingProcessor
+
+        # Create and register the processor
+        processor = PostHogTracingProcessor(
+            distinct_id="user@example.com",
+            privacy_mode=False,
+        )
+        add_trace_processor(processor)
+
+        # Run agents as normal - traces automatically sent to PostHog
+        agent = Agent(name="Assistant", instructions="You are helpful.")
+        result = Runner.run_sync(agent, "Hello!")
+        ```
+    """
+
+    def __init__(
+        self,
+        client: Optional[Client] = None,
+        distinct_id: Optional[Union[str, Callable[[Trace], Optional[str]]]] = None,
+        privacy_mode: bool = False,
+        groups: Optional[Dict[str, Any]] = None,
+        properties: Optional[Dict[str, Any]] = None,
+    ):
+        """
+        Initialize the PostHog tracing processor.
+
+        Args:
+            client: Optional PostHog client instance. If not provided, uses the default client.
+            distinct_id: Either a string distinct ID or a callable that takes a Trace
+                and returns a distinct ID. If not provided, uses the trace_id.
+            privacy_mode: If True, redacts input/output content from events.
+            groups: Optional PostHog groups to associate with all events.
+            properties: Optional additional properties to include with all events.
+        """
+        self._client = client or setup()
+        self._distinct_id = distinct_id
+        self._privacy_mode = privacy_mode
+        self._groups = groups or {}
+        self._properties = properties or {}
+
+        # Track span start times for latency calculation
+        self._span_start_times: Dict[str, float] = {}
+
+        # Track trace metadata for associating with spans
+        self._trace_metadata: Dict[str, Dict[str, Any]] = {}
+
+        # Max entries to prevent unbounded growth if on_span_end/on_trace_end
+        # is never called (e.g., due to an exception in the Agents SDK).
+        self._max_tracked_entries = 10000
+
+    def _get_distinct_id(self, trace: Optional[Trace]) -> Optional[str]:
+        """Resolve the distinct ID for a trace.
+
+        Returns the user-provided distinct ID (string or callable result),
+        or None if no user-provided ID is available. Callers should treat
+        None as a signal to use a fallback ID in personless mode.
+        """
+        if callable(self._distinct_id):
+            if trace:
+                result = self._distinct_id(trace)
+                if result:
+                    return str(result)
+            return None
+        elif self._distinct_id:
+            return str(self._distinct_id)
+        return None
+
+    def _with_privacy_mode(self, value: Any) -> Any:
+        """Apply privacy mode redaction if enabled."""
+        if self._privacy_mode or (
+            hasattr(self._client, "privacy_mode") and self._client.privacy_mode
+        ):
+            return None
+        return value
+
+    def _evict_stale_entries(self) -> None:
+        """Evict oldest entries if dicts exceed max size to prevent unbounded growth."""
+        if len(self._span_start_times) > self._max_tracked_entries:
+            # Remove oldest entries by start time
+            sorted_spans = sorted(self._span_start_times.items(), key=lambda x: x[1])
+            for span_id, _ in sorted_spans[: len(sorted_spans) // 2]:
+                del self._span_start_times[span_id]
+            log.debug(
+                "Evicted stale span start times (exceeded %d entries)",
+                self._max_tracked_entries,
+            )
+
+        if len(self._trace_metadata) > self._max_tracked_entries:
+            # Remove half the entries (oldest inserted via dict ordering in Python 3.7+)
+            keys = list(self._trace_metadata.keys())
+            for key in keys[: len(keys) // 2]:
+                del self._trace_metadata[key]
+            log.debug(
+                "Evicted stale trace metadata (exceeded %d entries)",
+                self._max_tracked_entries,
+            )
+
+    def _get_group_id(self, trace_id: str) -> Optional[str]:
+        """Get the group_id for a trace from stored metadata."""
+        if trace_id in self._trace_metadata:
+            return self._trace_metadata[trace_id].get("group_id")
+        return None
+
+    def _capture_event(
+        self,
+        event: str,
+        properties: Dict[str, Any],
+        distinct_id: Optional[str] = None,
+    ) -> None:
+        """Capture an event to PostHog with error handling.
+
+        Args:
+            distinct_id: The resolved distinct ID. When the user didn't provide
+                one, callers should pass ``user_distinct_id or fallback_id``
+                (matching the langchain/openai pattern) and separately set
+                ``$process_person_profile`` in properties.
+        """
+        try:
+            if not hasattr(self._client, "capture") or not callable(
+                self._client.capture
+            ):
+                return
+
+            final_properties = {
+                **properties,
+                **self._properties,
+            }
+
+            self._client.capture(
+                distinct_id=distinct_id or "unknown",
+                event=event,
+                properties=final_properties,
+                groups=self._groups,
+            )
+        except Exception as e:
+            log.debug(f"Failed to capture PostHog event: {e}")
+
+    def on_trace_start(self, trace: Trace) -> None:
+        """Called when a new trace begins. Stores metadata for spans; the $ai_trace event is emitted in on_trace_end."""
+        try:
+            self._evict_stale_entries()
+            trace_id = trace.trace_id
+            trace_name = trace.name
+            group_id = getattr(trace, "group_id", None)
+            metadata = getattr(trace, "metadata", None)
+
+            distinct_id = self._get_distinct_id(trace)
+
+            # Store trace metadata for later (used by spans and on_trace_end)
+            self._trace_metadata[trace_id] = {
+                "name": trace_name,
+                "group_id": group_id,
+                "metadata": metadata,
+                "distinct_id": distinct_id,
+                "start_time": time.time(),
+            }
+        except Exception as e:
+            log.debug(f"Error in on_trace_start: {e}")
+
+    def on_trace_end(self, trace: Trace) -> None:
+        """Called when a trace completes. Emits the $ai_trace event with full metadata."""
+        try:
+            trace_id = trace.trace_id
+
+            # Pop stored metadata (also cleans up)
+            trace_info = self._trace_metadata.pop(trace_id, {})
+            trace_name = trace_info.get("name") or trace.name
+            group_id = trace_info.get("group_id") or getattr(trace, "group_id", None)
+            metadata = trace_info.get("metadata") or getattr(trace, "metadata", None)
+            distinct_id = trace_info.get("distinct_id") or self._get_distinct_id(trace)
+
+            # Calculate trace-level latency
+            start_time = trace_info.get("start_time")
+            latency = (time.time() - start_time) if start_time else None
+
+            properties = {
+                "$ai_trace_id": trace_id,
+                "$ai_trace_name": trace_name,
+                "$ai_provider": "openai",
+                "$ai_framework": "openai-agents",
+            }
+
+            if latency is not None:
+                properties["$ai_latency"] = latency
+
+            # Include group_id for linking related traces (e.g., conversation threads)
+            if group_id:
+                properties["$ai_group_id"] = group_id
+
+            # Include trace metadata if present
+            if metadata:
+                properties["$ai_trace_metadata"] = _ensure_serializable(metadata)
+
+            if distinct_id is None:
+                properties["$process_person_profile"] = False
+
+            self._capture_event(
+                event="$ai_trace",
+                distinct_id=distinct_id or trace_id,
+                properties=properties,
+            )
+        except Exception as e:
+            log.debug(f"Error in on_trace_end: {e}")
+
+    def on_span_start(self, span: Span[Any]) -> None:
+        """Called when a new span begins."""
+        try:
+            self._evict_stale_entries()
+            span_id = span.span_id
+            self._span_start_times[span_id] = time.time()
+        except Exception as e:
+            log.debug(f"Error in on_span_start: {e}")
+
+    def on_span_end(self, span: Span[Any]) -> None:
+        """Called when a span completes."""
+        try:
+            span_id = span.span_id
+            trace_id = span.trace_id
+            parent_id = span.parent_id
+            span_data = span.span_data
+
+            # Calculate latency
+            start_time = self._span_start_times.pop(span_id, None)
+            if start_time:
+                latency = time.time() - start_time
+            else:
+                # Fall back to parsing timestamps
+                started = _parse_iso_timestamp(span.started_at)
+                ended = _parse_iso_timestamp(span.ended_at)
+                latency = (ended - started) if (started and ended) else 0
+
+            # Get user-provided distinct ID from trace metadata (resolved at trace start).
+            # None means no user-provided ID — use trace_id as fallback in personless mode,
+            # matching the langchain/openai pattern: `distinct_id or trace_id`.
+            trace_info = self._trace_metadata.get(trace_id, {})
+            distinct_id = trace_info.get("distinct_id") or self._get_distinct_id(None)
+
+            # Get group_id from trace metadata for linking
+            group_id = self._get_group_id(trace_id)
+
+            # Get error info if present
+            error_info = span.error
+            error_properties = {}
+            if error_info:
+                if isinstance(error_info, dict):
+                    error_message = error_info.get("message", str(error_info))
+                    error_type_raw = error_info.get("type", "")
+                else:
+                    error_message = str(error_info)
+                    error_type_raw = ""
+
+                # Categorize error type for cross-provider filtering/alerting
+                error_type = "unknown"
+                if (
+                    "ModelBehaviorError" in error_type_raw
+                    or "ModelBehaviorError" in error_message
+                ):
+                    error_type = "model_behavior_error"
+                elif "UserError" in error_type_raw or "UserError" in error_message:
+                    error_type = "user_error"
+                elif (
+                    "InputGuardrailTripwireTriggered" in error_type_raw
+                    or "InputGuardrailTripwireTriggered" in error_message
+                ):
+                    error_type = "input_guardrail_triggered"
+                elif (
+                    "OutputGuardrailTripwireTriggered" in error_type_raw
+                    or "OutputGuardrailTripwireTriggered" in error_message
+                ):
+                    error_type = "output_guardrail_triggered"
+                elif (
+                    "MaxTurnsExceeded" in error_type_raw
+                    or "MaxTurnsExceeded" in error_message
+                ):
+                    error_type = "max_turns_exceeded"
+
+                error_properties = {
+                    "$ai_is_error": True,
+                    "$ai_error": error_message,
+                    "$ai_error_type": error_type,
+                }
+
+            # Personless mode: no user-provided distinct_id, fallback to trace_id
+            if distinct_id is None:
+                error_properties["$process_person_profile"] = False
+                distinct_id = trace_id
+
+            # Dispatch based on span data type
+            if isinstance(span_data, GenerationSpanData):
+                self._handle_generation_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+            elif isinstance(span_data, FunctionSpanData):
+                self._handle_function_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+            elif isinstance(span_data, AgentSpanData):
+                self._handle_agent_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+            elif isinstance(span_data, HandoffSpanData):
+                self._handle_handoff_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+            elif isinstance(span_data, GuardrailSpanData):
+                self._handle_guardrail_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+            elif isinstance(span_data, ResponseSpanData):
+                self._handle_response_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+            elif isinstance(span_data, CustomSpanData):
+                self._handle_custom_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+            elif isinstance(
+                span_data, (TranscriptionSpanData, SpeechSpanData, SpeechGroupSpanData)
+            ):
+                self._handle_audio_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+            elif isinstance(span_data, MCPListToolsSpanData):
+                self._handle_mcp_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+            else:
+                # Unknown span type - capture as generic span
+                self._handle_generic_span(
+                    span_data,
+                    trace_id,
+                    span_id,
+                    parent_id,
+                    latency,
+                    distinct_id,
+                    group_id,
+                    error_properties,
+                )
+
+        except Exception as e:
+            log.debug(f"Error in on_span_end: {e}")
+
+    def _base_properties(
+        self,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> Dict[str, Any]:
+        """Build the base properties dict shared by all span handlers."""
+        properties = {
+            "$ai_trace_id": trace_id,
+            "$ai_span_id": span_id,
+            "$ai_parent_id": parent_id,
+            "$ai_provider": "openai",
+            "$ai_framework": "openai-agents",
+            "$ai_latency": latency,
+            **error_properties,
+        }
+        if group_id:
+            properties["$ai_group_id"] = group_id
+        return properties
+
+    def _handle_generation_span(
+        self,
+        span_data: GenerationSpanData,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle LLM generation spans - maps to $ai_generation event."""
+        # Extract token usage
+        usage = span_data.usage or {}
+        input_tokens = usage.get("input_tokens") or usage.get("prompt_tokens") or 0
+        output_tokens = (
+            usage.get("output_tokens") or usage.get("completion_tokens") or 0
+        )
+
+        # Extract model config parameters
+        model_config = span_data.model_config or {}
+        model_params = {}
+        for param in [
+            "temperature",
+            "max_tokens",
+            "top_p",
+            "frequency_penalty",
+            "presence_penalty",
+        ]:
+            if param in model_config:
+                model_params[param] = model_config[param]
+
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_model": span_data.model,
+            "$ai_model_parameters": model_params if model_params else None,
+            "$ai_input": self._with_privacy_mode(_ensure_serializable(span_data.input)),
+            "$ai_output_choices": self._with_privacy_mode(
+                _ensure_serializable(span_data.output)
+            ),
+            "$ai_input_tokens": input_tokens,
+            "$ai_output_tokens": output_tokens,
+            "$ai_total_tokens": (input_tokens or 0) + (output_tokens or 0),
+        }
+
+        # Add optional token fields if present
+        if usage.get("reasoning_tokens"):
+            properties["$ai_reasoning_tokens"] = usage["reasoning_tokens"]
+        if usage.get("cache_read_input_tokens"):
+            properties["$ai_cache_read_input_tokens"] = usage["cache_read_input_tokens"]
+        if usage.get("cache_creation_input_tokens"):
+            properties["$ai_cache_creation_input_tokens"] = usage[
+                "cache_creation_input_tokens"
+            ]
+
+        # Extract stop reason from response if available
+        response = getattr(span_data, "response", None)
+        if response is not None:
+            finish_reason = getattr(response, "finish_reason", None)
+            if finish_reason is not None:
+                properties["$ai_stop_reason"] = finish_reason
+
+        self._capture_event("$ai_generation", properties, distinct_id)
+
+    def _handle_function_span(
+        self,
+        span_data: FunctionSpanData,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle function/tool call spans - maps to $ai_span event."""
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_span_name": span_data.name,
+            "$ai_span_type": "tool",
+            "$ai_input_state": self._with_privacy_mode(
+                _ensure_serializable(span_data.input)
+            ),
+            "$ai_output_state": self._with_privacy_mode(
+                _ensure_serializable(span_data.output)
+            ),
+        }
+
+        if span_data.mcp_data:
+            properties["$ai_mcp_data"] = _ensure_serializable(span_data.mcp_data)
+
+        self._capture_event("$ai_span", properties, distinct_id)
+
+    def _handle_agent_span(
+        self,
+        span_data: AgentSpanData,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle agent execution spans - maps to $ai_span event."""
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_span_name": span_data.name,
+            "$ai_span_type": "agent",
+        }
+
+        if span_data.handoffs:
+            properties["$ai_agent_handoffs"] = span_data.handoffs
+        if span_data.tools:
+            properties["$ai_agent_tools"] = span_data.tools
+        if span_data.output_type:
+            properties["$ai_agent_output_type"] = span_data.output_type
+
+        self._capture_event("$ai_span", properties, distinct_id)
+
+    def _handle_handoff_span(
+        self,
+        span_data: HandoffSpanData,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle agent handoff spans - maps to $ai_span event."""
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_span_name": f"{span_data.from_agent} -> {span_data.to_agent}",
+            "$ai_span_type": "handoff",
+            "$ai_handoff_from_agent": span_data.from_agent,
+            "$ai_handoff_to_agent": span_data.to_agent,
+        }
+
+        self._capture_event("$ai_span", properties, distinct_id)
+
+    def _handle_guardrail_span(
+        self,
+        span_data: GuardrailSpanData,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle guardrail execution spans - maps to $ai_span event."""
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_span_name": span_data.name,
+            "$ai_span_type": "guardrail",
+            "$ai_guardrail_triggered": span_data.triggered,
+        }
+
+        self._capture_event("$ai_span", properties, distinct_id)
+
+    def _handle_response_span(
+        self,
+        span_data: ResponseSpanData,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle OpenAI Response API spans - maps to $ai_generation event."""
+        response = span_data.response
+        response_id = response.id if response else None
+
+        # Try to extract usage from response
+        usage = getattr(response, "usage", None) if response else None
+        input_tokens = 0
+        output_tokens = 0
+        if usage:
+            input_tokens = getattr(usage, "input_tokens", 0) or 0
+            output_tokens = getattr(usage, "output_tokens", 0) or 0
+
+        # Try to extract model from response
+        model = getattr(response, "model", None) if response else None
+
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_model": model,
+            "$ai_response_id": response_id,
+            "$ai_input": self._with_privacy_mode(_ensure_serializable(span_data.input)),
+            "$ai_input_tokens": input_tokens,
+            "$ai_output_tokens": output_tokens,
+            "$ai_total_tokens": input_tokens + output_tokens,
+        }
+
+        # Extract output content from response
+        if response:
+            output_items = getattr(response, "output", None)
+            if output_items:
+                properties["$ai_output_choices"] = self._with_privacy_mode(
+                    _ensure_serializable(output_items)
+                )
+
+            # Extract stop reason (status) from response
+            status = getattr(response, "status", None)
+            if status is not None:
+                properties["$ai_stop_reason"] = status
+
+        self._capture_event("$ai_generation", properties, distinct_id)
+
+    def _handle_custom_span(
+        self,
+        span_data: CustomSpanData,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle custom user-defined spans - maps to $ai_span event."""
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_span_name": span_data.name,
+            "$ai_span_type": "custom",
+            "$ai_custom_data": self._with_privacy_mode(
+                _ensure_serializable(span_data.data)
+            ),
+        }
+
+        self._capture_event("$ai_span", properties, distinct_id)
+
+    def _handle_audio_span(
+        self,
+        span_data: Union[TranscriptionSpanData, SpeechSpanData, SpeechGroupSpanData],
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle audio-related spans (transcription, speech) - maps to $ai_span event."""
+        span_type = span_data.type  # "transcription", "speech", or "speech_group"
+
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_span_name": span_type,
+            "$ai_span_type": span_type,
+        }
+
+        # Add model info if available
+        if hasattr(span_data, "model") and span_data.model:
+            properties["$ai_model"] = span_data.model
+
+        # Add model config if available (pass-through property)
+        if hasattr(span_data, "model_config") and span_data.model_config:
+            properties["model_config"] = _ensure_serializable(span_data.model_config)
+
+        # Add time to first audio byte for speech spans (pass-through property)
+        if hasattr(span_data, "first_content_at") and span_data.first_content_at:
+            properties["first_content_at"] = span_data.first_content_at
+
+        # Add audio format info (pass-through properties)
+        if hasattr(span_data, "input_format"):
+            properties["audio_input_format"] = span_data.input_format
+        if hasattr(span_data, "output_format"):
+            properties["audio_output_format"] = span_data.output_format
+
+        # Add text input for TTS
+        if (
+            hasattr(span_data, "input")
+            and span_data.input
+            and isinstance(span_data.input, str)
+        ):
+            properties["$ai_input"] = self._with_privacy_mode(span_data.input)
+
+        # Don't include audio data (base64) - just metadata
+        if hasattr(span_data, "output") and isinstance(span_data.output, str):
+            # For transcription, output is the text
+            properties["$ai_output_state"] = self._with_privacy_mode(span_data.output)
+
+        self._capture_event("$ai_span", properties, distinct_id)
+
+    def _handle_mcp_span(
+        self,
+        span_data: MCPListToolsSpanData,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle MCP (Model Context Protocol) spans - maps to $ai_span event."""
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_span_name": f"mcp:{span_data.server}",
+            "$ai_span_type": "mcp_tools",
+            "$ai_mcp_server": span_data.server,
+            "$ai_mcp_tools": span_data.result,
+        }
+
+        self._capture_event("$ai_span", properties, distinct_id)
+
+    def _handle_generic_span(
+        self,
+        span_data: Any,
+        trace_id: str,
+        span_id: str,
+        parent_id: Optional[str],
+        latency: float,
+        distinct_id: str,
+        group_id: Optional[str],
+        error_properties: Dict[str, Any],
+    ) -> None:
+        """Handle unknown span types - maps to $ai_span event."""
+        span_type = getattr(span_data, "type", "unknown")
+
+        properties = {
+            **self._base_properties(
+                trace_id, span_id, parent_id, latency, group_id, error_properties
+            ),
+            "$ai_span_name": span_type,
+            "$ai_span_type": span_type,
+        }
+
+        # Try to export span data
+        if hasattr(span_data, "export"):
+            try:
+                exported = span_data.export()
+                properties["$ai_span_data"] = _ensure_serializable(exported)
+            except Exception:
+                pass
+
+        self._capture_event("$ai_span", properties, distinct_id)
+
+    def shutdown(self) -> None:
+        """Clean up resources when the application stops."""
+        try:
+            self._span_start_times.clear()
+            self._trace_metadata.clear()
+
+            # Flush the PostHog client if possible
+            if hasattr(self._client, "flush") and callable(self._client.flush):
+                self._client.flush()
+        except Exception as e:
+            log.debug(f"Error in shutdown: {e}")
+
+    def force_flush(self) -> None:
+        """Force immediate processing of any queued events."""
+        try:
+            if hasattr(self._client, "flush") and callable(self._client.flush):
+                self._client.flush()
+        except Exception as e:
+            log.debug(f"Error in force_flush: {e}")
diff --git a/posthog/ai/otel/__init__.py b/posthog/ai/otel/__init__.py
new file mode 100644
index 00000000..7cd0d9ff
--- /dev/null
+++ b/posthog/ai/otel/__init__.py
@@ -0,0 +1,33 @@
+"""PostHog OpenTelemetry integration for AI tracing.
+
+Provides components to route AI-related OpenTelemetry spans to PostHog's
+OTLP endpoint. Only spans matching known AI semantic convention prefixes
+(gen_ai, llm, ai, traceloop) are forwarded; all other spans are silently
+dropped.
+
+Two integration patterns are supported:
+
+1. **PostHogSpanProcessor** (recommended) - Self-contained processor that
+   handles batching and export internally::
+
+       provider = TracerProvider()
+       provider.add_span_processor(
+           PostHogSpanProcessor(api_key="phc_...")
+       )
+
+2. **PostHogTraceExporter** - Exporter for use with your own
+   BatchSpanProcessor or frameworks that only accept a SpanExporter::
+
+       provider = TracerProvider()
+       provider.add_span_processor(
+           BatchSpanProcessor(
+               PostHogTraceExporter(api_key="phc_...")
+           )
+       )
+"""
+
+from posthog.ai.otel.exporter import PostHogTraceExporter
+from posthog.ai.otel.processor import PostHogSpanProcessor
+from posthog.ai.otel.spans import is_ai_span
+
+__all__ = ["PostHogSpanProcessor", "PostHogTraceExporter", "is_ai_span"]
diff --git a/posthog/ai/otel/exporter.py b/posthog/ai/otel/exporter.py
new file mode 100644
index 00000000..02c1c22e
--- /dev/null
+++ b/posthog/ai/otel/exporter.py
@@ -0,0 +1,89 @@
+"""PostHog trace exporter for OpenTelemetry.
+
+Provides a SpanExporter that filters AI-related spans before forwarding them
+to PostHog's OTLP endpoint. Use this when your setup only accepts a
+SpanExporter (e.g. as an argument to BatchSpanProcessor).
+"""
+
+from typing import Optional, Sequence
+
+from opentelemetry.sdk.trace import ReadableSpan
+from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult
+from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
+
+from ..gateway import warn_if_posthog_ai_gateway_otel_attributes
+from .spans import DEFAULT_HOST, is_ai_span
+
+
+class PostHogTraceExporter(SpanExporter):
+    """Span exporter that filters AI spans and forwards them to PostHog.
+
+    Wraps an OTLPSpanExporter configured for PostHog's OTLP endpoint. Spans
+    that are not AI-related are silently dropped, returning SUCCESS immediately.
+
+    Usage::
+
+        from opentelemetry.sdk.trace import TracerProvider
+        from opentelemetry.sdk.trace.export import BatchSpanProcessor
+        from posthog.ai.otel import PostHogTraceExporter
+
+        provider = TracerProvider()
+        provider.add_span_processor(
+            BatchSpanProcessor(
+                PostHogTraceExporter(api_key="phc_...")
+            )
+        )
+    """
+
+    def __init__(
+        self,
+        api_key: str,
+        host: str = DEFAULT_HOST,
+    ):
+        """
+        Args:
+            api_key: PostHog project API key.
+            host: PostHog host URL. Defaults to US cloud.
+        """
+        self._api_key = api_key
+        self._host = host.rstrip("/")
+
+        self._exporter = OTLPSpanExporter(
+            endpoint=f"{self._host}/i/v0/ai/otel",
+            headers={"Authorization": f"Bearer {self._api_key}"},
+        )
+
+    def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult:
+        """
+        Export AI-related spans to PostHog and drop non-AI spans.
+
+        Args:
+            spans: Readable OpenTelemetry spans to filter and export.
+
+        Returns:
+            The OpenTelemetry export result.
+        """
+        ai_spans = [span for span in spans if is_ai_span(span)]
+        if not ai_spans:
+            return SpanExportResult.SUCCESS
+        for span in ai_spans:
+            warn_if_posthog_ai_gateway_otel_attributes(span.attributes)
+        return self._exporter.export(ai_spans)
+
+    def shutdown(self) -> None:
+        """Shut down the underlying OTLP exporter."""
+        self._exporter.shutdown()
+
+    def force_flush(self, timeout_millis: Optional[int] = None) -> bool:
+        """
+        Flush pending spans from the underlying OTLP exporter.
+
+        Args:
+            timeout_millis: Optional flush timeout in milliseconds.
+
+        Returns:
+            True if the flush succeeded within the timeout, False otherwise.
+        """
+        if timeout_millis is not None:
+            return self._exporter.force_flush(timeout_millis)
+        return self._exporter.force_flush()
diff --git a/posthog/ai/otel/processor.py b/posthog/ai/otel/processor.py
new file mode 100644
index 00000000..4f520591
--- /dev/null
+++ b/posthog/ai/otel/processor.py
@@ -0,0 +1,93 @@
+"""PostHog span processor for OpenTelemetry.
+
+Provides a self-contained SpanProcessor that filters AI-related spans and
+exports them to PostHog's OTLP endpoint. This is the recommended integration
+for setups using TracerProvider.add_span_processor().
+"""
+
+from typing import Optional
+
+from opentelemetry.context import Context
+from opentelemetry.sdk.trace import ReadableSpan, Span, SpanProcessor
+from opentelemetry.sdk.trace.export import BatchSpanProcessor
+from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
+
+from ..gateway import warn_if_posthog_ai_gateway_otel_attributes
+from .spans import DEFAULT_HOST, is_ai_span
+
+
+class PostHogSpanProcessor(SpanProcessor):
+    """Span processor that filters AI spans and exports them to PostHog.
+
+    Wraps a BatchSpanProcessor and OTLPSpanExporter internally, configured
+    to send to PostHog's OTLP traces endpoint. Only spans identified as
+    AI-related (by name or attribute prefix) are forwarded for export.
+
+    Usage::
+
+        from opentelemetry.sdk.trace import TracerProvider
+        from posthog.ai.otel import PostHogSpanProcessor
+
+        provider = TracerProvider()
+        provider.add_span_processor(
+            PostHogSpanProcessor(api_key="phc_...")
+        )
+    """
+
+    def __init__(
+        self,
+        api_key: str,
+        host: str = DEFAULT_HOST,
+    ):
+        """
+        Args:
+            api_key: PostHog project API key.
+            host: PostHog host URL. Defaults to US cloud.
+        """
+        self._api_key = api_key
+        self._host = host.rstrip("/")
+
+        exporter = OTLPSpanExporter(
+            endpoint=f"{self._host}/i/v0/ai/otel",
+            headers={"Authorization": f"Bearer {self._api_key}"},
+        )
+        self._processor = BatchSpanProcessor(exporter)
+
+    def on_start(self, span: Span, parent_context: Optional[Context] = None) -> None:
+        """
+        Handle span start notifications.
+
+        This processor does not need to do work at span start; filtering happens
+        in ``on_end``.
+        """
+        pass
+
+    def on_end(self, span: ReadableSpan) -> None:
+        """
+        Export an ended span if it is AI-related.
+
+        Args:
+            span: The ended OpenTelemetry span.
+        """
+        if not is_ai_span(span):
+            return
+        warn_if_posthog_ai_gateway_otel_attributes(span.attributes)
+        self._processor.on_end(span)
+
+    def shutdown(self) -> None:
+        """Shut down the underlying batch span processor."""
+        self._processor.shutdown()
+
+    def force_flush(self, timeout_millis: Optional[int] = None) -> bool:
+        """
+        Flush pending spans from the underlying batch span processor.
+
+        Args:
+            timeout_millis: Optional flush timeout in milliseconds.
+
+        Returns:
+            True if the flush succeeded within the timeout, False otherwise.
+        """
+        if timeout_millis is not None:
+            return self._processor.force_flush(timeout_millis)
+        return self._processor.force_flush()
diff --git a/posthog/ai/otel/spans.py b/posthog/ai/otel/spans.py
new file mode 100644
index 00000000..03f00627
--- /dev/null
+++ b/posthog/ai/otel/spans.py
@@ -0,0 +1,28 @@
+"""Shared AI span filtering logic and constants for OpenTelemetry integration."""
+
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from opentelemetry.sdk.trace import ReadableSpan
+
+DEFAULT_HOST = "https://us.i.posthog.com"
+
+AI_SPAN_PREFIXES = ("gen_ai.", "llm.", "ai.", "traceloop.")
+
+
+def is_ai_span(span: "ReadableSpan") -> bool:
+    """Check if a span is AI-related by examining its name and attribute keys.
+
+    Matches spans whose name or any attribute key starts with one of the
+    known AI semantic convention prefixes (gen_ai, llm, ai, traceloop).
+    """
+    name = span.name
+    if any(name.startswith(prefix) for prefix in AI_SPAN_PREFIXES):
+        return True
+
+    attributes = span.attributes or {}
+    for key in attributes:
+        if any(key.startswith(prefix) for prefix in AI_SPAN_PREFIXES):
+            return True
+
+    return False
diff --git a/posthog/ai/prompts.py b/posthog/ai/prompts.py
new file mode 100644
index 00000000..1d257ec0
--- /dev/null
+++ b/posthog/ai/prompts.py
@@ -0,0 +1,471 @@
+"""
+Prompt management for PostHog AI SDK.
+
+Fetch and compile LLM prompts from PostHog with caching and fallback support.
+"""
+
+import logging
+import re
+import time
+import urllib.parse
+import warnings
+from dataclasses import dataclass
+from typing import Any, Dict, Literal, Optional, Union, overload
+
+from posthog.request import USER_AGENT, _get_session
+from posthog.utils import remove_trailing_slash
+
+log = logging.getLogger("posthog")
+
+APP_ENDPOINT = "https://us.posthog.com"
+DEFAULT_CACHE_TTL_SECONDS = 300  # 5 minutes
+
+PromptVariables = Dict[str, Union[str, int, float, bool]]
+PromptCacheKey = tuple[str, Optional[int]]
+
+PromptSource = Literal["api", "cache", "stale_cache", "code_fallback"]
+
+
+@dataclass(frozen=True)
+class PromptResult:
+    """Result of a prompt fetch with metadata about its source."""
+
+    source: PromptSource
+    prompt: str
+    name: Optional[str] = None
+    version: Optional[int] = None
+
+
+class CachedPrompt:
+    """Cached prompt with metadata."""
+
+    def __init__(self, prompt: str, fetched_at: float, name: str, version: int):
+        self.prompt = prompt
+        self.fetched_at = fetched_at
+        self.name = name
+        self.version = version
+
+
+def _cache_key(name: str, version: Optional[int]) -> PromptCacheKey:
+    """Build a cache key for latest or versioned prompt fetches."""
+    return (name, version)
+
+
+def _prompt_reference(
+    name: str, version: Optional[int], *, capitalize: bool = False
+) -> str:
+    """Format a prompt reference for logs and errors."""
+    prefix = "Prompt" if capitalize else "prompt"
+    label = f'{prefix} "{name}"'
+    if version is not None:
+        return f"{label} version {version}"
+    return label
+
+
+def _is_prompt_api_response(data: Any) -> bool:
+    """Check if the response is a valid prompt API response."""
+    return (
+        isinstance(data, dict)
+        and isinstance(data.get("prompt"), str)
+        and isinstance(data.get("name"), str)
+        and type(data.get("version")) is int
+    )
+
+
+class Prompts:
+    """
+    Fetch and compile LLM prompts from PostHog.
+
+    Can be initialized with a PostHog client or with direct options.
+
+    Examples:
+        ```python
+        from posthog import Posthog
+        from posthog.ai.prompts import Prompts
+
+        # With PostHog client
+        posthog = Posthog('phc_xxx', host='https://us.posthog.com', personal_api_key='phx_xxx')
+        prompts = Prompts(posthog)
+
+        # Or with direct options (no PostHog client needed)
+        prompts = Prompts(
+            personal_api_key='phx_xxx',
+            project_api_key='phc_xxx',
+            host='https://us.posthog.com',
+        )
+
+        # With error tracking: prompt fetch failures are reported to PostHog
+        prompts = Prompts(posthog, capture_errors=True)
+
+        # Fetch with caching and fallback
+        template = prompts.get('support-system-prompt', fallback='You are a helpful assistant.')
+
+        # Fetch a specific published version
+        prompt_v1 = prompts.get('support-system-prompt', version=1)
+
+        # Compile with variables
+        system_prompt = prompts.compile(template, {
+            'company': 'Acme Corp',
+            'tier': 'premium',
+        })
+        ```
+    """
+
+    def __init__(
+        self,
+        posthog: Optional[Any] = None,
+        *,
+        personal_api_key: Optional[str] = None,
+        project_api_key: Optional[str] = None,
+        host: Optional[str] = None,
+        default_cache_ttl_seconds: Optional[int] = None,
+        capture_errors: bool = False,
+    ):
+        """
+        Initialize Prompts.
+
+        Args:
+            posthog: PostHog client instance (optional if personal_api_key provided)
+            personal_api_key: Direct personal API key (optional if posthog provided)
+            project_api_key: Direct project API key (optional if posthog provided)
+            host: PostHog host (defaults to app endpoint)
+            default_cache_ttl_seconds: Default cache TTL (defaults to 300)
+            capture_errors: If True and a PostHog client is provided, prompt fetch
+                failures are reported to PostHog error tracking via capture_exception().
+        """
+        self._default_cache_ttl_seconds = (
+            default_cache_ttl_seconds or DEFAULT_CACHE_TTL_SECONDS
+        )
+        self._cache: Dict[PromptCacheKey, CachedPrompt] = {}
+        self._has_warned_deprecation = False
+        self._client = posthog
+        self._capture_errors = capture_errors
+
+        if posthog is not None:
+            self._personal_api_key = getattr(posthog, "personal_api_key", None) or ""
+            self._project_api_key = getattr(posthog, "api_key", None) or ""
+            self._host = remove_trailing_slash(
+                getattr(posthog, "raw_host", None) or APP_ENDPOINT
+            )
+        else:
+            self._personal_api_key = personal_api_key or ""
+            self._project_api_key = project_api_key or ""
+            self._host = remove_trailing_slash(host or APP_ENDPOINT)
+
+    @overload
+    def get(
+        self,
+        name: str,
+        *,
+        with_metadata: Literal[True],
+        cache_ttl_seconds: Optional[int] = ...,
+        fallback: Optional[str] = ...,
+        version: Optional[int] = ...,
+    ) -> PromptResult: ...
+
+    @overload
+    def get(
+        self,
+        name: str,
+        *,
+        with_metadata: Literal[False],
+        cache_ttl_seconds: Optional[int] = ...,
+        fallback: Optional[str] = ...,
+        version: Optional[int] = ...,
+    ) -> str: ...
+
+    @overload
+    def get(
+        self,
+        name: str,
+        *,
+        cache_ttl_seconds: Optional[int] = ...,
+        fallback: Optional[str] = ...,
+        version: Optional[int] = ...,
+    ) -> str: ...
+
+    def get(
+        self,
+        name: str,
+        *,
+        with_metadata: Optional[bool] = None,
+        cache_ttl_seconds: Optional[int] = None,
+        fallback: Optional[str] = None,
+        version: Optional[int] = None,
+    ) -> Union[str, PromptResult]:
+        """
+        Fetch a prompt by name from the PostHog API.
+
+        When ``with_metadata`` is ``True``, returns a :class:`PromptResult`
+        with ``source``, ``name``, and ``version`` metadata.  When omitted or
+        ``False``, returns a plain string (deprecated -- will be removed in a
+        future major version).
+
+        Args:
+            name: The name of the prompt to fetch
+            with_metadata: If True, returns a PromptResult with source info.
+                Omitting this parameter is deprecated.
+            cache_ttl_seconds: Cache TTL in seconds (defaults to instance default)
+            fallback: Fallback prompt to use if fetch fails and no cache available
+            version: Specific prompt version to fetch. If None, fetches the latest
+                version
+
+        Returns:
+            str if with_metadata is False/omitted, PromptResult if True
+
+        Raises:
+            Exception: If the prompt cannot be fetched and no fallback is available
+        """
+        if with_metadata is None and not self._has_warned_deprecation:
+            self._has_warned_deprecation = True
+            warnings.warn(
+                "[PostHog Prompts] Calling get() without with_metadata=True is "
+                "deprecated and will be removed in a future major version. "
+                "Pass with_metadata=True to receive a PromptResult object with "
+                "source, name, and version metadata. You can pass "
+                "with_metadata=False to silence this warning, but the "
+                "plain-string return will still be removed in the next major "
+                "version.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        try:
+            result = self._get_internal(
+                name, cache_ttl_seconds=cache_ttl_seconds, version=version
+            )
+            if with_metadata is True:
+                return result
+            return result.prompt
+        except Exception as error:
+            prompt_reference = _prompt_reference(name, version)
+            if fallback is not None:
+                log.warning(
+                    "[PostHog Prompts] Failed to fetch %s, using fallback: %s",
+                    prompt_reference,
+                    error,
+                )
+                if with_metadata is True:
+                    return PromptResult(source="code_fallback", prompt=fallback)
+                return fallback
+            raise
+
+    def _get_internal(
+        self,
+        name: str,
+        *,
+        cache_ttl_seconds: Optional[int] = None,
+        version: Optional[int] = None,
+    ) -> PromptResult:
+        """
+        Internal method that handles cache + fetch logic, returning full metadata.
+
+        Does NOT handle the string ``fallback`` option -- the caller handles that.
+        """
+        ttl = (
+            cache_ttl_seconds
+            if cache_ttl_seconds is not None
+            else self._default_cache_ttl_seconds
+        )
+        cache_key = _cache_key(name, version)
+
+        # Check cache first
+        cached = self._cache.get(cache_key)
+        now = time.time()
+
+        if cached is not None:
+            is_fresh = (now - cached.fetched_at) < ttl
+
+            if is_fresh:
+                return PromptResult(
+                    source="cache",
+                    prompt=cached.prompt,
+                    name=cached.name,
+                    version=cached.version,
+                )
+
+        # Try to fetch from API
+        try:
+            data = self._fetch_prompt_from_api(name, version)
+
+            # Update cache
+            self._cache[cache_key] = CachedPrompt(
+                prompt=data["prompt"],
+                fetched_at=time.time(),
+                name=data["name"],
+                version=data["version"],
+            )
+
+            return PromptResult(
+                source="api",
+                prompt=data["prompt"],
+                name=data["name"],
+                version=data["version"],
+            )
+
+        except Exception as error:
+            self._maybe_capture_error(error, name=name, version=version)
+
+            prompt_reference = _prompt_reference(name, version)
+            # Return stale cache (with warning)
+            if cached is not None:
+                log.warning(
+                    "[PostHog Prompts] Failed to fetch %s, using stale cache: %s",
+                    prompt_reference,
+                    error,
+                )
+                return PromptResult(
+                    source="stale_cache",
+                    prompt=cached.prompt,
+                    name=cached.name,
+                    version=cached.version,
+                )
+
+            raise
+
+    def compile(self, prompt: str, variables: PromptVariables) -> str:
+        """
+        Replace {{variableName}} placeholders with values.
+
+        Unmatched variables are left unchanged.
+        Supports variable names with hyphens and dots (e.g., user-id, company.name).
+
+        Args:
+            prompt: The prompt template string
+            variables: Object containing variable values
+
+        Returns:
+            The compiled prompt string
+        """
+
+        def replace_variable(match: re.Match) -> str:
+            variable_name = match.group(1)
+
+            if variable_name in variables:
+                return str(variables[variable_name])
+
+            return match.group(0)
+
+        return re.sub(r"\{\{([\w.-]+)\}\}", replace_variable, prompt)
+
+    def clear_cache(
+        self, name: Optional[str] = None, *, version: Optional[int] = None
+    ) -> None:
+        """
+        Clear cached prompts.
+
+        Args:
+            name: Specific prompt name to clear. If None, clears all cached prompts.
+            version: Specific prompt version to clear. Requires name.
+        """
+        if version is not None and name is None:
+            raise ValueError("'version' requires 'name' to be provided")
+
+        if name is None:
+            self._cache.clear()
+            return
+
+        if version is not None:
+            self._cache.pop(_cache_key(name, version), None)
+            return
+
+        keys_to_clear = [key for key in self._cache if key[0] == name]
+        for key in keys_to_clear:
+            self._cache.pop(key, None)
+
+    def _maybe_capture_error(
+        self, error: Exception, *, name: str, version: Optional[int]
+    ) -> None:
+        """Report a prompt fetch error to PostHog error tracking if enabled."""
+        if not self._capture_errors or self._client is None:
+            return
+        if not hasattr(self._client, "capture_exception"):
+            return
+        try:
+            self._client.capture_exception(
+                error,
+                properties={
+                    "$lib_feature": "ai.prompts",
+                    "prompt_name": name,
+                    "prompt_version": version,
+                    "posthog_host": self._host,
+                },
+            )
+        except Exception:
+            log.debug("[PostHog Prompts] Failed to capture exception to error tracking")
+
+    def _fetch_prompt_from_api(
+        self, name: str, version: Optional[int] = None
+    ) -> Dict[str, Any]:
+        """
+        Fetch prompt from PostHog API.
+
+        Endpoint:
+            {host}/api/environments/@current/llm_prompts/name/{encoded_name}/
+            ?token={encoded_project_api_key}[&version={version}]
+        Auth: Bearer {personal_api_key}
+
+        Args:
+            name: The name of the prompt to fetch
+            version: Specific prompt version to fetch. If None, fetches the latest
+
+        Returns:
+            The validated API response dict containing prompt, name, and version
+
+        Raises:
+            Exception: If the prompt cannot be fetched
+        """
+        if not self._personal_api_key:
+            raise Exception(
+                "[PostHog Prompts] personal_api_key is required to fetch prompts. "
+                "Please provide it when initializing the Prompts instance."
+            )
+        if not self._project_api_key:
+            raise Exception(
+                "[PostHog Prompts] project_api_key is required to fetch prompts. "
+                "Please provide it when initializing the Prompts instance."
+            )
+
+        encoded_name = urllib.parse.quote(name, safe="")
+        query_params: Dict[str, Union[str, int]] = {"token": self._project_api_key}
+        if version is not None:
+            query_params["version"] = version
+        encoded_query = urllib.parse.urlencode(query_params)
+        url = f"{self._host}/api/environments/@current/llm_prompts/name/{encoded_name}/?{encoded_query}"
+        prompt_reference = _prompt_reference(name, version)
+        prompt_label = _prompt_reference(name, version, capitalize=True)
+
+        headers = {
+            "Authorization": f"Bearer {self._personal_api_key}",
+            "User-Agent": USER_AGENT,
+        }
+
+        response = _get_session().get(url, headers=headers, timeout=10)
+
+        if not response.ok:
+            if response.status_code == 404:
+                raise Exception(f"[PostHog Prompts] {prompt_label} not found")
+
+            if response.status_code == 403:
+                raise Exception(
+                    f"[PostHog Prompts] Access denied for {prompt_reference}. "
+                    "Check that your personal_api_key has the correct permissions and the LLM prompts feature is enabled."
+                )
+
+            raise Exception(
+                f"[PostHog Prompts] Failed to fetch {prompt_label}: HTTP {response.status_code}"
+            )
+
+        try:
+            data = response.json()
+        except Exception:
+            raise Exception(
+                f"[PostHog Prompts] Invalid response format for {prompt_label}"
+            )
+
+        if not _is_prompt_api_response(data):
+            raise Exception(
+                f"[PostHog Prompts] Invalid response format for {prompt_label}"
+            )
+
+        return data
diff --git a/posthog/ai/sanitization.py b/posthog/ai/sanitization.py
new file mode 100644
index 00000000..d7e66cdf
--- /dev/null
+++ b/posthog/ai/sanitization.py
@@ -0,0 +1,254 @@
+import os
+import re
+from typing import Any
+from urllib.parse import urlparse
+
+REDACTED_IMAGE_PLACEHOLDER = "[base64 image redacted]"
+
+
+def _is_multimodal_enabled() -> bool:
+    """Check if multimodal capture is enabled via environment variable."""
+    return os.environ.get("_INTERNAL_LLMA_MULTIMODAL", "").lower() in (
+        "true",
+        "1",
+        "yes",
+    )
+
+
+def is_base64_data_url(text: str) -> bool:
+    return re.match(r"^data:([^;]+);base64,", text) is not None
+
+
+def is_valid_url(text: str) -> bool:
+    try:
+        result = urlparse(text)
+        return bool(result.scheme and result.netloc)
+    except Exception:
+        pass
+
+    return text.startswith(("/", "./", "../"))
+
+
+def is_raw_base64(text: str) -> bool:
+    if is_valid_url(text):
+        return False
+
+    return len(text) > 20 and re.match(r"^[A-Za-z0-9+/]+=*$", text) is not None
+
+
+def redact_base64_data_url(value: Any) -> Any:
+    if _is_multimodal_enabled():
+        return value
+
+    if not isinstance(value, str):
+        return value
+
+    if is_base64_data_url(value):
+        return REDACTED_IMAGE_PLACEHOLDER
+
+    if is_raw_base64(value):
+        return REDACTED_IMAGE_PLACEHOLDER
+
+    return value
+
+
+def process_messages(messages: Any, transform_content_func) -> Any:
+    if not messages:
+        return messages
+
+    def process_content(content: Any) -> Any:
+        if isinstance(content, str):
+            return content
+
+        if not content:
+            return content
+
+        if isinstance(content, list):
+            return [transform_content_func(item) for item in content]
+
+        return transform_content_func(content)
+
+    def process_message(msg: Any) -> Any:
+        if not isinstance(msg, dict) or "content" not in msg:
+            return msg
+        return {**msg, "content": process_content(msg["content"])}
+
+    if isinstance(messages, list):
+        return [process_message(msg) for msg in messages]
+
+    return process_message(messages)
+
+
+def sanitize_openai_image(item: Any) -> Any:
+    if not isinstance(item, dict):
+        return item
+
+    if item.get("type") == "input_image" and isinstance(item.get("image_url"), str):
+        return {
+            **item,
+            "image_url": redact_base64_data_url(item["image_url"]),
+        }
+
+    if (
+        item.get("type") == "image_url"
+        and isinstance(item.get("image_url"), dict)
+        and "url" in item["image_url"]
+    ):
+        return {
+            **item,
+            "image_url": {
+                **item["image_url"],
+                "url": redact_base64_data_url(item["image_url"]["url"]),
+            },
+        }
+
+    if item.get("type") == "audio" and "data" in item:
+        if _is_multimodal_enabled():
+            return item
+        return {**item, "data": REDACTED_IMAGE_PLACEHOLDER}
+
+    return item
+
+
+def sanitize_openai_response_image(item: Any) -> Any:
+    if not isinstance(item, dict):
+        return item
+
+    if item.get("type") == "input_image" and "image_url" in item:
+        return {
+            **item,
+            "image_url": redact_base64_data_url(item["image_url"]),
+        }
+
+    return item
+
+
+def sanitize_anthropic_image(item: Any) -> Any:
+    if _is_multimodal_enabled():
+        return item
+
+    if not isinstance(item, dict):
+        return item
+
+    if (
+        item.get("type") == "image"
+        and isinstance(item.get("source"), dict)
+        and item["source"].get("type") == "base64"
+        and "data" in item["source"]
+    ):
+        return {
+            **item,
+            "source": {
+                **item["source"],
+                "data": REDACTED_IMAGE_PLACEHOLDER,
+            },
+        }
+
+    return item
+
+
+def sanitize_gemini_part(part: Any) -> Any:
+    if _is_multimodal_enabled():
+        return part
+
+    if not isinstance(part, dict):
+        return part
+
+    if (
+        "inline_data" in part
+        and isinstance(part["inline_data"], dict)
+        and "data" in part["inline_data"]
+    ):
+        return {
+            **part,
+            "inline_data": {
+                **part["inline_data"],
+                "data": REDACTED_IMAGE_PLACEHOLDER,
+            },
+        }
+
+    return part
+
+
+def process_gemini_item(item: Any) -> Any:
+    if not isinstance(item, dict):
+        return item
+
+    if "parts" in item and item["parts"]:
+        parts = item["parts"]
+        if isinstance(parts, list):
+            parts = [sanitize_gemini_part(part) for part in parts]
+        else:
+            parts = sanitize_gemini_part(parts)
+
+        return {**item, "parts": parts}
+
+    return item
+
+
+def sanitize_langchain_image(item: Any) -> Any:
+    if not isinstance(item, dict):
+        return item
+
+    if (
+        item.get("type") == "image_url"
+        and isinstance(item.get("image_url"), dict)
+        and "url" in item["image_url"]
+    ):
+        return {
+            **item,
+            "image_url": {
+                **item["image_url"],
+                "url": redact_base64_data_url(item["image_url"]["url"]),
+            },
+        }
+
+    if item.get("type") == "image" and "data" in item:
+        return {**item, "data": redact_base64_data_url(item["data"])}
+
+    if (
+        item.get("type") == "image"
+        and isinstance(item.get("source"), dict)
+        and "data" in item["source"]
+    ):
+        if _is_multimodal_enabled():
+            return item
+
+        return {
+            **item,
+            "source": {
+                **item["source"],
+                "data": REDACTED_IMAGE_PLACEHOLDER,
+            },
+        }
+
+    if item.get("type") == "media" and "data" in item:
+        return {**item, "data": redact_base64_data_url(item["data"])}
+
+    return item
+
+
+def sanitize_openai(data: Any) -> Any:
+    return process_messages(data, sanitize_openai_image)
+
+
+def sanitize_openai_response(data: Any) -> Any:
+    return process_messages(data, sanitize_openai_response_image)
+
+
+def sanitize_anthropic(data: Any) -> Any:
+    return process_messages(data, sanitize_anthropic_image)
+
+
+def sanitize_gemini(data: Any) -> Any:
+    if not data:
+        return data
+
+    if isinstance(data, list):
+        return [process_gemini_item(item) for item in data]
+
+    return process_gemini_item(data)
+
+
+def sanitize_langchain(data: Any) -> Any:
+    return process_messages(data, sanitize_langchain_image)
diff --git a/posthog/ai/stream.py b/posthog/ai/stream.py
new file mode 100644
index 00000000..4ed8ca94
--- /dev/null
+++ b/posthog/ai/stream.py
@@ -0,0 +1,62 @@
+"""Shared async streaming utilities for PostHog AI wrappers."""
+
+from typing import Any, AsyncGenerator, Generic, Optional, TypeVar
+
+T = TypeVar("T")
+
+
+class AsyncStreamWrapper(Generic[T]):
+    """Adds the async context manager protocol to a PostHog streaming generator.
+
+    The OpenAI and Anthropic SDK streams support both ``async for`` and
+    ``async with``. PostHog's wrappers returned a bare async generator, which
+    only supports ``async for``, so ``async with response:`` (used by
+    pydantic-ai) raised a TypeError. This wraps the tracking generator and,
+    when given the original provider stream, closes it and proxies attribute
+    access (e.g. ``.response``) to it.
+    """
+
+    def __init__(
+        self,
+        generator: AsyncGenerator[T, None],
+        stream: Optional[Any] = None,
+    ) -> None:
+        self._generator = generator
+        self._stream = stream
+
+    def __aiter__(self) -> "AsyncStreamWrapper[T]":
+        return self
+
+    async def __anext__(self) -> T:
+        return await self._generator.__anext__()
+
+    async def __aenter__(self) -> "AsyncStreamWrapper[T]":
+        return self
+
+    async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> bool:
+        # Close the generator first so its `finally` captures the event, even on
+        # early exit. try/finally still closes the provider stream if that raises.
+        try:
+            await self._generator.aclose()
+        finally:
+            if self._stream is not None:
+                close = getattr(self._stream, "aclose", None) or getattr(
+                    self._stream, "close", None
+                )
+                if close is not None:
+                    await close()
+
+        return False
+
+    # aclose/asend/athrow belong to the generator; provider streams expose
+    # close(), not these. Forwarding aclose() keeps it firing the event.
+    _GENERATOR_METHODS = ("aclose", "asend", "athrow")
+
+    def __getattr__(self, name: str) -> Any:
+        # Proxy only public attributes (e.g. `.response`) to the provider stream.
+        if name.startswith("_"):
+            raise AttributeError(name)
+        if name in self._GENERATOR_METHODS:
+            return getattr(self._generator, name)
+        target = self._stream if self._stream is not None else self._generator
+        return getattr(target, name)
diff --git a/posthog/ai/types.py b/posthog/ai/types.py
new file mode 100644
index 00000000..a46ce3e4
--- /dev/null
+++ b/posthog/ai/types.py
@@ -0,0 +1,127 @@
+"""
+Common type definitions for PostHog AI SDK.
+
+These types are used for formatting messages and responses across different AI providers
+(Anthropic, OpenAI, Gemini, etc.) to ensure consistency in tracking and data structure.
+"""
+
+from typing import Any, Dict, List, Optional, TypedDict, Union
+
+
+class FormattedTextContent(TypedDict):
+    """Formatted text content item."""
+
+    type: str  # Literal["text"]
+    text: str
+
+
+class FormattedFunctionCall(TypedDict, total=False):
+    """Formatted function/tool call content item."""
+
+    type: str  # Literal["function"]
+    id: Optional[str]
+    function: Dict[str, Any]  # Contains 'name' and 'arguments'
+
+
+class FormattedImageContent(TypedDict):
+    """Formatted image content item."""
+
+    type: str  # Literal["image"]
+    image: str
+
+
+# Union type for all formatted content items
+FormattedContentItem = Union[
+    FormattedTextContent,
+    FormattedFunctionCall,
+    FormattedImageContent,
+    Dict[str, Any],  # Fallback for unknown content types
+]
+
+
+class FormattedMessage(TypedDict):
+    """
+    Standardized message format for PostHog tracking.
+
+    Used across all providers to ensure consistent message structure
+    when sending events to PostHog.
+    """
+
+    role: str
+    content: Union[str, List[FormattedContentItem], Any]
+
+
+class TokenUsage(TypedDict, total=False):
+    """
+    Token usage information for AI model responses.
+
+    Different providers may populate different fields.
+    """
+
+    input_tokens: int
+    output_tokens: int
+    cache_read_input_tokens: Optional[int]
+    cache_creation_input_tokens: Optional[int]
+    reasoning_tokens: Optional[int]
+    web_search_count: Optional[int]
+    raw_usage: Optional[Any]  # Raw provider usage metadata for backend processing
+
+
+class ProviderResponse(TypedDict, total=False):
+    """
+    Standardized provider response format.
+
+    Used for consistent response formatting across all providers.
+    """
+
+    messages: List[FormattedMessage]
+    usage: TokenUsage
+    error: Optional[str]
+
+
+class StreamingContentBlock(TypedDict, total=False):
+    """
+    Content block used during streaming to accumulate content.
+
+    Used for tracking text and function calls as they stream in.
+    """
+
+    type: str  # "text" or "function"
+    text: Optional[str]
+    id: Optional[str]
+    function: Optional[Dict[str, Any]]
+
+
+class ToolInProgress(TypedDict):
+    """
+    Tracks a tool/function call being accumulated during streaming.
+
+    Used by Anthropic to accumulate JSON input for tools.
+    """
+
+    block: StreamingContentBlock
+    input_string: str
+
+
+class StreamingEventData(TypedDict):
+    """
+    Standardized data for streaming events across all providers.
+
+    This type ensures consistent data structure when capturing streaming events,
+    with all provider-specific formatting already completed.
+    """
+
+    provider: str  # "openai", "anthropic", "gemini"
+    model: str
+    base_url: str
+    kwargs: Dict[str, Any]  # Original kwargs for tool extraction and special handling
+    formatted_input: Any  # Provider-formatted input ready for tracking
+    formatted_output: Any  # Provider-formatted output ready for tracking
+    usage_stats: TokenUsage
+    latency: float
+    distinct_id: Optional[str]
+    trace_id: Optional[str]
+    properties: Optional[Dict[str, Any]]
+    privacy_mode: bool
+    groups: Optional[Dict[str, Any]]
+    stop_reason: Optional[str]
diff --git a/posthog/ai/utils.py b/posthog/ai/utils.py
new file mode 100644
index 00000000..127f5d11
--- /dev/null
+++ b/posthog/ai/utils.py
@@ -0,0 +1,794 @@
+import time
+import uuid
+from typing import Any, Callable, Dict, List, Optional, cast
+
+from posthog import get_tags, identify_context, new_context, tag, contexts
+from posthog.ai.gateway import warn_if_posthog_ai_gateway
+from posthog.ai.sanitization import (
+    sanitize_anthropic,
+    sanitize_gemini,
+    sanitize_langchain,
+    sanitize_openai,
+)
+from posthog.ai.types import FormattedMessage, StreamingEventData, TokenUsage
+from posthog.client import Client as PostHogClient
+
+
+_TOKEN_PROPERTY_KEYS = frozenset(
+    {
+        "$ai_input_tokens",
+        "$ai_output_tokens",
+        "$ai_cache_read_input_tokens",
+        "$ai_cache_creation_input_tokens",
+        "$ai_total_tokens",
+        "$ai_reasoning_tokens",
+    }
+)
+
+
+def _get_tokens_source(
+    sdk_tags: Dict[str, Any], posthog_properties: Optional[Dict[str, Any]]
+) -> str:
+    if posthog_properties and any(
+        key in posthog_properties for key in _TOKEN_PROPERTY_KEYS
+    ):
+        return "passthrough"
+    return "sdk"
+
+
+def serialize_raw_usage(raw_usage: Any) -> Optional[Dict[str, Any]]:
+    """
+    Convert raw provider usage objects to JSON-serializable dicts.
+
+    Handles Pydantic models (OpenAI/Anthropic) and protobuf-like objects (Gemini)
+    with a fallback chain to ensure we never pass unserializable objects to PostHog.
+
+    Args:
+        raw_usage: Raw usage object from provider SDK
+
+    Returns:
+        Plain dict or None if conversion fails
+    """
+    if raw_usage is None:
+        return None
+
+    # Already a dict
+    if isinstance(raw_usage, dict):
+        return raw_usage
+
+    # Try Pydantic model_dump() (OpenAI/Anthropic)
+    if hasattr(raw_usage, "model_dump") and callable(raw_usage.model_dump):
+        try:
+            return raw_usage.model_dump()
+        except Exception:
+            pass
+
+    # Try to_dict() (some protobuf objects)
+    if hasattr(raw_usage, "to_dict") and callable(raw_usage.to_dict):
+        try:
+            return raw_usage.to_dict()
+        except Exception:
+            pass
+
+    # Try __dict__ / vars() for simple objects
+    try:
+        return vars(raw_usage)
+    except Exception:
+        pass
+
+    # Last resort: convert to string representation
+    # This ensures we always return something rather than failing
+    try:
+        return {"_raw": str(raw_usage)}
+    except Exception:
+        return None
+
+
+def merge_usage_stats(
+    target: TokenUsage, source: TokenUsage, mode: str = "incremental"
+) -> None:
+    """
+    Merge streaming usage statistics into target dict, handling None values.
+
+    Supports two modes:
+    - "incremental": Add source values to target (for APIs that report new tokens)
+    - "cumulative": Replace target with source values (for APIs that report totals)
+
+    Args:
+        target: Dictionary to update with usage stats
+        source: TokenUsage that may contain None values
+        mode: Either "incremental" or "cumulative"
+    """
+    if mode == "incremental":
+        # Add new values to existing totals
+        source_input = source.get("input_tokens")
+        if source_input is not None:
+            current = target.get("input_tokens") or 0
+            target["input_tokens"] = current + source_input
+
+        source_output = source.get("output_tokens")
+        if source_output is not None:
+            current = target.get("output_tokens") or 0
+            target["output_tokens"] = current + source_output
+
+        source_cache_read = source.get("cache_read_input_tokens")
+        if source_cache_read is not None:
+            current = target.get("cache_read_input_tokens") or 0
+            target["cache_read_input_tokens"] = current + source_cache_read
+
+        source_cache_creation = source.get("cache_creation_input_tokens")
+        if source_cache_creation is not None:
+            current = target.get("cache_creation_input_tokens") or 0
+            target["cache_creation_input_tokens"] = current + source_cache_creation
+
+        source_reasoning = source.get("reasoning_tokens")
+        if source_reasoning is not None:
+            current = target.get("reasoning_tokens") or 0
+            target["reasoning_tokens"] = current + source_reasoning
+
+        source_web_search = source.get("web_search_count")
+        if source_web_search is not None:
+            current = target.get("web_search_count") or 0
+            target["web_search_count"] = max(current, source_web_search)
+
+        # Merge raw_usage to avoid losing data from earlier events
+        # For Anthropic streaming: message_start has input tokens, message_delta has output
+        # Note: raw_usage is already serialized by converters, so it's a dict
+        source_raw_usage = source.get("raw_usage")
+        if source_raw_usage is not None and isinstance(source_raw_usage, dict):
+            current_raw_value = target.get("raw_usage")
+            current_raw: Dict[str, Any] = (
+                current_raw_value if isinstance(current_raw_value, dict) else {}
+            )
+            target["raw_usage"] = {**current_raw, **source_raw_usage}
+
+    elif mode == "cumulative":
+        # Replace with latest values (already cumulative)
+        if source.get("input_tokens") is not None:
+            target["input_tokens"] = source["input_tokens"]
+        if source.get("output_tokens") is not None:
+            target["output_tokens"] = source["output_tokens"]
+        if source.get("cache_read_input_tokens") is not None:
+            target["cache_read_input_tokens"] = source["cache_read_input_tokens"]
+        if source.get("cache_creation_input_tokens") is not None:
+            target["cache_creation_input_tokens"] = source[
+                "cache_creation_input_tokens"
+            ]
+        if source.get("reasoning_tokens") is not None:
+            target["reasoning_tokens"] = source["reasoning_tokens"]
+        if source.get("web_search_count") is not None:
+            target["web_search_count"] = source["web_search_count"]
+        # Note: raw_usage is already serialized by converters, so it's a dict
+        if source.get("raw_usage") is not None:
+            target["raw_usage"] = source["raw_usage"]
+
+    else:
+        raise ValueError(f"Invalid mode: {mode}. Must be 'incremental' or 'cumulative'")
+
+
+def get_model_params(kwargs: Dict[str, Any]) -> Dict[str, Any]:
+    """
+    Extracts model parameters from the kwargs dictionary.
+    """
+    model_params = {}
+    for param in [
+        "temperature",
+        "max_tokens",  # Deprecated field
+        "max_completion_tokens",
+        "top_p",
+        "frequency_penalty",
+        "presence_penalty",
+        "n",
+        "stop",
+        "stream",  # OpenAI-specific field
+        "streaming",  # Anthropic-specific field
+    ]:
+        if param in kwargs and kwargs[param] is not None:
+            model_params[param] = kwargs[param]
+    return model_params
+
+
+def get_usage(response, provider: str) -> TokenUsage:
+    """
+    Extract usage statistics from response based on provider.
+    Delegates to provider-specific converter functions.
+    """
+    if provider == "anthropic":
+        from posthog.ai.anthropic.anthropic_converter import (
+            extract_anthropic_usage_from_response,
+        )
+
+        return extract_anthropic_usage_from_response(response)
+    elif provider == "openai":
+        from posthog.ai.openai.openai_converter import (
+            extract_openai_usage_from_response,
+        )
+
+        return extract_openai_usage_from_response(response)
+    elif provider == "gemini":
+        from posthog.ai.gemini.gemini_converter import (
+            extract_gemini_usage_from_response,
+        )
+
+        return extract_gemini_usage_from_response(response)
+
+    return TokenUsage(input_tokens=0, output_tokens=0)
+
+
+def format_response(response, provider: str):
+    """
+    Format a regular (non-streaming) response.
+    """
+    if provider == "anthropic":
+        from posthog.ai.anthropic.anthropic_converter import format_anthropic_response
+
+        return format_anthropic_response(response)
+    elif provider == "openai":
+        from posthog.ai.openai.openai_converter import format_openai_response
+
+        return format_openai_response(response)
+    elif provider == "gemini":
+        from posthog.ai.gemini.gemini_converter import format_gemini_response
+
+        return format_gemini_response(response)
+    return []
+
+
+def extract_stop_reason(response: Any, provider: str) -> Optional[str]:
+    """Extract stop reason from response based on provider."""
+    if provider == "openai":
+        from posthog.ai.openai.openai_converter import extract_openai_stop_reason
+
+        return extract_openai_stop_reason(response)
+    elif provider == "anthropic":
+        from posthog.ai.anthropic.anthropic_converter import (
+            extract_anthropic_stop_reason,
+        )
+
+        return extract_anthropic_stop_reason(response)
+    elif provider == "gemini":
+        from posthog.ai.gemini.gemini_converter import extract_gemini_stop_reason
+
+        return extract_gemini_stop_reason(response)
+    return None
+
+
+def extract_available_tool_calls(provider: str, kwargs: Dict[str, Any]):
+    """
+    Extract available tool calls for the given provider.
+    """
+    if provider == "anthropic":
+        from posthog.ai.anthropic.anthropic_converter import extract_anthropic_tools
+
+        return extract_anthropic_tools(kwargs)
+    elif provider == "gemini":
+        from posthog.ai.gemini.gemini_converter import extract_gemini_tools
+
+        return extract_gemini_tools(kwargs)
+    elif provider == "openai":
+        from posthog.ai.openai.openai_converter import extract_openai_tools
+
+        return extract_openai_tools(kwargs)
+    return None
+
+
+def merge_system_prompt(
+    kwargs: Dict[str, Any], provider: str
+) -> List[FormattedMessage]:
+    """
+    Merge system prompts and format messages for the given provider.
+    """
+    if provider == "anthropic":
+        from posthog.ai.anthropic.anthropic_converter import format_anthropic_input
+
+        messages = kwargs.get("messages") or []
+        system = kwargs.get("system")
+        return format_anthropic_input(messages, system)
+    elif provider == "gemini":
+        from posthog.ai.gemini.gemini_converter import format_gemini_input_with_system
+
+        contents = kwargs.get("contents", [])
+        config = kwargs.get("config")
+        return format_gemini_input_with_system(contents, config)
+    elif provider == "openai":
+        from posthog.ai.openai.openai_converter import format_openai_input
+
+        # For OpenAI, handle both Chat Completions and Responses API
+        messages_param = kwargs.get("messages")
+        input_param = kwargs.get("input")
+
+        # Get base formatted messages
+        messages = format_openai_input(messages_param, input_param)
+
+        # Check if system prompt is provided as a separate parameter
+        if kwargs.get("system") is not None:
+            has_system = any(msg.get("role") == "system" for msg in messages)
+            if not has_system:
+                system_msg = cast(
+                    FormattedMessage,
+                    {"role": "system", "content": kwargs.get("system")},
+                )
+                messages = [system_msg] + messages
+
+        # For Responses API, add instructions to the system prompt if provided
+        if kwargs.get("instructions") is not None:
+            # Find the system message if it exists
+            system_idx = next(
+                (i for i, msg in enumerate(messages) if msg.get("role") == "system"),
+                None,
+            )
+
+            if system_idx is not None:
+                # Append instructions to existing system message
+                system_content = messages[system_idx].get("content", "")
+                messages[system_idx]["content"] = (
+                    f"{system_content}\n\n{kwargs.get('instructions')}"
+                )
+            else:
+                # Create a new system message with instructions
+                instruction_msg = cast(
+                    FormattedMessage,
+                    {"role": "system", "content": kwargs.get("instructions")},
+                )
+                messages = [instruction_msg] + messages
+
+        return messages
+
+    # Default case - return empty list
+    return []
+
+
+def call_llm_and_track_usage(
+    posthog_distinct_id: Optional[str],
+    ph_client: PostHogClient,
+    provider: str,
+    posthog_trace_id: Optional[str],
+    posthog_properties: Optional[Dict[str, Any]],
+    posthog_privacy_mode: bool,
+    posthog_groups: Optional[Dict[str, Any]],
+    base_url: str,
+    call_method: Callable[..., Any],
+    **kwargs: Any,
+) -> Any:
+    """
+    Common usage-tracking logic for both sync and async calls.
+    call_method: the llm call method (e.g. openai.chat.completions.create)
+    """
+    start_time = time.time()
+    response = None
+    error = None
+    http_status = 200
+    usage: TokenUsage = TokenUsage()
+    error_params: Dict[str, Any] = {}
+
+    with new_context(client=ph_client, capture_exceptions=False):
+        if posthog_distinct_id:
+            identify_context(posthog_distinct_id)
+
+        try:
+            response = call_method(**kwargs)
+        except Exception as exc:
+            error = exc
+            http_status = getattr(
+                exc, "status_code", 0
+            )  # default to 0 becuase its likely an SDK error
+            error_params = {
+                "$ai_is_error": True,
+                "$ai_error": exc.__str__(),
+            }
+            # TODO: Add exception capture for OpenAI/Anthropic/Gemini wrappers when
+            # enable_exception_autocapture is True, similar to LangChain callbacks.
+            # See _capture_exception_and_update_properties in langchain/callbacks.py
+        finally:
+            end_time = time.time()
+            latency = end_time - start_time
+
+            if posthog_trace_id is None:
+                posthog_trace_id = str(uuid.uuid4())
+
+            # Check if we have a real user distinct_id (from param or outer context)
+            has_person_distinct_id = (
+                posthog_distinct_id is not None
+                or contexts.get_context_distinct_id() is not None
+            )
+
+            if not has_person_distinct_id:
+                # Fall back to trace_id as distinct_id when no real user id is available.
+                identify_context(posthog_trace_id)
+
+            if response and (
+                hasattr(response, "usage")
+                or (provider == "gemini" and hasattr(response, "usage_metadata"))
+            ):
+                usage = get_usage(response, provider)
+
+            messages = merge_system_prompt(kwargs, provider)
+            sanitized_messages = sanitize_messages(messages, provider)
+
+            tag("$ai_provider", provider)
+            tag("$ai_model", kwargs.get("model") or getattr(response, "model", None))
+            tag("$ai_model_parameters", get_model_params(kwargs))
+            tag(
+                "$ai_input",
+                with_privacy_mode(ph_client, posthog_privacy_mode, sanitized_messages),
+            )
+            tag(
+                "$ai_output_choices",
+                with_privacy_mode(
+                    ph_client, posthog_privacy_mode, format_response(response, provider)
+                ),
+            )
+            tag("$ai_http_status", http_status)
+            tag("$ai_input_tokens", usage.get("input_tokens", 0))
+            tag("$ai_output_tokens", usage.get("output_tokens", 0))
+            tag("$ai_latency", latency)
+            tag("$ai_trace_id", posthog_trace_id)
+            tag("$ai_base_url", str(base_url))
+            warn_if_posthog_ai_gateway(base_url)
+
+            available_tool_calls = extract_available_tool_calls(provider, kwargs)
+
+            if available_tool_calls:
+                tag("$ai_tools", available_tool_calls)
+
+            cache_read = usage.get("cache_read_input_tokens")
+            if cache_read is not None and cache_read > 0:
+                tag("$ai_cache_read_input_tokens", cache_read)
+
+            cache_creation = usage.get("cache_creation_input_tokens")
+            if cache_creation is not None and cache_creation > 0:
+                tag("$ai_cache_creation_input_tokens", cache_creation)
+
+            reasoning = usage.get("reasoning_tokens")
+            if reasoning is not None and reasoning > 0:
+                tag("$ai_reasoning_tokens", reasoning)
+
+            web_search_count = usage.get("web_search_count")
+            if web_search_count is not None and web_search_count > 0:
+                tag("$ai_web_search_count", web_search_count)
+
+            raw_usage = usage.get("raw_usage")
+            if raw_usage is not None:
+                # Already serialized by converters
+                tag("$ai_usage", raw_usage)
+
+            stop_reason = extract_stop_reason(response, provider)
+            if stop_reason is not None:
+                tag("$ai_stop_reason", stop_reason)
+
+            if not has_person_distinct_id:
+                tag("$process_person_profile", False)
+
+            # Process instructions for Responses API
+            if provider == "openai" and kwargs.get("instructions") is not None:
+                tag(
+                    "$ai_instructions",
+                    with_privacy_mode(
+                        ph_client, posthog_privacy_mode, kwargs.get("instructions")
+                    ),
+                )
+
+            # send the event to posthog
+            if hasattr(ph_client, "capture") and callable(ph_client.capture):
+                sdk_tags = get_tags()
+                merged_properties = {
+                    **sdk_tags,
+                    **(posthog_properties or {}),
+                    **(error_params or {}),
+                }
+                merged_properties["$ai_tokens_source"] = _get_tokens_source(
+                    sdk_tags, posthog_properties
+                )
+                ph_client.capture(
+                    distinct_id=contexts.get_context_distinct_id(),
+                    event="$ai_generation",
+                    properties=merged_properties,
+                    groups=posthog_groups,
+                )
+
+        if error:
+            raise error
+
+    return response
+
+
+async def call_llm_and_track_usage_async(
+    posthog_distinct_id: Optional[str],
+    ph_client: PostHogClient,
+    provider: str,
+    posthog_trace_id: Optional[str],
+    posthog_properties: Optional[Dict[str, Any]],
+    posthog_privacy_mode: bool,
+    posthog_groups: Optional[Dict[str, Any]],
+    base_url: str,
+    call_async_method: Callable[..., Any],
+    **kwargs: Any,
+) -> Any:
+    start_time = time.time()
+    response = None
+    error = None
+    http_status = 200
+    usage: TokenUsage = TokenUsage()
+    error_params: Dict[str, Any] = {}
+
+    with new_context(client=ph_client, capture_exceptions=False):
+        if posthog_distinct_id:
+            identify_context(posthog_distinct_id)
+
+        try:
+            response = await call_async_method(**kwargs)
+        except Exception as exc:
+            error = exc
+            http_status = getattr(
+                exc, "status_code", 0
+            )  # default to 0 because its likely an SDK error
+            error_params = {
+                "$ai_is_error": True,
+                "$ai_error": exc.__str__(),
+            }
+            # TODO: Add exception capture for OpenAI/Anthropic/Gemini wrappers when
+            # enable_exception_autocapture is True, similar to LangChain callbacks.
+            # See _capture_exception_and_update_properties in langchain/callbacks.py
+        finally:
+            end_time = time.time()
+            latency = end_time - start_time
+
+            if posthog_trace_id is None:
+                posthog_trace_id = str(uuid.uuid4())
+
+            # Check if we have a real user distinct_id (from param or outer context)
+            has_person_distinct_id = (
+                posthog_distinct_id is not None
+                or contexts.get_context_distinct_id() is not None
+            )
+
+            if not has_person_distinct_id:
+                # Fall back to trace_id as distinct_id when no real user id is available.
+                identify_context(posthog_trace_id)
+
+            if response and (
+                hasattr(response, "usage")
+                or (provider == "gemini" and hasattr(response, "usage_metadata"))
+            ):
+                usage = get_usage(response, provider)
+
+            messages = merge_system_prompt(kwargs, provider)
+            sanitized_messages = sanitize_messages(messages, provider)
+
+            tag("$ai_provider", provider)
+            tag("$ai_model", kwargs.get("model") or getattr(response, "model", None))
+            tag("$ai_model_parameters", get_model_params(kwargs))
+            tag(
+                "$ai_input",
+                with_privacy_mode(ph_client, posthog_privacy_mode, sanitized_messages),
+            )
+            tag(
+                "$ai_output_choices",
+                with_privacy_mode(
+                    ph_client, posthog_privacy_mode, format_response(response, provider)
+                ),
+            )
+            tag("$ai_http_status", http_status)
+            tag("$ai_input_tokens", usage.get("input_tokens", 0))
+            tag("$ai_output_tokens", usage.get("output_tokens", 0))
+            tag("$ai_latency", latency)
+            tag("$ai_trace_id", posthog_trace_id)
+            tag("$ai_base_url", str(base_url))
+            warn_if_posthog_ai_gateway(base_url)
+
+            available_tool_calls = extract_available_tool_calls(provider, kwargs)
+
+            if available_tool_calls:
+                tag("$ai_tools", available_tool_calls)
+
+            cache_read = usage.get("cache_read_input_tokens")
+            if cache_read is not None and cache_read > 0:
+                tag("$ai_cache_read_input_tokens", cache_read)
+
+            cache_creation = usage.get("cache_creation_input_tokens")
+            if cache_creation is not None and cache_creation > 0:
+                tag("$ai_cache_creation_input_tokens", cache_creation)
+
+            reasoning = usage.get("reasoning_tokens")
+            if reasoning is not None and reasoning > 0:
+                tag("$ai_reasoning_tokens", reasoning)
+
+            web_search_count = usage.get("web_search_count")
+            if web_search_count is not None and web_search_count > 0:
+                tag("$ai_web_search_count", web_search_count)
+
+            raw_usage = usage.get("raw_usage")
+            if raw_usage is not None:
+                # Already serialized by converters
+                tag("$ai_usage", raw_usage)
+
+            stop_reason = extract_stop_reason(response, provider)
+            if stop_reason is not None:
+                tag("$ai_stop_reason", stop_reason)
+
+            if not has_person_distinct_id:
+                tag("$process_person_profile", False)
+
+            # Process instructions for Responses API
+            if provider == "openai" and kwargs.get("instructions") is not None:
+                tag(
+                    "$ai_instructions",
+                    with_privacy_mode(
+                        ph_client, posthog_privacy_mode, kwargs.get("instructions")
+                    ),
+                )
+
+            # send the event to posthog
+            if hasattr(ph_client, "capture") and callable(ph_client.capture):
+                sdk_tags = get_tags()
+                merged_properties = {
+                    **sdk_tags,
+                    **(posthog_properties or {}),
+                    **(error_params or {}),
+                }
+                merged_properties["$ai_tokens_source"] = _get_tokens_source(
+                    sdk_tags, posthog_properties
+                )
+                ph_client.capture(
+                    distinct_id=contexts.get_context_distinct_id(),
+                    event="$ai_generation",
+                    properties=merged_properties,
+                    groups=posthog_groups,
+                )
+
+        if error:
+            raise error
+
+    return response
+
+
+def sanitize_messages(data: Any, provider: str) -> Any:
+    """Sanitize messages using provider-specific sanitization functions."""
+    if provider == "anthropic":
+        return sanitize_anthropic(data)
+    elif provider == "openai":
+        return sanitize_openai(data)
+    elif provider == "gemini":
+        return sanitize_gemini(data)
+    elif provider == "langchain":
+        return sanitize_langchain(data)
+    return data
+
+
+def with_privacy_mode(ph_client: PostHogClient, privacy_mode: bool, value: Any):
+    if ph_client.privacy_mode or privacy_mode:
+        return None
+    return value
+
+
+def capture_streaming_event(
+    ph_client: PostHogClient,
+    event_data: StreamingEventData,
+):
+    """
+    Unified streaming event capture for all LLM providers.
+
+    This function handles the common logic for capturing streaming events across all providers.
+    All provider-specific formatting should be done BEFORE calling this function.
+
+    The function handles:
+    - Building PostHog event properties
+    - Extracting and adding tools based on provider
+    - Applying privacy mode
+    - Adding special token fields (cache, reasoning)
+    - Provider-specific fields (e.g., OpenAI instructions)
+    - Sending the event to PostHog
+
+    Args:
+        ph_client: PostHog client instance
+        event_data: Standardized streaming event data containing all necessary information
+    """
+    trace_id = event_data.get("trace_id") or str(uuid.uuid4())
+
+    # Build base event properties
+    event_properties = {
+        "$ai_provider": event_data["provider"],
+        "$ai_model": event_data["model"],
+        "$ai_model_parameters": get_model_params(event_data["kwargs"]),
+        "$ai_input": with_privacy_mode(
+            ph_client,
+            event_data["privacy_mode"],
+            event_data["formatted_input"],
+        ),
+        "$ai_output_choices": with_privacy_mode(
+            ph_client,
+            event_data["privacy_mode"],
+            event_data["formatted_output"],
+        ),
+        "$ai_http_status": 200,
+        "$ai_input_tokens": event_data["usage_stats"].get("input_tokens", 0),
+        "$ai_output_tokens": event_data["usage_stats"].get("output_tokens", 0),
+        "$ai_latency": event_data["latency"],
+        "$ai_trace_id": trace_id,
+        "$ai_base_url": str(event_data["base_url"]),
+        **(event_data.get("properties") or {}),
+    }
+
+    warn_if_posthog_ai_gateway(event_data["base_url"])
+
+    # Determine token source: SDK-computed vs externally overridden
+    sdk_token_tags = {
+        "$ai_input_tokens": event_data["usage_stats"].get("input_tokens", 0),
+        "$ai_output_tokens": event_data["usage_stats"].get("output_tokens", 0),
+    }
+    event_properties["$ai_tokens_source"] = _get_tokens_source(
+        sdk_token_tags, event_data.get("properties")
+    )
+
+    # Extract and add tools based on provider
+    available_tools = extract_available_tool_calls(
+        event_data["provider"],
+        event_data["kwargs"],
+    )
+    if available_tools:
+        event_properties["$ai_tools"] = available_tools
+
+    # Add optional token fields
+    # For Anthropic, always include cache fields even if 0 (backward compatibility)
+    # For others, only include if present and non-zero
+    if event_data["provider"] == "anthropic":
+        # Anthropic always includes cache fields
+        cache_read = event_data["usage_stats"].get("cache_read_input_tokens", 0)
+        cache_creation = event_data["usage_stats"].get("cache_creation_input_tokens", 0)
+        event_properties["$ai_cache_read_input_tokens"] = cache_read
+        event_properties["$ai_cache_creation_input_tokens"] = cache_creation
+    else:
+        # Other providers only include if non-zero
+        optional_token_fields = [
+            "cache_read_input_tokens",
+            "cache_creation_input_tokens",
+            "reasoning_tokens",
+        ]
+
+        for field in optional_token_fields:
+            value = event_data["usage_stats"].get(field)
+            if value is not None and isinstance(value, int) and value > 0:
+                event_properties[f"$ai_{field}"] = value
+
+    # Add web search count if present (all providers)
+    web_search_count = event_data["usage_stats"].get("web_search_count")
+    if (
+        web_search_count is not None
+        and isinstance(web_search_count, int)
+        and web_search_count > 0
+    ):
+        event_properties["$ai_web_search_count"] = web_search_count
+
+    # Add raw usage metadata if present (all providers)
+    raw_usage = event_data["usage_stats"].get("raw_usage")
+    if raw_usage is not None:
+        # Already serialized by converters
+        event_properties["$ai_usage"] = raw_usage
+
+    # Add stop reason if present
+    stop_reason = event_data.get("stop_reason")
+    if stop_reason is not None:
+        event_properties["$ai_stop_reason"] = stop_reason
+
+    # Handle provider-specific fields
+    if (
+        event_data["provider"] == "openai"
+        and event_data["kwargs"].get("instructions") is not None
+    ):
+        event_properties["$ai_instructions"] = with_privacy_mode(
+            ph_client,
+            event_data["privacy_mode"],
+            event_data["kwargs"]["instructions"],
+        )
+
+    if event_data.get("distinct_id") is None:
+        event_properties["$process_person_profile"] = False
+
+    # Send event to PostHog
+    if hasattr(ph_client, "capture"):
+        ph_client.capture(
+            distinct_id=event_data.get("distinct_id") or trace_id,
+            event="$ai_generation",
+            properties=event_properties,
+            groups=event_data.get("groups"),
+        )
diff --git a/posthog/args.py b/posthog/args.py
new file mode 100644
index 00000000..7f69214b
--- /dev/null
+++ b/posthog/args.py
@@ -0,0 +1,80 @@
+from typing import TYPE_CHECKING, TypedDict, Optional, Any, Dict, Union, Tuple, Type
+from types import TracebackType
+from typing_extensions import NotRequired  # For Python < 3.11 compatibility
+from datetime import datetime
+import numbers
+from uuid import UUID
+
+from posthog.types import SendFeatureFlagsOptions
+
+if TYPE_CHECKING:
+    from posthog.feature_flag_evaluations import FeatureFlagEvaluations
+
+ID_TYPES = Union[numbers.Number, str, UUID, int]
+
+
+class OptionalCaptureArgs(TypedDict):
+    """Optional arguments for the capture method.
+
+    Args:
+        distinct_id: Unique identifier for the person associated with this event. If not set, the context
+            distinct_id is used, if available, otherwise a UUID is generated, and the event is marked
+            as personless. Setting context-level distinct_id's is recommended.
+        properties: Dictionary of properties to track with the event
+        timestamp: When the event occurred (defaults to current time)
+        uuid: Unique identifier for this specific event. If not provided, one is generated. The event
+            UUID is returned, so you can correlate it with actions in your app (like showing users an
+            error ID if you capture an exception).
+        groups: Group identifiers to associate with this event (format: {group_type: group_key})
+        flags: A ``FeatureFlagEvaluations`` snapshot from ``evaluate_flags()``. The exact flag
+            values from the snapshot are attached to the event with no additional network call —
+            prefer this over ``send_feature_flags``.
+        send_feature_flags: Deprecated — prefer ``flags`` with a ``FeatureFlagEvaluations``
+            snapshot. Whether to include currently active feature flags in the event properties.
+            Can be a boolean or a SendFeatureFlagsOptions object. Defaults to False. Fires a
+            hidden ``/flags`` request on capture and may return different values than the ones
+            the code branched on.
+        disable_geoip: Whether to disable GeoIP lookup for this event. Defaults to False.
+    """
+
+    distinct_id: NotRequired[Optional[ID_TYPES]]
+    properties: NotRequired[Optional[Dict[str, Any]]]
+    timestamp: NotRequired[Optional[Union[datetime, str]]]
+    uuid: NotRequired[Optional[str]]
+    groups: NotRequired[Optional[Dict[str, str]]]
+    flags: NotRequired[Optional["FeatureFlagEvaluations"]]
+    send_feature_flags: NotRequired[
+        Optional[Union[bool, SendFeatureFlagsOptions]]
+    ]  # Updated to support both boolean and options object
+    disable_geoip: NotRequired[
+        Optional[bool]
+    ]  # As above, optional so we can tell if the user is intentionally overriding a client setting or not
+
+
+class OptionalSetArgs(TypedDict):
+    """Optional arguments for the set method.
+
+    Args:
+        distinct_id: Unique identifier for the user to set properties on. If not set, the context
+            distinct_id is used, if available, otherwise this function does nothing. Setting
+            context-level distinct_id's is recommended.
+        properties: Dictionary of properties to set on the person
+        timestamp: When the properties were set (defaults to current time)
+        uuid: Unique identifier for this operation. If not provided, one is generated. This
+            UUID is returned, so you can correlate it with actions in your app.
+        disable_geoip: Whether to disable GeoIP lookup for this operation. Defaults to False.
+    """
+
+    distinct_id: NotRequired[Optional[ID_TYPES]]
+    properties: NotRequired[Optional[Dict[str, Any]]]
+    timestamp: NotRequired[Optional[Union[datetime, str]]]
+    uuid: NotRequired[Optional[str]]
+    disable_geoip: NotRequired[Optional[bool]]
+
+
+ExcInfo = Union[
+    Tuple[Type[BaseException], BaseException, Optional[TracebackType]],
+    Tuple[None, None, None],
+]
+
+ExceptionArg = Union[BaseException, ExcInfo]
diff --git a/posthog/client.py b/posthog/client.py
index 9c1c1043..e653a10e 100644
--- a/posthog/client.py
+++ b/posthog/client.py
@@ -1,38 +1,184 @@
 import atexit
-import hashlib
+import inspect
+import json
 import logging
-import numbers
-from datetime import datetime, timedelta
+import os
+import sys
+import threading
+import warnings
+import weakref
+from datetime import datetime, timedelta, timezone
+from typing import Any, Dict, List, Optional, Union
 from uuid import uuid4
 
-import requests
-from dateutil.tz import tzutc
-from six import string_types
+from typing_extensions import Unpack
 
+from posthog._async_utils import _BackgroundEventLoopRunner
+from posthog.args import ID_TYPES, ExceptionArg, OptionalCaptureArgs, OptionalSetArgs
 from posthog.consumer import Consumer
+from posthog.contexts import (
+    _get_current_context,
+    get_capture_exception_code_variables_context,
+    get_code_variables_ignore_patterns_context,
+    get_code_variables_mask_patterns_context,
+    get_context_device_id,
+    get_context_distinct_id,
+    get_context_session_id,
+    new_context,
+)
+from posthog.exception_capture import ExceptionCapture
+from posthog.exception_utils import (
+    DEFAULT_CODE_VARIABLES_IGNORE_PATTERNS,
+    DEFAULT_CODE_VARIABLES_MASK_PATTERNS,
+    exc_info_from_error,
+    exception_is_already_captured,
+    exceptions_from_error_tuple,
+    handle_in_app,
+    mark_exception_as_captured,
+    try_attach_code_variables_to_frames,
+)
+from posthog.feature_flag_evaluations import (
+    FeatureFlagEvaluations,
+    _EvaluatedFlagRecord,
+    _FeatureFlagEvaluationsHost,
+)
+from posthog.feature_flags import (
+    InconclusiveMatchError,
+    RequiresServerEvaluation,
+    match_feature_flag_properties,
+    resolve_bucketing_value,
+)
+from posthog.flag_definition_cache import (
+    FlagDefinitionCacheData,
+    FlagDefinitionCacheProvider,
+)
 from posthog.poller import Poller
-from posthog.request import APIError, batch_post, decide, get
-from posthog.utils import clean, guess_timezone
+from posthog.request import (
+    AI_EVENTS_ENDPOINT,
+    EVENTS_ENDPOINT,
+    APIError,
+    QuotaLimitError,
+    RequestsConnectionError,
+    RequestsTimeout,
+    batch_post,
+    determine_server_host,
+    flags,
+    get,
+    is_ai_event,
+    normalize_host,
+    remote_config,
+    reset_sessions,
+)
+from posthog.types import (
+    FeatureFlag,
+    FeatureFlagError,
+    FeatureFlagResult,
+    FlagMetadata,
+    FlagsAndPayloads,
+    FlagsResponse,
+    FlagValue,
+    SendFeatureFlagsOptions,
+    normalize_flags_response,
+    to_flags_and_payloads,
+    to_payloads,
+    to_values,
+)
+from posthog.utils import (
+    FlagCache,
+    RedisFlagCache,
+    SizeLimitedDict,
+    clean,
+    guess_timezone,
+    system_context,
+)
 from posthog.version import VERSION
 
-try:
-    import queue
-except ImportError:
-    import Queue as queue
 
+from queue import Queue, Full
 
-ID_TYPES = (numbers.Number, string_types)
-__LONG_SCALE__ = float(0xFFFFFFFFFFFFFFF)
+
+MAX_DICT_SIZE = 50_000
+
+
+def get_identity_state(passed) -> tuple[str, bool]:
+    """Returns the distinct id to use, and whether this is a personless event or not"""
+    stringified = stringify_id(passed)
+    if stringified and len(stringified):
+        return (stringified, False)
+
+    context_id = get_context_distinct_id()
+    if context_id:
+        return (context_id, False)
+
+    return (str(uuid4()), True)
+
+
+def add_context_tags(properties):
+    properties = properties or {}
+    current_context = _get_current_context()
+    if current_context:
+        context_tags = current_context.collect_tags()
+        properties["$context_tags"] = set(context_tags.keys())
+        # We want explicitly passed properties to override context tags
+        context_tags.update(properties)
+        properties = context_tags
+
+    if "$session_id" not in properties and get_context_session_id():
+        properties["$session_id"] = get_context_session_id()
+
+    return properties
+
+
+def no_throw(default_return=None):
+    """
+    Decorator to prevent raising exceptions from public API methods.
+    Note that this doesn't prevent errors from propagating via `on_error`.
+    Exceptions will still be raised if the debug flag is enabled.
+
+    Args:
+        default_return: Value to return on exception (default: None)
+    """
+
+    def decorator(func):
+        from functools import wraps
+
+        @wraps(func)
+        def wrapper(self, *args, **kwargs):
+            try:
+                return func(self, *args, **kwargs)
+            except Exception as e:
+                if self.debug:
+                    raise e
+                self.log.exception(f"Error in {func.__name__}: {e}")
+                return default_return
+
+        return wrapper
+
+    return decorator
 
 
 class Client(object):
-    """Create a new PostHog client."""
+    """
+    This is the SDK reference for the PostHog Python SDK.
+    You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python).
+    You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django)
+    guides to integrate PostHog into your project.
+
+    Examples:
+        ```python
+        from posthog import Posthog
+        posthog = Posthog('<ph_project_api_key>', host='<ph_client_api_host>')
+        posthog.debug = True
+        if settings.TEST:
+            posthog.disabled = True
+        ```
+    """
 
     log = logging.getLogger("posthog")
 
     def __init__(
         self,
-        api_key=None,
+        project_api_key: str,
         host=None,
         debug=False,
         max_queue_size=10000,
@@ -47,31 +193,191 @@ def __init__(
         thread=1,
         poll_interval=30,
         personal_api_key=None,
-        project_api_key=None,
+        disabled=False,
+        disable_geoip=True,
+        is_server=True,
+        historical_migration=False,
+        feature_flags_request_timeout_seconds=3,
+        super_properties=None,
+        enable_exception_autocapture=False,
+        log_captured_exceptions=False,
+        project_root=None,
+        privacy_mode=False,
+        before_send=None,
+        flag_fallback_cache_url=None,
+        enable_local_evaluation=True,
+        flag_definition_cache_provider: Optional[FlagDefinitionCacheProvider] = None,
+        capture_exception_code_variables=False,
+        code_variables_mask_patterns=None,
+        code_variables_ignore_patterns=None,
+        in_app_modules: list[str] | None = None,
+        _dedicated_ai_endpoint=False,
     ):
+        """
+        Initialize a new PostHog client instance.
 
-        self.queue = queue.Queue(max_queue_size)
+        Args:
+            project_api_key: PostHog project API key/token.
+            host: PostHog host. Defaults to the US ingestion endpoint when not
+                set. App hosts such as ``https://us.posthog.com`` are mapped to
+                the corresponding ingestion host.
+            debug: Enable verbose SDK logging and re-raise errors from public
+                API methods.
+            max_queue_size: Maximum number of events buffered before upload.
+            send: If False, queueing succeeds but events are not sent.
+            on_error: Optional callback invoked by background consumers when an
+                upload fails.
+            flush_at: Number of queued events that triggers a batch upload.
+            flush_interval: Maximum seconds a background consumer waits before
+                flushing a partial batch.
+            gzip: Whether to gzip event upload payloads.
+            max_retries: Number of upload retries for background consumers.
+            sync_mode: If True, send each event synchronously instead of using
+                background worker threads.
+            timeout: HTTP request timeout in seconds for event uploads.
+            thread: Number of background consumer threads.
+            poll_interval: Seconds between local feature flag definition refreshes.
+            personal_api_key: Personal API key used for local feature flag
+                evaluation and remote config payloads.
+            disabled: If True, disable captures and API requests. Useful in tests.
+            disable_geoip: Whether to disable server-side GeoIP enrichment.
+                Defaults to True.
+            is_server: Whether events are emitted from a server-side runtime.
+                Defaults to True; set to False when using the SDK as a client/CLI
+                so the device OS is attributed to the person normally.
+            historical_migration: Mark events as historical migration imports.
+            feature_flags_request_timeout_seconds: Timeout in seconds for feature
+                flag and remote config requests.
+            super_properties: Properties merged into every captured event.
+            enable_exception_autocapture: Automatically capture uncaught
+                exceptions.
+            log_captured_exceptions: Also log exceptions captured by error
+                tracking.
+            project_root: Root path used to determine in-app stack frames for
+                captured exceptions. Defaults to the current working directory.
+            privacy_mode: For AI observability, capture usage metadata without
+                prompt inputs or outputs.
+            before_send: Optional callback that can modify or drop events before
+                upload. Return ``None`` to drop an event.
+            flag_fallback_cache_url: Optional feature flag fallback cache URL,
+                such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.
+            enable_local_evaluation: Whether to poll feature flag definitions for
+                local evaluation when a personal API key is configured.
+            flag_definition_cache_provider: Optional external cache provider for
+                sharing feature flag definitions across workers.
+            capture_exception_code_variables: Capture local variable values on
+                exception stack frames.
+            code_variables_mask_patterns: Variable-name patterns to mask when
+                capturing code variables.
+            code_variables_ignore_patterns: Variable-name patterns to omit when
+                capturing code variables.
+            in_app_modules: Module/package prefixes treated as in-app frames in
+                captured exceptions.
 
-        # api_key: This should be the Team API Key (token), public
-        self.api_key = api_key or project_api_key
+        Examples:
+            ```python
+            from posthog import Posthog
 
-        require("api_key", self.api_key, string_types)
+            posthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')
+            ```
+
+        Category:
+            Initialization
+        """
+        self._max_queue_size = max_queue_size
+        self.queue: Queue = Queue(max_queue_size)
+
+        # api_key: This should be the Team API Key (token), public
+        self.api_key = (project_api_key or "").strip()
 
         self.on_error = on_error
         self.debug = debug
         self.send = send
         self.sync_mode = sync_mode
-        self.host = host
+        # Used for session replay URL generation - we don't want the server host here.
+        self.raw_host = normalize_host(host)
+        self.host = determine_server_host(host)
         self.gzip = gzip
         self.timeout = timeout
-        self.feature_flags = None
+        self._feature_flags: Optional[list[Any]] = (
+            None  # private variable to store flags
+        )
+        self.feature_flags_by_key: Optional[dict[str, Any]] = None
+        self.group_type_mapping: Optional[dict[str, str]] = None
+        self.cohorts: Optional[dict[str, Any]] = None
         self.poll_interval = poll_interval
+        self.feature_flags_request_timeout_seconds = (
+            feature_flags_request_timeout_seconds
+        )
+        self.poller: Optional[Poller] = None
+        self.distinct_ids_feature_flags_reported = SizeLimitedDict(MAX_DICT_SIZE, set)
+        self.flag_fallback_cache_url = flag_fallback_cache_url
+        self.flag_cache = self._initialize_flag_cache(flag_fallback_cache_url)
+        self.flag_definition_version = 0
+        self._flags_etag: Optional[str] = None
+        self._flag_definition_cache_provider = flag_definition_cache_provider
+        self._flag_definition_cache_provider_async_runner: Optional[
+            _BackgroundEventLoopRunner
+        ] = None
+        self._flag_definition_cache_provider_async_runner_lock = threading.Lock()
+        self.disabled = disabled or not self.api_key
+        self.disable_geoip = disable_geoip
+        self.is_server = is_server
+        self.historical_migration = historical_migration
+        # Internal, not ready for use: routes `$ai_*` events to a dedicated
+        # capture-ai endpoint while the backend route + ingress roll out.
+        self._dedicated_ai_endpoint = _dedicated_ai_endpoint
+        self.super_properties = super_properties
+        self.enable_exception_autocapture = enable_exception_autocapture
+        self.log_captured_exceptions = log_captured_exceptions
+        self.exception_capture = None
+        self.privacy_mode = privacy_mode
+        self.enable_local_evaluation = enable_local_evaluation
 
-        # personal_api_key: This should be a generated Personal API Key, private
-        self.personal_api_key = personal_api_key
+        self.capture_exception_code_variables = capture_exception_code_variables
+        self.code_variables_mask_patterns = (
+            code_variables_mask_patterns
+            if code_variables_mask_patterns is not None
+            else DEFAULT_CODE_VARIABLES_MASK_PATTERNS
+        )
+        self.code_variables_ignore_patterns = (
+            code_variables_ignore_patterns
+            if code_variables_ignore_patterns is not None
+            else DEFAULT_CODE_VARIABLES_IGNORE_PATTERNS
+        )
+        self.in_app_modules = in_app_modules
+
+        if project_root is None:
+            try:
+                project_root = os.getcwd()
+            except Exception:
+                project_root = None
+
+        self.project_root = project_root
 
+        # personal_api_key: This should be a generated Personal API Key, private
+        self.personal_api_key = (
+            personal_api_key.strip()
+            if isinstance(personal_api_key, str)
+            else personal_api_key
+        ) or None
         if debug:
+            # Ensures that debug level messages are logged when debug mode is on.
+            # Otherwise, defaults to WARNING level. See https://docs.python.org/3/howto/logging.html#what-happens-if-no-configuration-is-provided
+            logging.basicConfig()
             self.log.setLevel(logging.DEBUG)
+        else:
+            self.log.setLevel(logging.WARNING)
+
+        if not self.api_key:
+            self.log.error(
+                "api_key is empty after trimming whitespace; check your project API key"
+            )
+
+        self._set_before_send(before_send)
+
+        if self.enable_exception_autocapture:
+            self.exception_capture = ExceptionCapture(self)
 
         if sync_mode:
             self.consumers = None
@@ -84,18 +390,21 @@ def __init__(
             # to call flush().
             if send:
                 atexit.register(self.join)
-            for n in range(thread):
-                self.consumers = []
+
+            self.consumers = []
+            for _ in range(thread):
                 consumer = Consumer(
                     self.queue,
-                    api_key,
-                    host=host,
+                    self.api_key,
+                    host=self.host,
                     on_error=on_error,
                     flush_at=flush_at,
                     flush_interval=flush_interval,
                     gzip=gzip,
                     retries=max_retries,
                     timeout=timeout,
+                    historical_migration=historical_migration,
+                    dedicated_ai_endpoint=self._dedicated_ai_endpoint,
                 )
                 self.consumers.append(consumer)
 
@@ -103,46 +412,684 @@ def __init__(
                 if send:
                     consumer.start()
 
-    def identify(self, distinct_id=None, properties=None, context=None, timestamp=None, message_id=None):
+        if hasattr(os, "register_at_fork"):
+            weak_self = weakref.ref(self)
+            os.register_at_fork(
+                after_in_child=lambda: Client._reinit_after_fork_weak(weak_self)
+            )
+
+    def _set_before_send(self, before_send):
+        if before_send is not None:
+            if callable(before_send):
+                self.before_send = before_send
+            else:
+                self.log.warning("before_send is not callable, it will be ignored")
+                self.before_send = None
+        else:
+            self.before_send = None
+
+    def new_context(self, fresh=False, capture_exceptions=True):
+        """
+        Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).
+
+        Args:
+            fresh: Whether to create a fresh context that doesn't inherit from parent.
+            capture_exceptions: Whether to automatically capture exceptions in this context.
+
+        Examples:
+            ```python
+            with posthog.new_context():
+                identify_context('<distinct_id>')
+                posthog.capture('event_name')
+            ```
+
+        Category:
+            Contexts
+        """
+        return new_context(
+            fresh=fresh, capture_exceptions=capture_exceptions, client=self
+        )
+
+    @property
+    def feature_flags(self):
+        """
+        Get the local evaluation feature flags.
+        """
+        return self._feature_flags
+
+    @feature_flags.setter
+    def feature_flags(self, flags):
+        """
+        Set the local evaluation feature flags.
+        """
+        self._feature_flags = flags or []
+        self.feature_flags_by_key = {
+            flag["key"]: flag
+            for flag in self._feature_flags
+            if flag.get("key") is not None
+        }
+        assert self.feature_flags_by_key is not None, (
+            "feature_flags_by_key should be initialized when feature_flags is set"
+        )
+
+    def get_feature_variants(
+        self,
+        distinct_id,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        disable_geoip=None,
+        flag_keys_to_evaluate: Optional[list[str]] = None,
+        device_id: Optional[str] = None,
+    ) -> dict[str, Union[bool, str]]:
+        """
+        Get feature flag variants for a user.
+
+        Args:
+            distinct_id: The distinct ID of the user.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            disable_geoip: Whether to disable GeoIP for this request.
+            flag_keys_to_evaluate: A list of specific flag keys to evaluate. If provided,
+                only these flags will be evaluated, improving performance.
+            device_id: The device ID for this request.
+
+        Category:
+            Feature flags
+        """
+        resp_data = self.get_flags_decision(
+            distinct_id,
+            groups,
+            person_properties,
+            group_properties,
+            disable_geoip,
+            flag_keys_to_evaluate,
+            device_id=device_id,
+        )
+        return to_values(resp_data) or {}
+
+    def get_feature_payloads(
+        self,
+        distinct_id,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        disable_geoip=None,
+        flag_keys_to_evaluate: Optional[list[str]] = None,
+        device_id: Optional[str] = None,
+    ) -> dict[str, str]:
+        """
+        Get feature flag payloads for a user.
+
+        Args:
+            distinct_id: The distinct ID of the user.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            disable_geoip: Whether to disable GeoIP for this request.
+            flag_keys_to_evaluate: A list of specific flag keys to evaluate. If provided,
+                only these flags will be evaluated, improving performance.
+            device_id: The device ID for this request.
+
+        Examples:
+            ```python
+            payloads = posthog.get_feature_payloads('<distinct_id>')
+            ```
+
+        Category:
+            Feature flags
+        """
+        resp_data = self.get_flags_decision(
+            distinct_id,
+            groups,
+            person_properties,
+            group_properties,
+            disable_geoip,
+            flag_keys_to_evaluate,
+            device_id=device_id,
+        )
+        return to_payloads(resp_data) or {}
+
+    def get_feature_flags_and_payloads(
+        self,
+        distinct_id,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        disable_geoip=None,
+        flag_keys_to_evaluate: Optional[list[str]] = None,
+        device_id: Optional[str] = None,
+    ) -> FlagsAndPayloads:
+        """
+        Get feature flags and payloads for a user.
+
+        Args:
+            distinct_id: The distinct ID of the user.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            disable_geoip: Whether to disable GeoIP for this request.
+            flag_keys_to_evaluate: A list of specific flag keys to evaluate. If provided,
+                only these flags will be evaluated, improving performance.
+            device_id: The device ID for this request.
+
+        Examples:
+            ```python
+            result = posthog.get_feature_flags_and_payloads('<distinct_id>')
+            ```
+
+        Category:
+            Feature flags
+        """
+        resp = self.get_flags_decision(
+            distinct_id,
+            groups,
+            person_properties,
+            group_properties,
+            disable_geoip,
+            flag_keys_to_evaluate,
+            device_id=device_id,
+        )
+        return to_flags_and_payloads(resp)
+
+    def get_flags_decision(
+        self,
+        distinct_id: Optional[ID_TYPES] = None,
+        groups: Optional[dict] = None,
+        person_properties=None,
+        group_properties=None,
+        disable_geoip=None,
+        flag_keys_to_evaluate: Optional[list[str]] = None,
+        device_id: Optional[str] = None,
+    ) -> FlagsResponse:
+        """
+        Get feature flags decision.
+
+        Args:
+            distinct_id: The distinct ID of the user.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            disable_geoip: Whether to disable GeoIP for this request.
+            flag_keys_to_evaluate: A list of specific flag keys to evaluate. If provided,
+                only these flags will be evaluated, improving performance.
+            device_id: The device ID for this request.
+
+        Examples:
+            ```python
+            decision = posthog.get_flags_decision('user123')
+            ```
+
+        Category:
+            Feature flags
+        """
+        try:
+            return self._get_flags_decision(
+                distinct_id,
+                groups,
+                person_properties,
+                group_properties,
+                disable_geoip,
+                flag_keys_to_evaluate,
+                device_id=device_id,
+            )
+        except Exception as err:
+            self.log.exception("Unable to get feature flags: %s", err)
+            return normalize_flags_response({})
+
+    def _get_flags_decision(
+        self,
+        distinct_id: Optional[ID_TYPES] = None,
+        groups: Optional[dict] = None,
+        person_properties=None,
+        group_properties=None,
+        disable_geoip=None,
+        flag_keys_to_evaluate: Optional[list[str]] = None,
+        device_id: Optional[str] = None,
+    ) -> FlagsResponse:
+        if self.disabled:
+            return normalize_flags_response({})
+
+        groups = groups or {}
+        person_properties = person_properties or {}
+        group_properties = group_properties or {}
+
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
+
+        if device_id is None:
+            device_id = get_context_device_id()
+
+        if disable_geoip is None:
+            disable_geoip = self.disable_geoip
+
+        if not groups:
+            groups = {}
+
+        request_data = {
+            "distinct_id": distinct_id,
+            "groups": groups,
+            "person_properties": person_properties,
+            "group_properties": group_properties,
+            "geoip_disable": disable_geoip,
+            "device_id": device_id,
+        }
+
+        if flag_keys_to_evaluate:
+            request_data["flag_keys_to_evaluate"] = flag_keys_to_evaluate
+
+        resp_data = flags(
+            self.api_key,
+            self.host,
+            timeout=self.feature_flags_request_timeout_seconds,
+            **request_data,
+        )
+
+        return normalize_flags_response(resp_data)
+
+    @no_throw()
+    def capture(
+        self, event: str, **kwargs: Unpack[OptionalCaptureArgs]
+    ) -> Optional[str]:
+        """
+        Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)
+
+        Args:
+            event: The event name to capture.
+            distinct_id: The distinct ID of the user.
+            properties: A dictionary of properties to include with the event.
+            timestamp: The timestamp of the event.
+            uuid: A unique identifier for the event.
+            groups: A dictionary of group information.
+            flags: A FeatureFlagEvaluations snapshot from evaluate_flags(). The
+                exact values from the snapshot are attached with no extra /flags
+                request.
+            send_feature_flags: Deprecated. Prefer flags=... from
+                evaluate_flags(). When truthy, evaluates flags during capture and
+                attaches them to the event.
+            disable_geoip: Whether to disable GeoIP for this event.
+
+        Examples:
+            ```python
+            # Anonymous event
+            posthog.capture('some-anon-event')
+            ```
+            ```python
+            # Context usage
+            from posthog import identify_context, new_context
+            with new_context():
+                identify_context('distinct_id_of_the_user')
+                posthog.capture('user_signed_up')
+                posthog.capture('user_logged_in')
+                posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')
+            ```
+            ```python
+            # Set event properties
+            posthog.capture(
+                "user_signed_up",
+                distinct_id="distinct_id_of_the_user",
+                properties={
+                    "login_type": "email",
+                    "is_free_trial": "true"
+                }
+            )
+            ```
+            ```python
+            # Page view event
+            posthog.capture('$pageview', distinct_id="distinct_id_of_the_user", properties={'$current_url': 'https://example.com'})
+            ```
+
+        Category:
+            Capture
+        """
+        distinct_id = kwargs.get("distinct_id", None)
+        properties = kwargs.get("properties", None)
+        timestamp = kwargs.get("timestamp", None)
+        uuid = kwargs.get("uuid", None)
+        groups = kwargs.get("groups", None)
+        flags_snapshot = kwargs.get("flags", None)
+        send_feature_flags = kwargs.get("send_feature_flags", False)
+        disable_geoip = kwargs.get("disable_geoip", None)
+
+        properties = {**(properties or {}), **system_context()}
+
+        properties = add_context_tags(properties)
+        assert properties is not None  # Type hint for mypy
+
+        (distinct_id, personless) = get_identity_state(distinct_id)
+
+        if personless and "$process_person_profile" not in properties:
+            properties["$process_person_profile"] = False
+
+        msg = {
+            "properties": properties,
+            "timestamp": timestamp,
+            "distinct_id": distinct_id,
+            "event": event,
+            "uuid": uuid,
+        }
+
+        if groups:
+            properties["$groups"] = groups
+
+        extra_properties: dict[str, Any] = {}
+
+        # Precedence: an explicit ``flags`` snapshot always wins, regardless of
+        # ``send_feature_flags``. The snapshot guarantees the event carries the same
+        # values the developer branched on with no additional network call. The
+        # ``send_feature_flags`` path only runs when no snapshot is provided.
+        if flags_snapshot is not None:
+            if send_feature_flags:
+                self.log.warning(
+                    "[FEATURE FLAGS] Both `flags` and `send_feature_flags` were passed to "
+                    "capture(); using `flags` and ignoring `send_feature_flags`."
+                )
+            extra_properties = flags_snapshot._get_event_properties()
+        else:
+            feature_variants: Optional[dict[str, Union[bool, str]]] = {}
+
+            # Parse and normalize send_feature_flags parameter
+            flag_options = self._parse_send_feature_flags(send_feature_flags)
+
+            if flag_options["should_send"]:
+                warnings.warn(
+                    "`send_feature_flags` is deprecated and will be removed in a future major "
+                    "version. Pass a `flags` snapshot from `posthog.evaluate_flags(...)` instead "
+                    "— it avoids a second `/flags` request per capture and guarantees the event "
+                    "carries the exact flag values your code branched on.",
+                    DeprecationWarning,
+                    stacklevel=2,
+                )
+                try:
+                    if flag_options["only_evaluate_locally"] is True:
+                        # Local evaluation explicitly requested
+                        feature_variants = self.get_all_flags(
+                            distinct_id,
+                            groups=(groups or {}),
+                            person_properties=flag_options["person_properties"],
+                            group_properties=flag_options["group_properties"],
+                            disable_geoip=disable_geoip,
+                            only_evaluate_locally=True,
+                            flag_keys_to_evaluate=flag_options["flag_keys_filter"],
+                        )
+                    elif flag_options["only_evaluate_locally"] is False:
+                        # Remote evaluation explicitly requested
+                        feature_variants = self.get_feature_variants(
+                            distinct_id,
+                            groups,
+                            person_properties=flag_options["person_properties"],
+                            group_properties=flag_options["group_properties"],
+                            disable_geoip=disable_geoip,
+                            flag_keys_to_evaluate=flag_options["flag_keys_filter"],
+                        )
+                    elif self.feature_flags:
+                        # Local flags available, prefer local evaluation
+                        feature_variants = self.get_all_flags(
+                            distinct_id,
+                            groups=(groups or {}),
+                            person_properties=flag_options["person_properties"],
+                            group_properties=flag_options["group_properties"],
+                            disable_geoip=disable_geoip,
+                            only_evaluate_locally=True,
+                            flag_keys_to_evaluate=flag_options["flag_keys_filter"],
+                        )
+                    else:
+                        # Fall back to remote evaluation
+                        feature_variants = self.get_feature_variants(
+                            distinct_id,
+                            groups,
+                            person_properties=flag_options["person_properties"],
+                            group_properties=flag_options["group_properties"],
+                            disable_geoip=disable_geoip,
+                            flag_keys_to_evaluate=flag_options["flag_keys_filter"],
+                        )
+                except Exception as e:
+                    self.log.exception(
+                        f"[FEATURE FLAGS] Unable to get feature variants: {e}"
+                    )
+
+            for feature, variant in (feature_variants or {}).items():
+                extra_properties[f"$feature/{feature}"] = variant
+
+            active_feature_flags = [
+                key
+                for (key, value) in (feature_variants or {}).items()
+                if value is not False
+            ]
+            if active_feature_flags:
+                extra_properties["$active_feature_flags"] = active_feature_flags
+
+        if extra_properties:
+            properties = {**extra_properties, **properties}
+            msg["properties"] = properties
+
+        return self._enqueue(msg, disable_geoip)
+
+    def _parse_send_feature_flags(self, send_feature_flags) -> SendFeatureFlagsOptions:
+        """
+        Parse and normalize send_feature_flags parameter into a standard format.
+
+        Args:
+            send_feature_flags: Either bool or SendFeatureFlagsOptions dict
+
+        Returns:
+            SendFeatureFlagsOptions: Normalized options with keys: should_send, only_evaluate_locally,
+                  person_properties, group_properties, flag_keys_filter
+
+        Raises:
+            TypeError: If send_feature_flags is not bool or dict
+        """
+        if isinstance(send_feature_flags, dict):
+            return {
+                "should_send": True,
+                "only_evaluate_locally": send_feature_flags.get(
+                    "only_evaluate_locally"
+                ),
+                "person_properties": send_feature_flags.get("person_properties"),
+                "group_properties": send_feature_flags.get("group_properties"),
+                "flag_keys_filter": send_feature_flags.get("flag_keys_filter"),
+            }
+        elif isinstance(send_feature_flags, bool):
+            return {
+                "should_send": send_feature_flags,
+                "only_evaluate_locally": None,
+                "person_properties": None,
+                "group_properties": None,
+                "flag_keys_filter": None,
+            }
+        else:
+            raise TypeError(
+                f"Invalid type for send_feature_flags: {type(send_feature_flags)}. "
+                f"Expected bool or dict."
+            )
+
+    @no_throw()
+    def set(self, **kwargs: Unpack[OptionalSetArgs]) -> Optional[str]:
+        """
+        Set properties on a person profile.
+
+        Args:
+            distinct_id: The distinct ID of the user.
+            properties: A dictionary of properties to set.
+            timestamp: The timestamp of the event.
+            uuid: A unique identifier for the event.
+            disable_geoip: Whether to disable GeoIP for this event.
+
+        Examples:
+            ```python
+            # Set with distinct id
+            posthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})
+            ```
+
+        Category:
+            Identification
+
+        Note: This method will not raise exceptions. Errors are logged.
+        """
+        distinct_id = kwargs.get("distinct_id", None)
+        properties = kwargs.get("properties", None)
+        timestamp = kwargs.get("timestamp", None)
+        uuid = kwargs.get("uuid", None)
+        disable_geoip = kwargs.get("disable_geoip", None)
+
         properties = properties or {}
-        context = context or {}
-        require("distinct_id", distinct_id, ID_TYPES)
-        require("properties", properties, dict)
+
+        properties = add_context_tags(properties)
+
+        (distinct_id, personless) = get_identity_state(distinct_id)
+
+        if personless or not properties:
+            return None  # Personless set() does nothing
 
         msg = {
             "timestamp": timestamp,
-            "context": context,
             "distinct_id": distinct_id,
             "$set": properties,
-            "event": "$identify",
-            "messageId": message_id,
+            "event": "$set",
+            "uuid": uuid,
         }
 
-        return self._enqueue(msg)
+        return self._enqueue(msg, disable_geoip)
+
+    @no_throw()
+    def set_once(self, **kwargs: Unpack[OptionalSetArgs]) -> Optional[str]:
+        """
+        Set properties on a person profile only if they haven't been set before.
+
+        Args:
+            distinct_id: The distinct ID of the user.
+            properties: A dictionary of properties to set once.
+            timestamp: The timestamp of the event.
+            uuid: A unique identifier for the event.
+            disable_geoip: Whether to disable GeoIP for this event.
+
+        Examples:
+            ```python
+            posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})
+            ```
 
-    def capture(self, distinct_id=None, event=None, properties=None, context=None, timestamp=None, message_id=None):
+        Category:
+            Identification
+
+        Note: This method will not raise exceptions. Errors are logged.
+        """
+        distinct_id = kwargs.get("distinct_id", None)
+        properties = kwargs.get("properties", None)
+        timestamp = kwargs.get("timestamp", None)
+        uuid = kwargs.get("uuid", None)
+        disable_geoip = kwargs.get("disable_geoip", None)
         properties = properties or {}
-        context = context or {}
-        require("distinct_id", distinct_id, ID_TYPES)
-        require("properties", properties, dict)
-        require("event", event, string_types)
+
+        properties = add_context_tags(properties)
+
+        (distinct_id, personless) = get_identity_state(distinct_id)
+
+        if personless or not properties:
+            return None  # Personless set_once() does nothing
 
         msg = {
-            "properties": properties,
             "timestamp": timestamp,
-            "context": context,
             "distinct_id": distinct_id,
-            "event": event,
-            "messageId": message_id,
+            "$set_once": properties,
+            "event": "$set_once",
+            "uuid": uuid,
+        }
+
+        return self._enqueue(msg, disable_geoip)
+
+    @no_throw()
+    def group_identify(
+        self,
+        group_type: str,
+        group_key: str,
+        properties: Optional[Dict[str, Any]] = None,
+        timestamp: Optional[Union[datetime, str]] = None,
+        uuid: Optional[str] = None,
+        disable_geoip: Optional[bool] = None,
+        distinct_id: Optional[ID_TYPES] = None,
+    ) -> Optional[str]:
+        """
+        Identify a group and set its properties.
+
+        Args:
+            group_type: The type of group (e.g., 'company', 'team').
+            group_key: The unique identifier for the group.
+            properties: A dictionary of properties to set on the group.
+            timestamp: The timestamp of the event.
+            uuid: A unique identifier for the event.
+            disable_geoip: Whether to disable GeoIP for this event.
+            distinct_id: The distinct ID of the user performing the action.
+
+        Examples:
+            ```python
+            posthog.group_identify('company', 'company_id_in_your_db', {
+                'name': 'Awesome Inc.',
+                'employees': 11
+            })
+            ```
+
+        Category:
+            Identification
+
+        Note: This method will not raise exceptions. Errors are logged.
+        """
+        properties = properties or {}
+
+        # group_identify is purposefully always personful
+        distinct_id = get_identity_state(distinct_id)[0]
+
+        msg: Dict[str, Any] = {
+            "event": "$groupidentify",
+            "properties": {
+                "$group_type": group_type,
+                "$group_key": group_key,
+                "$group_set": properties,
+            },
+            "distinct_id": distinct_id,
+            "timestamp": timestamp,
+            "uuid": uuid,
         }
 
-        return self._enqueue(msg)
+        # NOTE - group_identify doesn't generally use context properties - should it?
+        if get_context_session_id():
+            msg["properties"]["$session_id"] = str(get_context_session_id())
+
+        return self._enqueue(msg, disable_geoip)
+
+    @no_throw()
+    def alias(
+        self,
+        previous_id: str,
+        distinct_id: Optional[str],
+        timestamp=None,
+        uuid=None,
+        disable_geoip=None,
+    ):
+        """
+        Create an alias between two distinct IDs.
+
+        Args:
+            previous_id: The previous distinct ID.
+            distinct_id: The new distinct ID to alias to.
+            timestamp: The timestamp of the event.
+            uuid: A unique identifier for the event.
+            disable_geoip: Whether to disable GeoIP for this event.
 
-    def alias(self, previous_id=None, distinct_id=None, context=None, timestamp=None, message_id=None):
-        context = context or {}
+        Examples:
+            ```python
+            posthog.alias(previous_id='distinct_id', distinct_id='alias_id')
+            ```
 
-        require("previous_id", previous_id, ID_TYPES)
-        require("distinct_id", distinct_id, ID_TYPES)
+        Category:
+            Identification
+
+        Note: This method will not raise exceptions. Errors are logged.
+        """
+        (distinct_id, personless) = get_identity_state(distinct_id)
+
+        if personless:
+            return None  # Personless alias() does nothing - should this throw?
 
         msg = {
             "properties": {
@@ -150,115 +1097,542 @@ def alias(self, previous_id=None, distinct_id=None, context=None, timestamp=None
                 "alias": distinct_id,
             },
             "timestamp": timestamp,
-            "context": context,
             "event": "$create_alias",
+            "distinct_id": previous_id,
+            "uuid": uuid,
         }
 
-        return self._enqueue(msg)
+        if get_context_session_id():
+            msg["properties"]["$session_id"] = str(get_context_session_id())
 
-    def page(self, distinct_id=None, url=None, properties=None, context=None, timestamp=None, message_id=None):
-        properties = properties or {}
-        context = context or {}
+        return self._enqueue(msg, disable_geoip)
 
-        require("distinct_id", distinct_id, ID_TYPES)
-        require("properties", properties, dict)
+    def capture_exception(
+        self,
+        exception: Optional[ExceptionArg],
+        **kwargs: Unpack[OptionalCaptureArgs],
+    ):
+        """
+        Capture an exception for error tracking.
 
-        require("url", url, string_types)
-        properties["$current_url"] = url
+        Args:
+            exception: The exception to capture.
+            distinct_id: The distinct ID of the user.
+            properties: A dictionary of additional properties.
+            flags: A ``FeatureFlagEvaluations`` snapshot from ``evaluate_flags()``.
+                Attaches those exact flag values to the captured `$exception` event.
+            send_feature_flags: Deprecated. Pass ``flags`` from ``evaluate_flags()`` instead.
+            disable_geoip: Whether to disable GeoIP for this event.
 
-        msg = {
-            "event": "$pageview",
-            "properties": properties,
-            "timestamp": timestamp,
-            "context": context,
-            "distinct_id": distinct_id,
-            "messageId": message_id,
-        }
+        Examples:
+            ```python
+            try:
+                # Some code that might fail
+                pass
+            except Exception as e:
+                posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)
+            ```
+
+        Category:
+            Error Tracking
+        """
+        distinct_id = kwargs.get("distinct_id", None)
+        properties = kwargs.get("properties", None)
+        flags_snapshot = kwargs.get("flags", None)
+        send_feature_flags = kwargs.get("send_feature_flags", False)
+        disable_geoip = kwargs.get("disable_geoip", None)
+        # this function shouldn't ever throw an error, so it logs exceptions instead of raising them.
+        # this is important to ensure we don't unexpectedly re-raise exceptions in the user's code.
+        try:
+            properties = properties or {}
+
+            # Check if this exception has already been captured
+            if exception is not None and exception_is_already_captured(exception):
+                self.log.debug("Exception already captured, skipping")
+                return None
+
+            if exception is not None:
+                exc_info = exc_info_from_error(exception)
+            else:
+                exc_info = sys.exc_info()
+
+            if exc_info is None or exc_info == (None, None, None):
+                self.log.warning("No exception information available")
+                return None
+
+            # Format stack trace for cymbal
+            all_exceptions_with_trace = exceptions_from_error_tuple(exc_info)
+
+            # Add in-app property to frames in the exceptions
+            event = handle_in_app(
+                {
+                    "exception": {
+                        "values": all_exceptions_with_trace,
+                    },
+                },
+                in_app_include=self.in_app_modules,
+                project_root=self.project_root,
+            )
+            all_exceptions_with_trace_and_in_app = event["exception"]["values"]
+
+            properties = {
+                "$exception_list": all_exceptions_with_trace_and_in_app,
+                **properties,
+            }
+
+            context_enabled = get_capture_exception_code_variables_context()
+            context_mask = get_code_variables_mask_patterns_context()
+            context_ignore = get_code_variables_ignore_patterns_context()
+
+            enabled = (
+                context_enabled
+                if context_enabled is not None
+                else self.capture_exception_code_variables
+            )
+            mask_patterns = (
+                context_mask
+                if context_mask is not None
+                else self.code_variables_mask_patterns
+            )
+            ignore_patterns = (
+                context_ignore
+                if context_ignore is not None
+                else self.code_variables_ignore_patterns
+            )
+
+            if enabled:
+                try_attach_code_variables_to_frames(
+                    all_exceptions_with_trace_and_in_app,
+                    exc_info,
+                    mask_patterns=mask_patterns,
+                    ignore_patterns=ignore_patterns,
+                )
+
+            if self.log_captured_exceptions:
+                self.log.exception(exception, extra=kwargs)
+
+            timestamp = kwargs.get("timestamp", None)
+            uuid = kwargs.get("uuid", None)
+            groups = kwargs.get("groups", None)
+            res = self.capture(
+                "$exception",
+                distinct_id=distinct_id,
+                properties=properties,
+                timestamp=timestamp,
+                uuid=uuid,
+                groups=groups,
+                flags=flags_snapshot,
+                send_feature_flags=send_feature_flags,
+                disable_geoip=disable_geoip,
+            )
+
+            # Mark the exception as captured to prevent duplicate captures
+            if exception is not None and res is not None:
+                mark_exception_as_captured(exception, res)
+
+            return res
+        except Exception as e:
+            self.log.exception(f"Failed to capture exception: {e}")
+
+    @staticmethod
+    def _reinit_after_fork_weak(weak_self):
+        """
+        Reinitialize the client after a fork.
+        Garbage collected if the client is deleted.
+        """
+        self = weak_self()
+        if self is None:
+            return
+        self._reinit_after_fork()
+
+    def _reinit_after_fork(self):
+        """Reinitialize fork-unsafe client state in a forked child process.
+
+        Registered via os.register_at_fork(after_in_child=...) so it runs
+        exactly once in each child, before any user code, covering all code
+        paths (capture, flush, join, etc.).
 
-        return self._enqueue(msg)
+        Python threads do not survive fork() and queue.Queue internal locks
+        may be in an inconsistent state, so the event queue, consumer threads
+        and other state are replaced. Inherited queue items are not retained
+        as they'll be handled by the parent process's consumers.
+        """
+        if self.consumers:
+            self.queue = Queue(self._max_queue_size)
+
+            new_consumers = []
+            for old in self.consumers:
+                consumer = Consumer(
+                    self.queue,
+                    old.api_key,
+                    flush_at=old.flush_at,
+                    host=old.host,
+                    on_error=old.on_error,
+                    flush_interval=old.flush_interval,
+                    gzip=old.gzip,
+                    retries=old.retries,
+                    timeout=old.timeout,
+                    historical_migration=old.historical_migration,
+                    dedicated_ai_endpoint=old.dedicated_ai_endpoint,
+                )
+                new_consumers.append(consumer)
+
+                if self.send:
+                    consumer.start()
+
+            self.consumers = new_consumers
 
-    def _enqueue(self, msg):
+        if self.enable_local_evaluation:
+            self.poller = Poller(
+                interval=timedelta(seconds=self.poll_interval),
+                execute=self._load_feature_flags,
+            )
+            self.poller.start()
+        else:
+            self.poller = None
+
+        # Async runner threads do not survive fork(); recreate lazily on next async cache call.
+        self._flag_definition_cache_provider_async_runner = None
+        self._flag_definition_cache_provider_async_runner_lock = threading.Lock()
+
+        # If using Redis cache, we must reinitialize to get a fresh connection (fork-safe).
+        # If using Memory cache, we keep it as-is to benefit from the inherited warm cache.
+        if isinstance(self.flag_cache, RedisFlagCache):
+            self.flag_cache = self._initialize_flag_cache(self.flag_fallback_cache_url)
+
+        reset_sessions()
+
+    def _enqueue(self, msg, disable_geoip):
+        # type: (...) -> Optional[str]
         """Push a new `msg` onto the queue, return `(success, msg)`"""
+
+        if self.disabled:
+            return None
+
         timestamp = msg["timestamp"]
         if timestamp is None:
-            timestamp = datetime.utcnow().replace(tzinfo=tzutc())
-        message_id = msg.get("messageId")
-        if message_id is None:
-            message_id = uuid4()
-
-        require("timestamp", timestamp, datetime)
-        require("context", msg["context"], dict)
+            timestamp = datetime.now(tz=timezone.utc)
 
         # add common
         timestamp = guess_timezone(timestamp)
         msg["timestamp"] = timestamp.isoformat()
-        msg["messageId"] = stringify_id(message_id)
+
+        if "uuid" in msg:
+            uuid = msg.pop("uuid")
+            if uuid:
+                msg["uuid"] = stringify_id(uuid)
+
+        if "uuid" not in msg:
+            # Always send a uuid, so we can always return one
+            msg["uuid"] = stringify_id(uuid4())
+
+        sent_uuid = msg["uuid"]
+
         if not msg.get("properties"):
             msg["properties"] = {}
         msg["properties"]["$lib"] = "posthog-python"
         msg["properties"]["$lib_version"] = VERSION
 
+        if disable_geoip is None:
+            disable_geoip = self.disable_geoip
+
+        if disable_geoip:
+            msg["properties"]["$geoip_disable"] = True
+
+        if self.super_properties:
+            msg["properties"] = {**msg["properties"], **self.super_properties}
+
+        # Set after the super_properties merge so this SDK's server classification
+        # can't be silently overridden by a user-provided super property.
+        if self.is_server:
+            msg["properties"]["$is_server"] = True
+
         msg["distinct_id"] = stringify_id(msg.get("distinct_id", None))
 
         msg = clean(msg)
+
+        if self.before_send:
+            try:
+                modified_msg = self.before_send(msg)
+                if modified_msg is None:
+                    self.log.debug("Event dropped by before_send callback")
+                    return None
+                msg = modified_msg
+            except Exception as e:
+                self.log.exception(f"Error in before_send callback: {e}")
+                # Continue with the original message if callback fails
+
         self.log.debug("queueing: %s", msg)
 
         # if send is False, return msg as if it was successfully queued
         if not self.send:
-            return True, msg
+            return sent_uuid
 
         if self.sync_mode:
             self.log.debug("enqueued with blocking %s.", msg["event"])
-            batch_post(self.api_key, self.host, gzip=self.gzip, timeout=self.timeout, batch=[msg])
+            path = (
+                AI_EVENTS_ENDPOINT
+                if self._dedicated_ai_endpoint and is_ai_event(msg.get("event"))
+                else EVENTS_ENDPOINT
+            )
+            batch_post(
+                self.api_key,
+                self.host,
+                gzip=self.gzip,
+                timeout=self.timeout,
+                batch=[msg],
+                historical_migration=self.historical_migration,
+                path=path,
+            )
 
-            return True, msg
+            return sent_uuid
 
         try:
             self.queue.put(msg, block=False)
             self.log.debug("enqueued %s.", msg["event"])
-            return True, msg
-        except queue.Full:
+            return sent_uuid
+        except Full:
             self.log.warning("analytics-python queue is full")
-            return False, msg
+            return None
 
     def flush(self):
-        """Forces a flush from the internal queue to the server"""
-        queue = self.queue
-        size = queue.qsize()
+        """
+        Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.
+
+        Examples:
+            ```python
+            posthog.capture('event_name')
+            posthog.flush()  # Ensures the event is sent immediately
+            ```
+        """
+        queue = self.queue
+        size = queue.qsize()
         queue.join()
         # Note that this message may not be precise, because of threading.
         self.log.debug("successfully flushed about %s items.", size)
 
     def join(self):
-        """Ends the consumer thread once the queue is empty.
-        Blocks execution until finished
         """
-        for consumer in self.consumers:
-            consumer.pause()
-            try:
-                consumer.join()
-            except RuntimeError:
-                # consumer thread has not started
-                pass
+        End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.
+
+        Examples:
+            ```python
+            posthog.join()
+            ```
+        """
+        if self.consumers:
+            for consumer in self.consumers:
+                consumer.pause()
+                try:
+                    consumer.join()
+                except RuntimeError:
+                    # consumer thread has not started
+                    pass
+
+        if self.poller:
+            self.poller.stop()
+
+        # Shutdown the cache provider (release locks, cleanup)
+        self._shutdown_flag_definition_cache_provider()
 
     def shutdown(self):
-        """Flush all messages and cleanly shutdown the client"""
+        """
+        Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.
+
+        Examples:
+            ```python
+            posthog.shutdown()
+            ```
+        """
         self.flush()
         self.join()
 
+        if self.exception_capture:
+            self.exception_capture.close()
+
+    def _resolve_flag_definition_cache_provider_result(self, result):
+        if not inspect.isawaitable(result):
+            return result
+
+        with self._flag_definition_cache_provider_async_runner_lock:
+            if self._flag_definition_cache_provider_async_runner is None:
+                self._flag_definition_cache_provider_async_runner = (
+                    _BackgroundEventLoopRunner()
+                )
+            return self._flag_definition_cache_provider_async_runner.run(result)
+
+    def _shutdown_flag_definition_cache_provider(self):
+        if not self._flag_definition_cache_provider:
+            return
+
+        try:
+            self._resolve_flag_definition_cache_provider_result(
+                self._flag_definition_cache_provider.shutdown()
+            )
+        except Exception as e:
+            self.log.error(f"[FEATURE FLAGS] Cache provider shutdown error: {e}")
+        finally:
+            with self._flag_definition_cache_provider_async_runner_lock:
+                if self._flag_definition_cache_provider_async_runner:
+                    self._flag_definition_cache_provider_async_runner.close()
+                    self._flag_definition_cache_provider_async_runner = None
+
+    def _update_flag_state(
+        self, data: FlagDefinitionCacheData, old_flags_by_key: Optional[dict] = None
+    ) -> None:
+        """Update internal flag state from cache data and invalidate evaluation cache if changed."""
+        self.feature_flags = data["flags"]
+        self.group_type_mapping = data["group_type_mapping"]
+        self.cohorts = data["cohorts"]
+
+        # Invalidate evaluation cache if flag definitions changed
+        if (
+            self.flag_cache
+            and old_flags_by_key is not None
+            and old_flags_by_key != (self.feature_flags_by_key or {})
+        ):
+            old_version = self.flag_definition_version
+            self.flag_definition_version += 1
+            self.flag_cache.invalidate_version(old_version)
+
     def _load_feature_flags(self):
+        should_fetch = True
+        if self._flag_definition_cache_provider:
+            try:
+                should_fetch = self._resolve_flag_definition_cache_provider_result(
+                    self._flag_definition_cache_provider.should_fetch_flag_definitions()
+                )
+            except Exception as e:
+                self.log.error(
+                    f"[FEATURE FLAGS] Cache provider should_fetch error: {e}"
+                )
+                # Fail-safe: fetch from API if cache provider errors
+                should_fetch = True
+
+        # If not fetching, try to get from cache
+        if not should_fetch and self._flag_definition_cache_provider:
+            try:
+                cached_data = self._resolve_flag_definition_cache_provider_result(
+                    self._flag_definition_cache_provider.get_flag_definitions()
+                )
+                if cached_data:
+                    self.log.debug(
+                        "[FEATURE FLAGS] Using cached flag definitions from external cache"
+                    )
+                    self._update_flag_state(
+                        cached_data, old_flags_by_key=self.feature_flags_by_key or {}
+                    )
+                    self._last_feature_flag_poll = datetime.now(tz=timezone.utc)
+                    return
+                else:
+                    # Emergency fallback: if cache is empty and we have no flags, fetch anyway.
+                    # There's really no other way of recovering in this case.
+                    if not self.feature_flags:
+                        self.log.debug(
+                            "[FEATURE FLAGS] Cache empty and no flags loaded, falling back to API fetch"
+                        )
+                        should_fetch = True
+            except Exception as e:
+                self.log.error(f"[FEATURE FLAGS] Cache provider get error: {e}")
+                # Fail-safe: fetch from API if cache provider errors
+                should_fetch = True
+
+        if should_fetch:
+            self._fetch_feature_flags_from_api()
+
+    def _fetch_feature_flags_from_api(self):
+        """Fetch feature flags from the PostHog API."""
+        personal_api_key = self.personal_api_key
+        if personal_api_key is None:
+            self.log.warning(
+                "[FEATURE FLAGS] You have to specify a personal_api_key to use feature flags."
+            )
+            return
+
         try:
-            self.feature_flags = get(self.personal_api_key, "/api/feature_flag/", self.host)["results"]
+            # Store old flags to detect changes
+            old_flags_by_key: dict[str, dict] = self.feature_flags_by_key or {}
+
+            response = get(
+                personal_api_key,
+                f"/flags/definitions?token={self.api_key}&send_cohorts",
+                self.host,
+                timeout=10,
+                etag=self._flags_etag,
+            )
+
+            # Update stored ETag (clear if server stops sending one)
+            self._flags_etag = response.etag
+
+            # If 304 Not Modified, flags haven't changed - skip processing
+            if response.not_modified:
+                self.log.debug(
+                    "[FEATURE FLAGS] Flags not modified (304), using cached data"
+                )
+                self._last_feature_flag_poll = datetime.now(tz=timezone.utc)
+                return
+
+            if response.data is None:
+                self.log.error(
+                    "[FEATURE FLAGS] Unexpected empty response data in non-304 response"
+                )
+                return
+
+            self._update_flag_state(response.data, old_flags_by_key=old_flags_by_key)
+
+            # Store in external cache if provider is configured
+            if self._flag_definition_cache_provider:
+                try:
+                    self._resolve_flag_definition_cache_provider_result(
+                        self._flag_definition_cache_provider.on_flag_definitions_received(
+                            {
+                                "flags": self.feature_flags or [],
+                                "group_type_mapping": self.group_type_mapping or {},
+                                "cohorts": self.cohorts or {},
+                            }
+                        )
+                    )
+                except Exception as e:
+                    self.log.error(f"[FEATURE FLAGS] Cache provider store error: {e}")
+                    # Flags are already in memory, so continue normally
+
         except APIError as e:
             if e.status == 401:
-                raise APIError(
-                    status=401,
-                    message="You are using a write-only key with feature flags. "
-                    "To use feature flags, please set a personal_api_key "
-                    "More information: https://posthog.com/docs/api/overview",
+                detail = (
+                    f"Error loading feature flags: {e.message}. "
+                    "Please verify both your project_api_key and personal_api_key. "
+                    "More information: https://posthog.com/docs/api/overview"
+                )
+                self.log.error("[FEATURE FLAGS] %s", detail)
+                self.feature_flags = []
+                self.group_type_mapping = {}
+                self.cohorts = {}
+
+                if self.flag_cache:
+                    self.flag_cache.clear()
+
+                if self.debug:
+                    raise APIError(status=401, message=detail)
+            elif e.status == 402:
+                self.log.warning(
+                    "[FEATURE FLAGS] PostHog feature flags quota limited, resetting feature flag data.  Learn more about billing limits at https://posthog.com/docs/billing/limits-alerts"
                 )
+                # Reset all feature flag data when quota limited
+                self.feature_flags = []
+                self.group_type_mapping = {}
+                self.cohorts = {}
+
+                # Clear flag cache when quota limited
+                if self.flag_cache:
+                    self.flag_cache.clear()
+
+                if self.debug:
+                    raise APIError(
+                        status=402,
+                        message="PostHog feature flags quota limited",
+                    )
             else:
-                raise APIError(status=e.status, message=e.message)
+                self.log.error(f"[FEATURE FLAGS] Error loading feature flags: {e}")
         except Exception as e:
             self.log.warning(
                 "[FEATURE FLAGS] Fetching feature flags failed with following error. We will retry in %s seconds."
@@ -266,77 +1640,1275 @@ def _load_feature_flags(self):
             )
             self.log.warning(e)
 
-        self._last_feature_flag_poll = datetime.utcnow().replace(tzinfo=tzutc())
+        self._last_feature_flag_poll = datetime.now(tz=timezone.utc)
 
     def load_feature_flags(self):
+        """
+        Load feature flags for local evaluation.
+
+        Examples:
+            ```python
+            posthog.load_feature_flags()
+            ```
+
+        Category:
+            Feature flags
+        """
+        if self.disabled:
+            self.feature_flags = []
+            return
+
         if not self.personal_api_key:
-            self.log.warning("[FEATURE FLAGS] You have to specify a personal_api_key to use feature flags.")
+            self.log.warning(
+                "[FEATURE FLAGS] You have to specify a personal_api_key to use feature flags."
+            )
             self.feature_flags = []
             return
 
         self._load_feature_flags()
-        poller = Poller(interval=timedelta(seconds=self.poll_interval), execute=self._load_feature_flags)
-        poller.start()
 
-    def feature_enabled(self, key, distinct_id, default=False):
-        require("key", key, string_types)
-        require("distinct_id", distinct_id, ID_TYPES)
+        # Only start the poller if local evaluation is enabled
+        if self.enable_local_evaluation and not (
+            self.poller and self.poller.is_alive()
+        ):
+            self.poller = Poller(
+                interval=timedelta(seconds=self.poll_interval),
+                execute=self._load_feature_flags,
+            )
+            self.poller.start()
 
-        if not self.personal_api_key:
-            self.log.warning("[FEATURE FLAGS] You have to specify a personal_api_key to use feature flags.")
-        if not self.feature_flags:
+    def _compute_flag_locally(
+        self,
+        feature_flag,
+        distinct_id,
+        *,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        warn_on_unknown_groups=True,
+        device_id=None,
+    ) -> FlagValue:
+        groups = groups or {}
+        person_properties = person_properties or {}
+        group_properties = group_properties or {}
+
+        # Create evaluation cache for flag dependencies
+        evaluation_cache: dict[str, Optional[FlagValue]] = {}
+
+        if feature_flag.get("ensure_experience_continuity", False):
+            raise InconclusiveMatchError("Flag has experience continuity enabled")
+
+        if not feature_flag.get("active"):
+            return False
+
+        flag_filters = feature_flag.get("filters") or {}
+        aggregation_group_type_index = flag_filters.get("aggregation_group_type_index")
+        group_type_mapping = self.group_type_mapping or {}
+
+        if aggregation_group_type_index is not None:
+            group_name = group_type_mapping.get(str(aggregation_group_type_index))
+
+            if not group_name:
+                self.log.warning(
+                    f"[FEATURE FLAGS] Unknown group type index {aggregation_group_type_index} for feature flag {feature_flag['key']}"
+                )
+                # failover to `/flags`
+                raise InconclusiveMatchError("Flag has unknown group type index")
+
+            if group_name not in groups:
+                # Group flags are never enabled in `groups` aren't passed in
+                # don't failover to `/flags`, since response will be the same
+                if warn_on_unknown_groups:
+                    self.log.warning(
+                        f"[FEATURE FLAGS] Can't compute group feature flag: {feature_flag['key']} without group names passed in"
+                    )
+                else:
+                    self.log.debug(
+                        f"[FEATURE FLAGS] Can't compute group feature flag: {feature_flag['key']} without group names passed in"
+                    )
+                return False
+
+            if group_name not in group_properties:
+                raise InconclusiveMatchError(
+                    f"Flag has no group properties for group '{group_name}'"
+                )
+            focused_group_properties = group_properties[group_name]
+            group_key = groups[group_name]
+            return match_feature_flag_properties(
+                feature_flag,
+                group_key,
+                focused_group_properties,
+                cohort_properties=self.cohorts,
+                flags_by_key=self.feature_flags_by_key,
+                evaluation_cache=evaluation_cache,
+                device_id=device_id,
+                bucketing_value=group_key,
+                group_type_mapping=group_type_mapping,
+                groups=groups,
+                group_properties=group_properties,
+            )
+        else:
+            bucketing_value = resolve_bucketing_value(
+                feature_flag, distinct_id, device_id
+            )
+            return match_feature_flag_properties(
+                feature_flag,
+                distinct_id,
+                person_properties,
+                cohort_properties=self.cohorts,
+                flags_by_key=self.feature_flags_by_key,
+                evaluation_cache=evaluation_cache,
+                device_id=device_id,
+                bucketing_value=bucketing_value,
+                group_type_mapping=group_type_mapping,
+                groups=groups,
+                group_properties=group_properties,
+            )
+
+    def feature_enabled(
+        self,
+        key,
+        distinct_id,
+        *,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        only_evaluate_locally=False,
+        send_feature_flag_events=True,
+        disable_geoip=None,
+        device_id: Optional[str] = None,
+    ):
+        """
+        Check if a feature flag is enabled for a user.
+
+        Args:
+            key: The feature flag key.
+            distinct_id: The distinct ID of the user.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            only_evaluate_locally: Whether to only evaluate locally.
+            send_feature_flag_events: Whether to send feature flag events.
+            disable_geoip: Whether to disable GeoIP for this request.
+            device_id: The device ID for this request.
+
+        Examples:
+            ```python
+            is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')
+            if is_my_flag_enabled:
+                # Do something differently for this user
+                # Optional: fetch the payload
+                matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')
+            ```
+
+        Category:
+            Feature flags
+        """
+        warnings.warn(
+            "`feature_enabled` is deprecated and will be removed in a future major version. "
+            "Use `posthog.evaluate_flags(distinct_id, ...)` and call `flags.is_enabled(key)` "
+            "instead — this consolidates flag evaluation into a single `/flags` request per "
+            "incoming request.",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+        # Bypass the public `get_feature_flag` so the user only sees a single deprecation
+        # warning per call, not three (feature_enabled → get_feature_flag → get_feature_flag_result).
+        flag_result = self._get_feature_flag_result(
+            key,
+            distinct_id,
+            groups=groups,
+            person_properties=person_properties,
+            group_properties=group_properties,
+            only_evaluate_locally=only_evaluate_locally,
+            send_feature_flag_events=send_feature_flag_events,
+            disable_geoip=disable_geoip,
+            device_id=device_id,
+        )
+        response = flag_result.get_value() if flag_result else None
+
+        if response is None:
+            return None
+        return bool(response)
+
+    def _get_stale_flag_fallback(
+        self, distinct_id: ID_TYPES, key: str
+    ) -> Optional[FeatureFlagResult]:
+        """Returns a stale cached flag value if available, otherwise None."""
+        if self.flag_cache:
+            stale_result = self.flag_cache.get_stale_cached_flag(distinct_id, key)
+            if stale_result:
+                self.log.info(
+                    f"[FEATURE FLAGS] Using stale cached value for flag {key}"
+                )
+                return stale_result
+        return None
+
+    def _get_feature_flag_result(
+        self,
+        key: str,
+        distinct_id: ID_TYPES,
+        *,
+        override_match_value: Optional[FlagValue] = None,
+        groups: Optional[Dict[str, str]] = None,
+        person_properties=None,
+        group_properties=None,
+        only_evaluate_locally=False,
+        send_feature_flag_events=True,
+        disable_geoip=None,
+        device_id: Optional[str] = None,
+    ) -> Optional[FeatureFlagResult]:
+        if self.disabled:
+            return None
+
+        person_properties, group_properties = (
+            self._add_local_person_and_group_properties(
+                distinct_id,
+                groups or {},
+                person_properties or {},
+                group_properties or {},
+            )
+        )
+        # Ensure non-None values for type checking
+        groups = groups or {}
+        person_properties = person_properties or {}
+        group_properties = group_properties or {}
+
+        flag_result = None
+        flag_details = None
+        request_id = None
+        evaluated_at = None
+        feature_flag_error: Optional[str] = None
+
+        # Resolve device_id from context if not provided
+        if device_id is None:
+            device_id = get_context_device_id()
+
+        flag_value = self._locally_evaluate_flag(
+            key, distinct_id, groups, person_properties, group_properties, device_id
+        )
+        flag_was_locally_evaluated = flag_value is not None
+
+        if flag_was_locally_evaluated:
+            lookup_match_value = override_match_value or flag_value
+            payload = (
+                self._compute_payload_locally(key, lookup_match_value)
+                if lookup_match_value is not None
+                else None
+            )
+            flag_result = FeatureFlagResult.from_value_and_payload(
+                key, lookup_match_value, payload
+            )
+
+            # Cache successful local evaluation
+            if self.flag_cache and flag_result:
+                self.flag_cache.set_cached_flag(
+                    distinct_id, key, flag_result, self.flag_definition_version
+                )
+        elif only_evaluate_locally:
+            if self.feature_flags is None:
+                self.log.warning(
+                    "[FEATURE FLAGS] Local evaluation called but feature flag definitions are not loaded yet. "
+                    "Returning None. You can call load_feature_flags() to load flags explicitly."
+                )
+        else:
+            try:
+                flag_details, request_id, evaluated_at, errors_while_computing = (
+                    self._get_feature_flag_details_from_server(
+                        key,
+                        distinct_id,
+                        groups,
+                        person_properties,
+                        group_properties,
+                        disable_geoip,
+                        device_id=device_id,
+                    )
+                )
+                errors = []
+                if errors_while_computing:
+                    errors.append(FeatureFlagError.ERRORS_WHILE_COMPUTING)
+                if flag_details is None:
+                    errors.append(FeatureFlagError.FLAG_MISSING)
+                if errors:
+                    feature_flag_error = ",".join(errors)
+
+                flag_result = FeatureFlagResult.from_flag_details(
+                    flag_details, override_match_value
+                )
+
+                # Cache successful remote evaluation
+                if self.flag_cache and flag_result:
+                    self.flag_cache.set_cached_flag(
+                        distinct_id, key, flag_result, self.flag_definition_version
+                    )
+
+                self.log.debug(
+                    f"Successfully computed flag remotely: #{key} -> #{flag_result}"
+                )
+            except QuotaLimitError as e:
+                self.log.warning(f"[FEATURE FLAGS] Quota limit exceeded: {e}")
+                feature_flag_error = FeatureFlagError.QUOTA_LIMITED
+                flag_result = self._get_stale_flag_fallback(distinct_id, key)
+            except RequestsTimeout as e:
+                self.log.warning(f"[FEATURE FLAGS] Request timed out: {e}")
+                feature_flag_error = FeatureFlagError.TIMEOUT
+                flag_result = self._get_stale_flag_fallback(distinct_id, key)
+            except RequestsConnectionError as e:
+                self.log.warning(f"[FEATURE FLAGS] Connection error: {e}")
+                feature_flag_error = FeatureFlagError.CONNECTION_ERROR
+                flag_result = self._get_stale_flag_fallback(distinct_id, key)
+            except APIError as e:
+                self.log.warning(f"[FEATURE FLAGS] API error: {e}")
+                feature_flag_error = FeatureFlagError.api_error(e.status)
+                flag_result = self._get_stale_flag_fallback(distinct_id, key)
+            except Exception as e:
+                self.log.exception(f"[FEATURE FLAGS] Unable to get flag remotely: {e}")
+                feature_flag_error = FeatureFlagError.UNKNOWN_ERROR
+                flag_result = self._get_stale_flag_fallback(distinct_id, key)
+
+        if send_feature_flag_events:
+            self._capture_feature_flag_called(
+                distinct_id,
+                key,
+                flag_result.get_value() if flag_result else None,
+                flag_result.payload if flag_result else None,
+                flag_was_locally_evaluated,
+                groups,
+                disable_geoip,
+                request_id,
+                evaluated_at,
+                flag_details,
+                feature_flag_error,
+            )
+
+        return flag_result
+
+    def get_feature_flag_result(
+        self,
+        key,
+        distinct_id,
+        *,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        only_evaluate_locally=False,
+        send_feature_flag_events=True,
+        disable_geoip=None,
+        device_id: Optional[str] = None,
+    ) -> Optional[FeatureFlagResult]:
+        """
+        Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely
+        depending on whether local evaluation is enabled and the flag can be locally evaluated.
+        This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.
+
+        Examples:
+            ```python
+            flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')
+            if flag_result and flag_result.get_value() == 'variant-key':
+                # Do something differently for this user
+                # Optional: fetch the payload
+                matched_flag_payload = flag_result.payload
+            ```
+
+        Args:
+            key: The feature flag key.
+            distinct_id: The distinct ID of the user.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            only_evaluate_locally: Whether to only evaluate locally.
+            send_feature_flag_events: Whether to send feature flag events.
+            disable_geoip: Whether to disable GeoIP for this request.
+            device_id: The device ID for this request.
+
+        Returns:
+            Optional[FeatureFlagResult]: The feature flag result or None if disabled/not found.
+        """
+        return self._get_feature_flag_result(
+            key,
+            distinct_id,
+            groups=groups,
+            person_properties=person_properties,
+            group_properties=group_properties,
+            only_evaluate_locally=only_evaluate_locally,
+            send_feature_flag_events=send_feature_flag_events,
+            disable_geoip=disable_geoip,
+            device_id=device_id,
+        )
+
+    def get_feature_flag(
+        self,
+        key,
+        distinct_id,
+        *,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        only_evaluate_locally=False,
+        send_feature_flag_events=True,
+        disable_geoip=None,
+        device_id: Optional[str] = None,
+    ) -> Optional[FlagValue]:
+        """
+        Get multivariate feature flag value for a user.
+
+        Args:
+            key: The feature flag key.
+            distinct_id: The distinct ID of the user.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            only_evaluate_locally: Whether to only evaluate locally.
+            send_feature_flag_events: Whether to send feature flag events.
+            disable_geoip: Whether to disable GeoIP for this request.
+            device_id: The device ID for this request.
+
+        Examples:
+            ```python
+            enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')
+            if enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant
+                # Do something differently for this user
+                # Optional: fetch the payload
+                matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')
+            ```
+
+        Category:
+            Feature flags
+        """
+        warnings.warn(
+            "`get_feature_flag` is deprecated and will be removed in a future major version. "
+            "Use `posthog.evaluate_flags(distinct_id, ...)` and call `flags.get_flag(key)` "
+            "instead — this consolidates flag evaluation into a single `/flags` request per "
+            "incoming request.",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+        # Bypass the public `get_feature_flag_result` so the user only sees one deprecation
+        # warning per call.
+        feature_flag_result = self._get_feature_flag_result(
+            key,
+            distinct_id,
+            groups=groups,
+            person_properties=person_properties,
+            group_properties=group_properties,
+            only_evaluate_locally=only_evaluate_locally,
+            send_feature_flag_events=send_feature_flag_events,
+            disable_geoip=disable_geoip,
+            device_id=device_id,
+        )
+        return feature_flag_result.get_value() if feature_flag_result else None
+
+    def _locally_evaluate_flag(
+        self,
+        key: str,
+        distinct_id: ID_TYPES,
+        groups: dict[str, str],
+        person_properties: dict[str, str],
+        group_properties: dict[str, str],
+        device_id: Optional[str] = None,
+    ) -> Optional[FlagValue]:
+        if self.feature_flags is None and self.personal_api_key:
             self.load_feature_flags()
+        response = None
 
+        if self.feature_flags:
+            assert self.feature_flags_by_key is not None, (
+                "feature_flags_by_key should be initialized when feature_flags is set"
+            )
+            # Local evaluation
+            flag = self.feature_flags_by_key.get(key)
+            if flag:
+                try:
+                    response = self._compute_flag_locally(
+                        flag,
+                        distinct_id,
+                        groups=groups,
+                        person_properties=person_properties,
+                        group_properties=group_properties,
+                        device_id=device_id,
+                    )
+                    self.log.debug(
+                        f"Successfully computed flag locally: {key} -> {response}"
+                    )
+                except (RequiresServerEvaluation, InconclusiveMatchError) as e:
+                    self.log.debug(f"Failed to compute flag {key} locally: {e}")
+                except Exception as e:
+                    self.log.exception(
+                        f"[FEATURE FLAGS] Error while computing variant locally: {e}"
+                    )
+        return response
+
+    def get_feature_flag_payload(
+        self,
+        key,
+        distinct_id,
+        *,
+        match_value: Optional[FlagValue] = None,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        only_evaluate_locally=False,
+        send_feature_flag_events=False,
+        disable_geoip=None,
+        device_id: Optional[str] = None,
+    ):
+        """
+        Get the payload for a feature flag.
+
+        Args:
+            key: The feature flag key.
+            distinct_id: The distinct ID of the user.
+            match_value: The specific flag value to get payload for.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            only_evaluate_locally: Whether to only evaluate locally.
+            send_feature_flag_events: Deprecated. Use get_feature_flag() instead if you need events.
+            disable_geoip: Whether to disable GeoIP for this request.
+            device_id: The device ID for this request.
+
+        Examples:
+            ```python
+            is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')
+
+            if is_my_flag_enabled:
+                # Do something differently for this user
+                # Optional: fetch the payload
+                matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')
+            ```
+
+        Category:
+            Feature flags
+        """
+        warnings.warn(
+            "`get_feature_flag_payload` is deprecated and will be removed in a future major "
+            "version. Use `posthog.evaluate_flags(distinct_id, ...)` and call "
+            "`flags.get_flag_payload(key)` instead — this consolidates flag evaluation into "
+            "a single `/flags` request per incoming request.",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+        if send_feature_flag_events:
+            warnings.warn(
+                "send_feature_flag_events is deprecated in get_feature_flag_payload() and will be removed "
+                "in a future version. Use get_feature_flag() if you want to send $feature_flag_called events.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        feature_flag_result = self._get_feature_flag_result(
+            key,
+            distinct_id,
+            override_match_value=match_value,
+            groups=groups,
+            person_properties=person_properties,
+            group_properties=group_properties,
+            only_evaluate_locally=only_evaluate_locally,
+            send_feature_flag_events=send_feature_flag_events,
+            disable_geoip=disable_geoip,
+            device_id=device_id,
+        )
+        return feature_flag_result.payload if feature_flag_result else None
+
+    def _get_feature_flag_details_from_server(
+        self,
+        key: str,
+        distinct_id: ID_TYPES,
+        groups: dict[str, str],
+        person_properties: dict[str, str],
+        group_properties: dict[str, str],
+        disable_geoip: Optional[bool],
+        device_id: Optional[str] = None,
+    ) -> tuple[Optional[FeatureFlag], Optional[str], Optional[int], bool]:
+        """
+        Calls /flags and returns the flag details, request id, evaluated at timestamp,
+        and whether there were errors while computing flags.
+        """
+        resp_data = self._get_flags_decision(
+            distinct_id,
+            groups,
+            person_properties,
+            group_properties,
+            disable_geoip,
+            flag_keys_to_evaluate=[key],
+            device_id=device_id,
+        )
+        request_id = resp_data.get("requestId")
+        evaluated_at = resp_data.get("evaluatedAt")
+        errors_while_computing = resp_data.get("errorsWhileComputingFlags", False)
+        flags = resp_data.get("flags")
+        flag_details = flags.get(key) if flags else None
+        return flag_details, request_id, evaluated_at, errors_while_computing
+
+    def _capture_feature_flag_called(
+        self,
+        distinct_id: ID_TYPES,
+        key: str,
+        response: Optional[FlagValue],
+        payload: Optional[str],
+        flag_was_locally_evaluated: bool,
+        groups: Dict[str, str],
+        disable_geoip: Optional[bool],
+        request_id: Optional[str],
+        evaluated_at: Optional[int],
+        flag_details: Optional[FeatureFlag],
+        feature_flag_error: Optional[str] = None,
+    ):
+        properties: dict[str, Any] = {
+            "$feature_flag": key,
+            "$feature_flag_response": response,
+            "locally_evaluated": flag_was_locally_evaluated,
+            f"$feature/{key}": response,
+        }
+
+        if payload is not None:
+            # if payload is not a string, json serialize it to a string
+            properties["$feature_flag_payload"] = payload
+
+        if request_id:
+            properties["$feature_flag_request_id"] = request_id
+        if evaluated_at:
+            properties["$feature_flag_evaluated_at"] = evaluated_at
+        if isinstance(flag_details, FeatureFlag):
+            if flag_details.reason and flag_details.reason.description:
+                properties["$feature_flag_reason"] = flag_details.reason.description
+            if isinstance(flag_details.metadata, FlagMetadata):
+                if flag_details.metadata.version:
+                    properties["$feature_flag_version"] = flag_details.metadata.version
+                if flag_details.metadata.id:
+                    properties["$feature_flag_id"] = flag_details.metadata.id
+        if feature_flag_error:
+            properties["$feature_flag_error"] = feature_flag_error
+
+        self._capture_feature_flag_called_if_needed(
+            distinct_id=distinct_id,
+            key=key,
+            response=response,
+            properties=properties,
+            groups=groups,
+            disable_geoip=disable_geoip,
+        )
+
+    def _capture_feature_flag_called_if_needed(
+        self,
+        *,
+        distinct_id: ID_TYPES,
+        key: str,
+        response: Optional[FlagValue],
+        properties: dict[str, Any],
+        groups: Optional[Dict[str, str]] = None,
+        disable_geoip: Optional[bool] = None,
+    ) -> None:
+        """Fire a ``$feature_flag_called`` event if the (distinct_id, flag, response,
+        groups) tuple hasn't already been reported on this client. Group context is
+        included so that group-scoped flags fire a separate event for each group a
+        user is evaluated under. Shared by the single-flag evaluation path and
+        ``FeatureFlagEvaluations.is_enabled() / get_flag()`` so both paths dedupe
+        identically.
+        """
+        groups_key = (
+            tuple(sorted((str(k), str(v)) for k, v in groups.items())) if groups else ()
+        )
+        feature_flag_reported_key = (key, response, groups_key)
+
+        reported_flags = self.distinct_ids_feature_flags_reported.get(distinct_id)
+        if reported_flags is None:
+            reported_flags = set()
+            self.distinct_ids_feature_flags_reported[distinct_id] = reported_flags
+
+        if feature_flag_reported_key in reported_flags:
+            return
+
+        self.capture(
+            "$feature_flag_called",
+            distinct_id=distinct_id,
+            properties=properties,
+            groups=groups or {},
+            disable_geoip=disable_geoip,
+        )
+        reported_flags.add(feature_flag_reported_key)
+
+    def get_remote_config_payload(self, key: str):
+        """
+        Get the payload for a remote config feature flag.
+
+        Args:
+            key: The remote config feature flag key.
+
+        Returns:
+            The payload associated with the feature flag, or ``None`` if the
+            client is disabled, no personal API key is configured, or the request
+            fails. Encrypted payloads are decrypted by PostHog before being
+            returned.
+
+        Note:
+            Requires ``personal_api_key`` for authentication.
+
+        Category:
+            Feature flags
+        """
+        if self.disabled:
+            return None
+
+        if self.personal_api_key is None:
+            self.log.warning(
+                "[FEATURE FLAGS] You have to specify a personal_api_key to fetch decrypted feature flag payloads."
+            )
+            return None
+
+        try:
+            return remote_config(
+                self.personal_api_key,
+                self.api_key,
+                self.host,
+                key,
+                timeout=self.feature_flags_request_timeout_seconds,
+            )
+        except Exception as e:
+            self.log.exception(
+                f"[FEATURE FLAGS] Unable to get decrypted feature flag payload: {e}"
+            )
+
+    def _compute_payload_locally(
+        self, key: str, match_value: FlagValue
+    ) -> Optional[str]:
+        payload = None
+
+        if self.feature_flags_by_key is None:
+            return payload
+
+        flag_definition = self.feature_flags_by_key.get(key)
+        if flag_definition:
+            flag_filters = flag_definition.get("filters") or {}
+            flag_payloads = flag_filters.get("payloads") or {}
+            # For boolean flags, convert True to "true"
+            # For multivariate flags, use the variant string as-is
+            lookup_value = (
+                "true"
+                if isinstance(match_value, bool) and match_value
+                else str(match_value)
+            )
+            payload = flag_payloads.get(lookup_value, None)
+        return payload
+
+    def get_all_flags(
+        self,
+        distinct_id,
+        *,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        only_evaluate_locally=False,
+        disable_geoip=None,
+        flag_keys_to_evaluate: Optional[list[str]] = None,
+        device_id: Optional[str] = None,
+    ) -> Optional[dict[str, Union[bool, str]]]:
+        """
+        Get all feature flags for a user.
+
+        Args:
+            distinct_id: The distinct ID of the user.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            only_evaluate_locally: Whether to only evaluate locally.
+            disable_geoip: Whether to disable GeoIP for this request.
+            flag_keys_to_evaluate: A list of specific flag keys to evaluate. If provided,
+                only these flags will be evaluated, improving performance.
+            device_id: The device ID for this request.
+
+        Examples:
+            ```python
+            posthog.get_all_flags('distinct_id_of_your_user')
+            ```
+
+        Category:
+            Feature flags
+        """
+        response = self.get_all_flags_and_payloads(
+            distinct_id,
+            groups=groups,
+            person_properties=person_properties,
+            group_properties=group_properties,
+            only_evaluate_locally=only_evaluate_locally,
+            disable_geoip=disable_geoip,
+            flag_keys_to_evaluate=flag_keys_to_evaluate,
+            device_id=device_id,
+        )
+
+        return response["featureFlags"]
+
+    def get_all_flags_and_payloads(
+        self,
+        distinct_id,
+        *,
+        groups=None,
+        person_properties=None,
+        group_properties=None,
+        only_evaluate_locally=False,
+        disable_geoip=None,
+        flag_keys_to_evaluate: Optional[list[str]] = None,
+        device_id: Optional[str] = None,
+    ) -> FlagsAndPayloads:
+        """
+        Get all feature flags and their payloads for a user.
+
+        Args:
+            distinct_id: The distinct ID of the user.
+            groups: A dictionary of group information.
+            person_properties: A dictionary of person properties.
+            group_properties: A dictionary of group properties.
+            only_evaluate_locally: Whether to only evaluate locally.
+            disable_geoip: Whether to disable GeoIP for this request.
+            flag_keys_to_evaluate: A list of specific flag keys to evaluate. If provided,
+                only these flags will be evaluated, improving performance.
+            device_id: The device ID for this request.
+
+        Examples:
+            ```python
+            posthog.get_all_flags_and_payloads('distinct_id_of_your_user')
+            ```
+
+        Category:
+            Feature flags
+        """
+        if self.disabled:
+            return {"featureFlags": None, "featureFlagPayloads": None}
+
+        person_properties, group_properties = (
+            self._add_local_person_and_group_properties(
+                distinct_id, groups, person_properties, group_properties
+            )
+        )
+
+        # Resolve device_id from context if not provided
+        if device_id is None:
+            device_id = get_context_device_id()
+
+        response, fallback_to_flags = self._get_all_flags_and_payloads_locally(
+            distinct_id,
+            groups=groups,
+            person_properties=person_properties,
+            group_properties=group_properties,
+            flag_keys_to_evaluate=flag_keys_to_evaluate,
+            device_id=device_id,
+        )
+
+        if fallback_to_flags and not only_evaluate_locally:
+            try:
+                decide_response = self._get_flags_decision(
+                    distinct_id,
+                    groups=groups,
+                    person_properties=person_properties,
+                    group_properties=group_properties,
+                    disable_geoip=disable_geoip,
+                    flag_keys_to_evaluate=flag_keys_to_evaluate,
+                    device_id=device_id,
+                )
+                return to_flags_and_payloads(decide_response)
+            except Exception as e:
+                self.log.exception(
+                    f"[FEATURE FLAGS] Unable to get feature flags and payloads: {e}"
+                )
+
+        return response
+
+    def evaluate_flags(
+        self,
+        distinct_id: Optional[ID_TYPES] = None,
+        *,
+        groups: Optional[Dict[str, str]] = None,
+        person_properties: Optional[Dict[str, Any]] = None,
+        group_properties: Optional[Dict[str, Dict[str, Any]]] = None,
+        only_evaluate_locally: bool = False,
+        disable_geoip: Optional[bool] = None,
+        flag_keys: Optional[List[str]] = None,
+        device_id: Optional[str] = None,
+    ) -> FeatureFlagEvaluations:
+        """Evaluate all feature flags for a user in a single call and return a
+        :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` /
+        ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the
+        ``flags`` option so events carry the exact flag values the code branched on.
+
+        Prefer this over repeated ``get_feature_flag()`` calls and over
+        ``capture(send_feature_flags=True)`` — it consolidates flag evaluation into
+        a single ``/flags`` request per incoming request.
+
+        Local evaluation is transparent: when the poller resolves a flag, the
+        snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True``
+        and reason ``"Evaluated locally"``.
+
+        Args:
+            distinct_id: The user's distinct ID. If ``None``, falls back to the
+                context distinct_id. If still unresolvable, returns an empty snapshot.
+            groups: Mapping of group type to group key.
+            person_properties: Person properties to use for evaluation.
+            group_properties: Group properties keyed by group type.
+            only_evaluate_locally: If True, never fall back to remote evaluation —
+                flags that can't be evaluated locally are simply omitted from the snapshot.
+            disable_geoip: Whether to disable GeoIP lookup.
+            flag_keys: Optional list of flag keys to scope the underlying ``/flags``
+                request to a subset.
+            device_id: Optional device ID override. If not provided, falls back to the
+                context device_id (which may be set via tracing headers). Used by
+                experience-continuity flags to match users across distinct_id changes.
+
+        Returns:
+            A :class:`FeatureFlagEvaluations` snapshot.
+
+        Examples:
+            ```python
+            flags = posthog.evaluate_flags(
+                "user_123",
+                person_properties={"plan": "enterprise"},
+            )
+            if flags.is_enabled("new-dashboard"):
+                render_new_dashboard()
+            posthog.capture("page_viewed", distinct_id="user_123", flags=flags)
+            ```
+
+        Category:
+            Feature flags
+        """
+        host = self._get_feature_flag_evaluations_host()
+
+        if distinct_id is None:
+            distinct_id = get_context_distinct_id()
+
+        # Resolve device_id from context when not explicitly provided. The context value
+        # may be set via tracing headers; the explicit parameter is an override for callers
+        # who want to bypass it. Used by the remote /flags request for experience-continuity
+        # flag matching.
+        if device_id is None:
+            device_id = get_context_device_id()
+
+        if not distinct_id or self.disabled:
+            # Empty snapshot. The class short-circuits on empty distinct_id so calling
+            # is_enabled()/get_flag() on it won't emit events.
+            return FeatureFlagEvaluations(host=host, distinct_id="", flags={})
+
+        person_properties, group_properties = (
+            self._add_local_person_and_group_properties(
+                distinct_id,
+                groups or {},
+                person_properties or {},
+                group_properties or {},
+            )
+        )
+        groups = groups or {}
+
+        records: Dict[str, _EvaluatedFlagRecord] = {}
+        request_id: Optional[str] = None
+        evaluated_at: Optional[int] = None
+        errors_while_computing = False
+        quota_limited = False
+        locally_evaluated_keys: set[str] = set()
+
+        # Try local evaluation first when the poller has loaded definitions.
+        local_result, fallback_to_server = self._get_all_flags_and_payloads_locally(
+            distinct_id,
+            groups=dict(groups),
+            person_properties=person_properties,
+            group_properties=group_properties,
+            flag_keys_to_evaluate=flag_keys,
+        )
+
+        feature_flags_by_key: Dict[str, Any] = self.feature_flags_by_key or {}
+        local_flags = local_result.get("featureFlags") or {}
+        local_payloads = local_result.get("featureFlagPayloads") or {}
+        for key, value in local_flags.items():
+            flag_def = feature_flags_by_key.get(key) or {}
+            records[key] = _EvaluatedFlagRecord(
+                key=key,
+                enabled=value is not False,
+                variant=value if isinstance(value, str) else None,
+                payload=local_payloads.get(key),
+                id=flag_def.get("id"),
+                # The local-evaluation flag definition does not carry a version field;
+                # only the remote ``/flags`` response does via ``metadata.version``.
+                version=None,
+                reason="Evaluated locally",
+                locally_evaluated=True,
+            )
+            locally_evaluated_keys.add(key)
+
+        # Fall back to remote evaluation for any flags the poller couldn't resolve locally.
+        # Use the flags decision path directly so the resulting records carry id/version/reason
+        # and fired ``$feature_flag_called`` events match what ``get_feature_flag()`` emits.
+        if fallback_to_server and not only_evaluate_locally:
+            try:
+                response = self._get_flags_decision(
+                    distinct_id,
+                    groups=groups,
+                    person_properties=person_properties,
+                    group_properties=group_properties,
+                    disable_geoip=disable_geoip,
+                    flag_keys_to_evaluate=flag_keys,
+                    device_id=device_id,
+                )
+                request_id = response.get("requestId")
+                raw_evaluated_at = response.get("evaluatedAt")
+                evaluated_at = (
+                    raw_evaluated_at if isinstance(raw_evaluated_at, int) else None
+                )
+                errors_while_computing = bool(
+                    response.get("errorsWhileComputingFlags", False)
+                )
+                for key, detail in response.get("flags", {}).items():
+                    if key in locally_evaluated_keys:
+                        continue
+                    payload: Optional[Any] = None
+                    raw_payload = (
+                        detail.metadata.payload
+                        if isinstance(detail.metadata, FlagMetadata)
+                        else getattr(detail.metadata, "payload", None)
+                    )
+                    if isinstance(raw_payload, str) and raw_payload:
+                        try:
+                            payload = json.loads(raw_payload)
+                        except (json.JSONDecodeError, TypeError):
+                            payload = raw_payload
+                    elif raw_payload is not None:
+                        payload = raw_payload
+                    records[key] = _EvaluatedFlagRecord(
+                        key=key,
+                        enabled=detail.enabled,
+                        variant=detail.variant,
+                        payload=payload,
+                        id=(
+                            detail.metadata.id
+                            if isinstance(detail.metadata, FlagMetadata)
+                            else None
+                        ),
+                        version=(
+                            detail.metadata.version
+                            if isinstance(detail.metadata, FlagMetadata)
+                            else None
+                        ),
+                        reason=(
+                            detail.reason.description
+                            if detail.reason and detail.reason.description
+                            else None
+                        ),
+                        locally_evaluated=False,
+                    )
+            except QuotaLimitError as e:
+                self.log.warning(f"[FEATURE FLAGS] Quota limit exceeded: {e}")
+                quota_limited = True
+            except Exception as e:
+                self.log.exception(
+                    f"[FEATURE FLAGS] Unable to evaluate flags remotely: {e}"
+                )
+
+        return FeatureFlagEvaluations(
+            host=host,
+            distinct_id=str(distinct_id),
+            flags=records,
+            groups=groups,
+            disable_geoip=disable_geoip,
+            request_id=request_id,
+            evaluated_at=evaluated_at,
+            errors_while_computing=errors_while_computing,
+            quota_limited=quota_limited,
+        )
+
+    _feature_flag_evaluations_host_cache: Optional[_FeatureFlagEvaluationsHost] = None
+
+    def _get_feature_flag_evaluations_host(self) -> _FeatureFlagEvaluationsHost:
+        if self._feature_flag_evaluations_host_cache is None:
+            self._feature_flag_evaluations_host_cache = _FeatureFlagEvaluationsHost(
+                capture_flag_called_event_if_needed=self._capture_feature_flag_called_if_needed,
+                log_warning=lambda message: self.log.warning(message),
+            )
+        return self._feature_flag_evaluations_host_cache
+
+    def _get_all_flags_and_payloads_locally(
+        self,
+        distinct_id: ID_TYPES,
+        *,
+        groups: Dict[str, Union[str, int]],
+        person_properties=None,
+        group_properties=None,
+        warn_on_unknown_groups=False,
+        flag_keys_to_evaluate: Optional[list[str]] = None,
+        device_id: Optional[str] = None,
+    ) -> tuple[FlagsAndPayloads, bool]:
+        person_properties = person_properties or {}
+        group_properties = group_properties or {}
+
+        if self.feature_flags is None and self.personal_api_key:
+            self.load_feature_flags()
+
+        flags: dict[str, FlagValue] = {}
+        payloads: dict[str, str] = {}
+        fallback_to_flags = False
         # If loading in previous line failed
-        if not self.feature_flags:
-            response = default
+        if self.feature_flags:
+            # Filter flags based on flag_keys_to_evaluate if provided
+            flags_to_process = self.feature_flags
+            if flag_keys_to_evaluate:
+                flag_keys_set = set(flag_keys_to_evaluate)
+                flags_to_process = [
+                    flag for flag in self.feature_flags if flag["key"] in flag_keys_set
+                ]
+
+            for flag in flags_to_process:
+                try:
+                    flags[flag["key"]] = self._compute_flag_locally(
+                        flag,
+                        distinct_id,
+                        groups=groups,
+                        person_properties=person_properties,
+                        group_properties=group_properties,
+                        warn_on_unknown_groups=warn_on_unknown_groups,
+                        device_id=device_id,
+                    )
+                    matched_payload = self._compute_payload_locally(
+                        flag["key"], flags[flag["key"]]
+                    )
+                    if matched_payload is not None:
+                        payloads[flag["key"]] = matched_payload
+                except InconclusiveMatchError:
+                    # No need to log this, since it's just telling us to fall back to `/flags`
+                    fallback_to_flags = True
+                except Exception as e:
+                    self.log.exception(
+                        f"[FEATURE FLAGS] Error while computing variant and payload: {e}"
+                    )
+                    fallback_to_flags = True
         else:
-            try:
-                feature_flag = [flag for flag in self.feature_flags if flag["key"] == key][0]
-            except IndexError:
-                return default
+            fallback_to_flags = True
 
-            if feature_flag.get("is_simple_flag") and feature_flag.get("rollout_percentage"):
-                response = _hash(key, distinct_id) <= (feature_flag["rollout_percentage"] / 100)
-            else:
+        return {
+            "featureFlags": flags,
+            "featureFlagPayloads": payloads,
+        }, fallback_to_flags
+
+    def _initialize_flag_cache(self, cache_url):
+        """Initialize feature flag cache for graceful degradation during service outages.
+
+        When enabled, the cache stores flag evaluation results and serves them as fallback
+        when the PostHog API is unavailable. This ensures your application continues to
+        receive flag values even during outages.
+
+        Args:
+            cache_url: Cache configuration URL. Examples:
+                - None: Disable caching
+                - "memory://local/?ttl=300&size=10000": Memory cache with TTL and size
+                - "redis://localhost:6379/0/?ttl=300": Redis cache with TTL
+                - "redis://username:password@host:port/?ttl=300": Redis with auth
+
+        Example usage:
+            # Memory cache
+            client = Client(
+                "your-api-key",
+                flag_fallback_cache_url="memory://local/?ttl=300&size=10000"
+            )
+
+            # Redis cache
+            client = Client(
+                "your-api-key",
+                flag_fallback_cache_url="redis://localhost:6379/0/?ttl=300"
+            )
+
+            # Normal evaluation - cache is populated
+            flag_value = client.get_feature_flag("my-flag", "user123")
+
+            # During API outage - returns cached value instead of None
+            flag_value = client.get_feature_flag("my-flag", "user123")  # Uses cache
+        """
+        if not cache_url:
+            return None
+
+        from urllib.parse import parse_qs, urlparse
+
+        try:
+            parsed = urlparse(cache_url)
+            scheme = parsed.scheme.lower()
+            query_params = parse_qs(parsed.query)
+            ttl = int(query_params.get("ttl", [300])[0])
+
+            if scheme == "memory":
+                size = int(query_params.get("size", [10000])[0])
+                return FlagCache(size, ttl)
+
+            elif scheme == "redis":
                 try:
-                    request_data = {
-                        "distinct_id": distinct_id,
-                        "personal_api_key": self.personal_api_key,
-                    }
-                    resp_data = decide(self.api_key, self.host, timeout=10, **request_data)
-                    response = key in resp_data["featureFlags"]
+                    # Not worth importing redis if we're not using it
+                    import redis
+
+                    redis_url = f"{parsed.scheme}://"
+                    if parsed.username or parsed.password:
+                        redis_url += f"{parsed.username or ''}:{parsed.password or ''}@"
+                    redis_url += (
+                        f"{parsed.hostname or 'localhost'}:{parsed.port or 6379}"
+                    )
+                    if parsed.path:
+                        redis_url += parsed.path
+
+                    client = redis.from_url(redis_url)
+
+                    # Test connection before using it
+                    client.ping()
+
+                    return RedisFlagCache(client, default_ttl=ttl)
+
+                except ImportError:
+                    self.log.warning(
+                        "[FEATURE FLAGS] Redis not available, flag caching disabled"
+                    )
+                    return None
                 except Exception as e:
-                    response = default
                     self.log.warning(
-                        "[FEATURE FLAGS] Unable to get data for flag %s, because of the following error:" % key
+                        f"[FEATURE FLAGS] Redis connection failed: {e}, flag caching disabled"
                     )
-                    self.log.warning(e)
+                    return None
+            else:
+                raise ValueError(
+                    f"Unknown cache URL scheme: {scheme}. Supported schemes: memory, redis"
+                )
 
-        self.capture(distinct_id, "$feature_flag_called", {"$feature_flag": key, "$feature_flag_response": response})
-        return response
+        except Exception as e:
+            self.log.warning(
+                f"[FEATURE FLAGS] Failed to parse cache URL '{cache_url}': {e}"
+            )
+            return None
 
+    def feature_flag_definitions(self):
+        """
+        Return feature flag definitions loaded for local evaluation.
 
-# This function takes a distinct_id and a feature flag key and returns a float between 0 and 1.
-# Given the same distinct_id and key, it'll always return the same float. These floats are
-# uniformly distributed between 0 and 1, so if we want to show this feature to 20% of traffic
-# we can do _hash(key, distinct_id) < 0.2
-def _hash(key, distinct_id):
-    hash_key = "%s.%s" % (key, distinct_id)
-    hash_val = int(hashlib.sha1(hash_key.encode("utf-8")).hexdigest()[:15], 16)
-    return hash_val / __LONG_SCALE__
+        Returns:
+            The currently loaded feature flag definitions, or ``None`` before
+            local evaluation has loaded definitions.
+
+        Category:
+            Feature flags
+        """
+        return self.feature_flags
+
+    def _add_local_person_and_group_properties(
+        self, distinct_id, groups, person_properties, group_properties
+    ):
+        all_person_properties = {
+            "distinct_id": distinct_id,
+            **(person_properties or {}),
+        }
 
+        all_group_properties = {}
+        if groups:
+            for group_name in groups:
+                all_group_properties[group_name] = {
+                    "$group_key": groups[group_name],
+                    **((group_properties or {}).get(group_name) or {}),
+                }
 
-def require(name, field, data_type):
-    """Require that the named `field` has the right `data_type`"""
-    if not isinstance(field, data_type):
-        msg = "{0} must have {1}, got: {2}".format(name, data_type, field)
-        raise AssertionError(msg)
+        return all_person_properties, all_group_properties
 
 
 def stringify_id(val):
     if val is None:
         return None
-    if isinstance(val, string_types):
+    if isinstance(val, str):
         return val
     return str(val)
diff --git a/posthog/consumer.py b/posthog/consumer.py
index 8813b1b6..6f0450f0 100644
--- a/posthog/consumer.py
+++ b/posthog/consumer.py
@@ -1,22 +1,31 @@
+from typing import Any
 import json
 import logging
+import time
 from threading import Thread
 
-import backoff
-import monotonic
+from posthog.request import (
+    AI_EVENTS_ENDPOINT,
+    EVENTS_ENDPOINT,
+    APIError,
+    DatetimeSerializer,
+    batch_post,
+    is_ai_event,
+)
 
-from posthog.request import APIError, DatetimeSerializer, batch_post
+from queue import Empty
 
-try:
-    from queue import Empty
-except ImportError:
-    from Queue import Empty
 
-MAX_MSG_SIZE = 32 << 10
+MAX_MSG_SIZE = 900 * 1024  # 900KiB per event
 
-# Our servers only accept batches less than 500KB. Here limit is set slightly
-# lower to leave space for extra data that will be added later, eg. "sentAt".
-BATCH_SIZE_LIMIT = 475000
+# `$ai_*` events carry LLM inputs/outputs and, when routed to the dedicated AI
+# endpoint, hit a pipeline that accepts larger messages than analytics ingestion,
+# so they get a higher per-event ceiling when that routing is enabled.
+AI_MAX_MSG_SIZE = 8 * 1024 * 1024  # 8MiB per `$ai_*` event
+
+# The maximum request body size is currently 20MiB, let's be conservative
+# in case we want to lower it in the future.
+BATCH_SIZE_LIMIT = 5 * 1024 * 1024
 
 
 class Consumer(Thread):
@@ -35,6 +44,8 @@ def __init__(
         gzip=False,
         retries=10,
         timeout=15,
+        historical_migration=False,
+        dedicated_ai_endpoint=False,
     ):
         """Create a consumer thread."""
         Thread.__init__(self)
@@ -47,6 +58,7 @@ def __init__(
         self.on_error = on_error
         self.queue = queue
         self.gzip = gzip
+        self.dedicated_ai_endpoint = dedicated_ai_endpoint
         # It's important to set running in the constructor: if we are asked to
         # pause immediately after construction, we might set running to True in
         # run() *after* we set it to False in pause... and keep running
@@ -54,6 +66,7 @@ def __init__(
         self.running = True
         self.retries = retries
         self.timeout = timeout
+        self.historical_migration = historical_migration
 
     def run(self):
         """Runs the consumer."""
@@ -81,30 +94,40 @@ def upload(self):
             self.log.error("error uploading: %s", e)
             success = False
             if self.on_error:
-                self.on_error(e, batch)
+                try:
+                    self.on_error(e, batch)
+                except Exception as e:
+                    self.log.error("on_error handler failed: %s", e)
         finally:
             # mark items as acknowledged from queue
             for item in batch:
                 self.queue.task_done()
-            return success
+
+        return success
 
     def next(self):
         """Return the next batch of items to upload."""
         queue = self.queue
-        items = []
+        items: list[Any] = []
 
-        start_time = monotonic.monotonic()
+        start_time = time.monotonic()
         total_size = 0
 
         while len(items) < self.flush_at:
-            elapsed = monotonic.monotonic() - start_time
+            elapsed = time.monotonic() - start_time
             if elapsed >= self.flush_interval:
                 break
             try:
                 item = queue.get(block=True, timeout=self.flush_interval - elapsed)
                 item_size = len(json.dumps(item, cls=DatetimeSerializer).encode())
-                if item_size > MAX_MSG_SIZE:
-                    self.log.error("Item exceeds 32kb limit, dropping. (%s)", str(item))
+                max_msg_size = self._max_msg_size(item)
+                if item_size > max_msg_size:
+                    self.log.error(
+                        "Item exceeds %dKiB limit, dropping. (%s)",
+                        max_msg_size // 1024,
+                        str(item),
+                    )
+                    queue.task_done()
                     continue
                 items.append(item)
                 total_size += item_size
@@ -117,20 +140,88 @@ def next(self):
         return items
 
     def request(self, batch):
-        """Attempt to upload the batch and retry before raising an error """
+        """Upload the batch, routing `$ai_*` events to their own endpoint when enabled.
+
+        Each destination is attempted independently so a failure on one does not
+        skip the other. The first failure is raised (so `upload()` logs it and
+        invokes `on_error`); a second is logged here so it isn't silently lost.
+        The batch was already dequeued in `upload()`, so unsent events are dropped
+        after retries, same as the single-endpoint path.
+        """
+        if not self.dedicated_ai_endpoint:
+            self._send(batch, EVENTS_ENDPOINT)
+            return
+
+        ai_events: list[Any] = []
+        analytics_events: list[Any] = []
+        for item in batch:
+            target = ai_events if is_ai_event(item.get("event")) else analytics_events
+            target.append(item)
+
+        first_exc = None
+        for events, path in (
+            (analytics_events, EVENTS_ENDPOINT),
+            (ai_events, AI_EVENTS_ENDPOINT),
+        ):
+            if not events:
+                continue
+            try:
+                self._send(events, path)
+            except Exception as e:
+                if first_exc is None:
+                    first_exc = e
+                else:
+                    self.log.error("error uploading to %s: %s", path, e)
+
+        if first_exc is not None:
+            raise first_exc
+
+    def _send(self, batch, path):
+        """Attempt to upload a single batch to `path`, retrying before raising an error"""
 
-        def fatal_exception(exc):
+        def is_retryable(exc):
             if isinstance(exc, APIError):
                 # retry on server errors and client errors
-                # with 429 status code (rate limited),
+                # with 408 (request timeout) or 429 (rate limited),
                 # don't retry on other client errors
-                return (400 <= exc.status < 500) and exc.status != 429
+                if isinstance(exc.status, int):
+                    return not (
+                        (400 <= exc.status < 500) and exc.status not in (408, 429)
+                    )
+                return False
             else:
                 # retry on all other errors (eg. network)
-                return False
+                return True
 
-        @backoff.on_exception(backoff.expo, Exception, max_tries=self.retries + 1, giveup=fatal_exception)
-        def send_request():
-            batch_post(self.api_key, self.host, gzip=self.gzip, timeout=self.timeout, batch=batch)
-
-        send_request()
+        last_exc = None
+        for attempt in range(self.retries + 1):
+            try:
+                batch_post(
+                    self.api_key,
+                    self.host,
+                    gzip=self.gzip,
+                    timeout=self.timeout,
+                    batch=batch,
+                    historical_migration=self.historical_migration,
+                    path=path,
+                )
+                return
+            except Exception as e:
+                last_exc = e
+                if not is_retryable(e):
+                    raise
+                if attempt < self.retries:
+                    # Respect Retry-After header if present, otherwise use exponential backoff
+                    retry_after = getattr(e, "retry_after", None)
+                    if retry_after and retry_after > 0:
+                        time.sleep(retry_after)
+                    else:
+                        time.sleep(min(2**attempt, 30))
+
+        if last_exc:
+            raise last_exc
+
+    def _max_msg_size(self, item):
+        if self.dedicated_ai_endpoint and is_ai_event(item.get("event")):
+            return AI_MAX_MSG_SIZE
+        return MAX_MSG_SIZE
diff --git a/posthog/contexts.py b/posthog/contexts.py
new file mode 100644
index 00000000..56bed4a9
--- /dev/null
+++ b/posthog/contexts.py
@@ -0,0 +1,425 @@
+import contextvars
+from contextlib import contextmanager
+from typing import Optional, Any, Callable, Dict, TypeVar, cast, TYPE_CHECKING
+
+if TYPE_CHECKING:
+    # To avoid circular imports
+    from posthog.client import Client
+
+
+class ContextScope:
+    def __init__(
+        self,
+        parent=None,
+        fresh: bool = False,
+        capture_exceptions: bool = True,
+        client: Optional["Client"] = None,
+    ):
+        self.client: Optional[Client] = client
+        self.parent = parent
+        self.fresh = fresh
+        self.capture_exceptions = capture_exceptions
+        self.session_id: Optional[str] = None
+        self.distinct_id: Optional[str] = None
+        self.device_id: Optional[str] = None
+        self.tags: Dict[str, Any] = {}
+        self.capture_exception_code_variables: Optional[bool] = None
+        self.code_variables_mask_patterns: Optional[list] = None
+        self.code_variables_ignore_patterns: Optional[list] = None
+
+    def set_session_id(self, session_id: str):
+        self.session_id = session_id
+
+    def set_distinct_id(self, distinct_id: str):
+        self.distinct_id = distinct_id
+
+    def set_device_id(self, device_id: str):
+        self.device_id = device_id
+
+    def add_tag(self, key: str, value: Any):
+        self.tags[key] = value
+
+    def set_capture_exception_code_variables(self, enabled: bool):
+        self.capture_exception_code_variables = enabled
+
+    def set_code_variables_mask_patterns(self, mask_patterns: list):
+        self.code_variables_mask_patterns = mask_patterns
+
+    def set_code_variables_ignore_patterns(self, ignore_patterns: list):
+        self.code_variables_ignore_patterns = ignore_patterns
+
+    def get_parent(self):
+        return self.parent
+
+    def get_session_id(self) -> Optional[str]:
+        if self.session_id is not None:
+            return self.session_id
+        if self.parent is not None and not self.fresh:
+            return self.parent.get_session_id()
+        return None
+
+    def get_distinct_id(self) -> Optional[str]:
+        if self.distinct_id is not None:
+            return self.distinct_id
+        if self.parent is not None and not self.fresh:
+            return self.parent.get_distinct_id()
+        return None
+
+    def get_device_id(self) -> Optional[str]:
+        if self.device_id is not None:
+            return self.device_id
+        if self.parent is not None and not self.fresh:
+            return self.parent.get_device_id()
+        return None
+
+    def collect_tags(self) -> Dict[str, Any]:
+        if self.parent and not self.fresh:
+            # We want child tags to take precedence over parent tags,
+            # so collect parent tags first, then update with child tags.
+            tags = self.parent.collect_tags()
+            tags.update(self.tags)
+            return tags
+        return self.tags.copy()
+
+    def get_capture_exception_code_variables(self) -> Optional[bool]:
+        if self.capture_exception_code_variables is not None:
+            return self.capture_exception_code_variables
+        if self.parent is not None and not self.fresh:
+            return self.parent.get_capture_exception_code_variables()
+        return None
+
+    def get_code_variables_mask_patterns(self) -> Optional[list]:
+        if self.code_variables_mask_patterns is not None:
+            return self.code_variables_mask_patterns
+        if self.parent is not None and not self.fresh:
+            return self.parent.get_code_variables_mask_patterns()
+        return None
+
+    def get_code_variables_ignore_patterns(self) -> Optional[list]:
+        if self.code_variables_ignore_patterns is not None:
+            return self.code_variables_ignore_patterns
+        if self.parent is not None and not self.fresh:
+            return self.parent.get_code_variables_ignore_patterns()
+        return None
+
+
+_context_stack: contextvars.ContextVar[Optional[ContextScope]] = contextvars.ContextVar(
+    "posthog_context_stack", default=None
+)
+
+
+def _get_current_context() -> Optional[ContextScope]:
+    return _context_stack.get()
+
+
+@contextmanager
+def new_context(
+    fresh: bool = False,
+    capture_exceptions: bool = True,
+    client: Optional["Client"] = None,
+):
+    """
+    Create a new context scope that will be active for the duration of the with block.
+    Any tags set within this scope will be isolated to this context. Any exceptions raised
+    or events captured within the context will be tagged with the context tags.
+
+    Args:
+        fresh: Whether to start with a fresh context (default: False).
+               If False, inherits tags, identity and session id's from parent context.
+               If True, starts with no state
+        capture_exceptions: Whether to capture exceptions raised within the context (default: True).
+               If True, captures exceptions and tags them with the context tags before propagating them.
+               If False, exceptions will propagate without being tagged or captured.
+        client: Optional client instance to use for capturing exceptions (default: None).
+                If provided, the client will be used to capture exceptions within the context.
+                If not provided, the default (global) client will be used. Note that the passed
+                client is only used to capture exceptions within the context - other events captured
+                within the context via `Client.capture` or `posthog.capture` will still carry the context
+                state (tags, identity, session id), but will be captured by the client directly used (or
+                the global one, in the case of `posthog.capture`)
+
+    Examples:
+        ```python
+        # Inherit parent context tags
+        with posthog.new_context():
+            posthog.tag("request_id", "123")
+            # Both this event and the exception will be tagged with the context tags
+            posthog.capture("event_name", {"property": "value"})
+            raise ValueError("Something went wrong")
+        ```
+        ```python
+        # Start with fresh context (no inherited tags)
+        with posthog.new_context(fresh=True):
+            posthog.tag("request_id", "123")
+            # Both this event and the exception will be tagged with the context tags
+            posthog.capture("event_name", {"property": "value"})
+            raise ValueError("Something went wrong")
+        ```
+
+    Category:
+        Contexts
+    """
+    from posthog import capture_exception
+
+    current_context = _get_current_context()
+    new_context = ContextScope(current_context, fresh, capture_exceptions, client)
+    _context_stack.set(new_context)
+
+    try:
+        yield
+    except Exception as e:
+        if new_context.capture_exceptions:
+            if new_context.client:
+                new_context.client.capture_exception(e)
+            else:
+                capture_exception(e)
+        raise
+    finally:
+        _context_stack.set(new_context.get_parent())
+
+
+def tag(key: str, value: Any) -> None:
+    """
+    Add a tag to the current context. All tags are added as properties to any event, including exceptions, captured
+    within the context.
+
+    Args:
+        key: The tag key
+        value: The tag value
+
+    Example:
+        ```python
+        posthog.tag("user_id", "123")
+        ```
+
+    Category:
+        Contexts
+    """
+    current_context = _get_current_context()
+    if current_context:
+        current_context.add_tag(key, value)
+
+
+def get_tags() -> Dict[str, Any]:
+    """
+    Get all tags from the current context. Note, modifying
+    the returned dictionary will not affect the current context.
+
+    Returns:
+        Dict of all tags in the current context
+
+    Category:
+        Contexts
+    """
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.collect_tags()
+    return {}
+
+
+def identify_context(distinct_id: str) -> None:
+    """
+    Identify the current context with a distinct ID, associating all events captured in this or
+    child contexts with the given distinct ID (unless identify_context is called again). This is overridden by
+    distinct id's passed directly to posthog.capture and related methods (identify, set etc). Entering a
+    fresh context will clear the context-level distinct ID. The distinct-id passed should be uniquely associated
+    with one of your users. Events captured outside of a context, or in a context with no associated distinct
+    ID, will be assigned a random UUID, and captured as "personless".
+
+    Args:
+        distinct_id: The distinct ID to associate with the current context and its children.
+
+    Category:
+        Contexts
+    """
+    current_context = _get_current_context()
+    if current_context:
+        current_context.set_distinct_id(distinct_id)
+
+
+def set_context_session(session_id: str) -> None:
+    """
+    Set the session ID for the current context, associating all events captured in this or
+    child contexts with the given session ID (unless set_context_session is called again).
+    Entering a fresh context will clear the context-level session ID.
+
+    Args:
+        session_id: The session ID to associate with the current context and its children. See https://posthog.com/docs/data/sessions
+
+    Category:
+        Contexts
+    """
+    current_context = _get_current_context()
+    if current_context:
+        current_context.set_session_id(session_id)
+
+
+def get_context_session_id() -> Optional[str]:
+    """
+    Get the session ID for the current context.
+
+    Returns:
+        The session ID if set, None otherwise
+
+    Category:
+        Contexts
+    """
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.get_session_id()
+    return None
+
+
+def get_context_distinct_id() -> Optional[str]:
+    """
+    Get the distinct ID for the current context.
+
+    Returns:
+        The distinct ID if set, None otherwise
+
+    Category:
+        Contexts
+    """
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.get_distinct_id()
+    return None
+
+
+def set_context_device_id(device_id: str) -> None:
+    """
+    Set the device ID for the current context, associating all feature flag requests in this or
+    child contexts with the given device ID (unless set_context_device_id is called again).
+    Entering a fresh context will clear the context-level device ID.
+
+    Args:
+        device_id: The device ID to associate with the current context and its children.
+
+    Category:
+        Contexts
+    """
+    current_context = _get_current_context()
+    if current_context:
+        current_context.set_device_id(device_id)
+
+
+def get_context_device_id() -> Optional[str]:
+    """
+    Get the device ID for the current context.
+
+    Returns:
+        The device ID if set, None otherwise
+
+    Category:
+        Contexts
+    """
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.get_device_id()
+    return None
+
+
+def set_capture_exception_code_variables_context(enabled: bool) -> None:
+    """
+    Set whether code variables are captured for the current context.
+    """
+    current_context = _get_current_context()
+    if current_context:
+        current_context.set_capture_exception_code_variables(enabled)
+
+
+def set_code_variables_mask_patterns_context(mask_patterns: list) -> None:
+    """
+    Variable names matching these patterns will be masked with *** when capturing code variables.
+    """
+    current_context = _get_current_context()
+    if current_context:
+        current_context.set_code_variables_mask_patterns(mask_patterns)
+
+
+def set_code_variables_ignore_patterns_context(ignore_patterns: list) -> None:
+    """
+    Variable names matching these patterns will be ignored completely when capturing code variables.
+    """
+    current_context = _get_current_context()
+    if current_context:
+        current_context.set_code_variables_ignore_patterns(ignore_patterns)
+
+
+def get_capture_exception_code_variables_context() -> Optional[bool]:
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.get_capture_exception_code_variables()
+    return None
+
+
+def get_code_variables_mask_patterns_context() -> Optional[list]:
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.get_code_variables_mask_patterns()
+    return None
+
+
+def get_code_variables_ignore_patterns_context() -> Optional[list]:
+    current_context = _get_current_context()
+    if current_context:
+        return current_context.get_code_variables_ignore_patterns()
+    return None
+
+
+F = TypeVar("F", bound=Callable[..., Any])
+
+
+def scoped(fresh: bool = False, capture_exceptions: bool = True):
+    """
+    Decorator that creates a new context for the function. Simply wraps
+    the function in a with posthog.new_context(): block.
+
+    Args:
+        fresh: Whether to start with a fresh context (default: False)
+        capture_exceptions: Whether to capture and track exceptions with posthog error tracking (default: True)
+
+    Example:
+        @posthog.scoped()
+        def process_payment(payment_id):
+            posthog.tag("payment_id", payment_id)
+            posthog.tag("payment_method", "credit_card")
+
+            # This event will be captured with tags
+            posthog.capture("payment_started")
+            # If this raises an exception, it will be captured with tags
+            # and then re-raised
+            some_risky_function()
+
+        # When stacking decorators, the posthog.scoped decorator must be
+        # closest to the function. For example, with FastAPI middleware:
+        @app.middleware("http")
+        @posthog.scoped()
+        async def middleware(request, call_next):
+            return await call_next(request)
+
+    Category:
+        Contexts
+    """
+
+    def decorator(func: F) -> F:
+        from functools import wraps
+        from inspect import iscoroutinefunction
+
+        if iscoroutinefunction(func):
+
+            @wraps(func)
+            async def async_wrapper(*args, **kwargs):
+                with new_context(fresh=fresh, capture_exceptions=capture_exceptions):
+                    return await func(*args, **kwargs)
+
+            return cast(F, async_wrapper)
+
+        @wraps(func)
+        def wrapper(*args, **kwargs):
+            with new_context(fresh=fresh, capture_exceptions=capture_exceptions):
+                return func(*args, **kwargs)
+
+        return cast(F, wrapper)
+
+    return decorator
diff --git a/posthog/exception_capture.py b/posthog/exception_capture.py
new file mode 100644
index 00000000..9d055351
--- /dev/null
+++ b/posthog/exception_capture.py
@@ -0,0 +1,50 @@
+# Portions of this file are derived from getsentry/sentry-python
+# Copyright (c) 2018 Functional Software, Inc. dba Sentry
+# Licensed under the MIT License: https://github.com/getsentry/sentry-python/blob/master/LICENSE
+
+# 💖open source (under MIT License)
+
+import logging
+import sys
+import threading
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from posthog.client import Client
+
+
+class ExceptionCapture:
+    # TODO: Add client side rate limiting to prevent spamming the server with exceptions
+
+    log = logging.getLogger("posthog")
+
+    def __init__(self, client: "Client"):
+        self.client = client
+        self.original_excepthook = sys.excepthook
+        sys.excepthook = self.exception_handler
+        threading.excepthook = self.thread_exception_handler
+
+    def close(self):
+        sys.excepthook = self.original_excepthook
+
+    def exception_handler(self, exc_type, exc_value, exc_traceback):
+        # don't affect default behaviour.
+        self.capture_exception((exc_type, exc_value, exc_traceback))
+        self.original_excepthook(exc_type, exc_value, exc_traceback)
+
+    def thread_exception_handler(self, args):
+        self.capture_exception((args.exc_type, args.exc_value, args.exc_traceback))
+
+    def exception_receiver(self, exc_info, extra_properties):
+        if "distinct_id" in extra_properties:
+            metadata = {"distinct_id": extra_properties["distinct_id"]}
+        else:
+            metadata = None
+        self.capture_exception((exc_info[0], exc_info[1], exc_info[2]), metadata)
+
+    def capture_exception(self, exception, metadata=None):
+        try:
+            distinct_id = metadata.get("distinct_id") if metadata else None
+            self.client.capture_exception(exception, distinct_id=distinct_id)
+        except Exception as e:
+            self.log.exception(f"Failed to capture exception: {e}")
diff --git a/posthog/exception_utils.py b/posthog/exception_utils.py
new file mode 100644
index 00000000..0f24818c
--- /dev/null
+++ b/posthog/exception_utils.py
@@ -0,0 +1,1188 @@
+# Portions of this file are derived from getsentry/sentry-python
+# Copyright (c) 2018 Functional Software, Inc. dba Sentry
+# Licensed under the MIT License: https://github.com/getsentry/sentry-python/blob/master/LICENSE
+
+# 💖open source (under MIT License)
+# We want to keep payloads as similar to Sentry as possible for easy interoperability
+
+import json
+import linecache
+import os
+import re
+import sys
+import types
+from datetime import datetime
+from types import FrameType, TracebackType  # noqa: F401
+from typing import (  # noqa: F401
+    TYPE_CHECKING,
+    Any,
+    Dict,
+    Iterator,
+    List,
+    Literal,
+    Optional,
+    Pattern,
+    Set,
+    Tuple,
+    TypedDict,
+    TypeVar,
+    Union,
+    cast,
+)
+
+from posthog.args import ExceptionArg, ExcInfo  # noqa: F401
+
+try:
+    # Python 3.11
+    from builtins import BaseExceptionGroup
+except ImportError:
+    # Python 3.10 and below
+    BaseExceptionGroup = None  # type: ignore
+
+
+DEFAULT_MAX_VALUE_LENGTH = 1024
+
+DEFAULT_CODE_VARIABLES_MASK_PATTERNS = [
+    r"(?i)password",
+    r"(?i)secret",
+    r"(?i)passwd",
+    r"(?i)pwd",
+    r"(?i)api_key",
+    r"(?i)apikey",
+    r"(?i)auth",
+    r"(?i)credentials",
+    r"(?i)privatekey",
+    r"(?i)private_key",
+    r"(?i)token",
+    r"(?i)aws_access_key_id",
+    r"(?i)_pass",
+    r"(?i)sk_",
+    r"(?i)jwt",
+]
+
+DEFAULT_CODE_VARIABLES_IGNORE_PATTERNS = [r"^__.*"]
+
+CODE_VARIABLES_REDACTED_VALUE = "$$_posthog_redacted_based_on_masking_rules_$$"
+CODE_VARIABLES_TOO_LONG_VALUE = "$$_posthog_value_too_long_$$"
+
+_MAX_VALUE_LENGTH_FOR_PATTERN_MATCH = 5_000
+_MAX_COLLECTION_ITEMS_TO_SCAN = 100
+_REGEX_METACHARACTERS = frozenset(r"\.^$*+?{}[]|()")
+
+DEFAULT_TOTAL_VARIABLES_SIZE_LIMIT = 20 * 1024
+
+
+class VariableSizeLimiter:
+    def __init__(self, max_size=DEFAULT_TOTAL_VARIABLES_SIZE_LIMIT):
+        self.max_size = max_size
+        self.current_size = 0
+
+    def can_add(self, size):
+        return self.current_size + size <= self.max_size
+
+    def add(self, size):
+        self.current_size += size
+
+    def get_remaining_space(self):
+        return self.max_size - self.current_size
+
+
+LogLevelStr = Literal["fatal", "critical", "error", "warning", "info", "debug"]
+
+Event = TypedDict(
+    "Event",
+    {
+        "breadcrumbs": Dict[
+            Literal["values"], List[Dict[str, Any]]
+        ],  # TODO: We can expand on this type
+        "check_in_id": str,
+        "contexts": Dict[str, Dict[str, object]],
+        "dist": str,
+        "duration": Optional[float],
+        "environment": str,
+        "errors": List[Dict[str, Any]],  # TODO: We can expand on this type
+        "event_id": str,
+        "exception": Dict[
+            Literal["values"], List[Dict[str, Any]]
+        ],  # TODO: We can expand on this type
+        # "extra": MutableMapping[str, object],
+        # "fingerprint": List[str],
+        "level": LogLevelStr,
+        # "logentry": Mapping[str, object],
+        "logger": str,
+        # "measurements": Dict[str, MeasurementValue],
+        "message": str,
+        "modules": Dict[str, str],
+        # "monitor_config": Mapping[str, object],
+        "monitor_slug": Optional[str],
+        "platform": Literal["python"],
+        "profile": object,
+        "release": str,
+        "request": Dict[str, object],
+        # "sdk": Mapping[str, object],
+        "server_name": str,
+        "spans": List[Dict[str, object]],
+        "stacktrace": Dict[
+            str, object
+        ],  # We access this key in the code, but I am unsure whether we ever set it
+        "start_timestamp": datetime,
+        "status": Optional[str],
+        # "tags": MutableMapping[
+        #     str, str
+        # ],  # Tags must be less than 200 characters each
+        "threads": Dict[
+            Literal["values"], List[Dict[str, Any]]
+        ],  # TODO: We can expand on this type
+        "timestamp": Optional[datetime],  # Must be set before sending the event
+        "transaction": str,
+        # "transaction_info": Mapping[str, Any],  # TODO: We can expand on this type
+        "type": Literal["check_in", "transaction"],
+        "user": Dict[str, object],
+        "_metrics_summary": Dict[str, object],
+    },
+    total=False,
+)
+
+
+epoch = datetime(1970, 1, 1)
+
+
+BASE64_ALPHABET = re.compile(r"^[a-zA-Z0-9/+=]*$")
+
+SENSITIVE_DATA_SUBSTITUTE = "[Filtered]"
+
+
+def to_timestamp(value):
+    # type: (datetime) -> float
+    return (value - epoch).total_seconds()
+
+
+def format_timestamp(value):
+    # type: (datetime) -> str
+    return value.strftime("%Y-%m-%dT%H:%M:%S.%fZ")
+
+
+def event_hint_with_exc_info(exc_info=None):
+    # type: (Optional[ExcInfo]) -> Dict[str, Optional[ExcInfo]]
+    """Creates a hint with the exc info filled in."""
+    if exc_info is None:
+        exc_info = sys.exc_info()
+    else:
+        exc_info = exc_info_from_error(exc_info)
+    if exc_info[0] is None:
+        exc_info = None
+    return {"exc_info": exc_info}
+
+
+class AnnotatedValue:
+    """
+    Meta information for a data field in the event payload.
+    """
+
+    __slots__ = ("value", "metadata")
+
+    def __init__(self, value, metadata):
+        # type: (Optional[Any], Dict[str, Any]) -> None
+        self.value = value
+        self.metadata = metadata
+
+    def __eq__(self, other):
+        # type: (Any) -> bool
+        if not isinstance(other, AnnotatedValue):
+            return False
+
+        return self.value == other.value and self.metadata == other.metadata
+
+    @classmethod
+    def removed_because_raw_data(cls):
+        # type: () -> AnnotatedValue
+        """The value was removed because it could not be parsed. This is done for request body values that are not json nor a form."""
+        return AnnotatedValue(
+            value="",
+            metadata={
+                "rem": [  # Remark
+                    [
+                        "!raw",  # Unparsable raw data
+                        "x",  # The fields original value was removed
+                    ]
+                ]
+            },
+        )
+
+    @classmethod
+    def removed_because_over_size_limit(cls):
+        # type: () -> AnnotatedValue
+        """The actual value was removed because the size of the field exceeded the configured maximum size (specified with the max_request_body_size sdk option)"""
+        return AnnotatedValue(
+            value="",
+            metadata={
+                "rem": [  # Remark
+                    [
+                        "!config",  # Because of configured maximum size
+                        "x",  # The fields original value was removed
+                    ]
+                ]
+            },
+        )
+
+    @classmethod
+    def substituted_because_contains_sensitive_data(cls):
+        # type: () -> AnnotatedValue
+        """The actual value was removed because it contained sensitive information."""
+        return AnnotatedValue(
+            value=SENSITIVE_DATA_SUBSTITUTE,
+            metadata={
+                "rem": [  # Remark
+                    [
+                        "!config",  # Because of SDK configuration (in this case the config is the hard coded removal of certain django cookies)
+                        "s",  # The fields original value was substituted
+                    ]
+                ]
+            },
+        )
+
+
+if TYPE_CHECKING:
+    T = TypeVar("T")
+    Annotated = Union[AnnotatedValue, T]
+
+
+def get_type_name(cls):
+    # type: (Optional[type]) -> Optional[str]
+    return getattr(cls, "__qualname__", None) or getattr(cls, "__name__", None)
+
+
+def get_type_module(cls):
+    # type: (Optional[type]) -> Optional[str]
+    mod = getattr(cls, "__module__", None)
+    if mod not in (None, "builtins", "__builtins__"):
+        return mod
+    return None
+
+
+def should_hide_frame(frame: "FrameType") -> bool:
+    try:
+        mod = frame.f_globals["__name__"]
+        if mod.startswith("sentry_sdk."):
+            return True
+    except (AttributeError, KeyError):
+        pass
+
+    for flag_name in "__traceback_hide__", "__tracebackhide__":
+        try:
+            if frame.f_locals[flag_name]:
+                return True
+        except Exception:
+            pass
+
+    return False
+
+
+def iter_stacks(tb):
+    # type: (Optional[TracebackType]) -> Iterator[TracebackType]
+    tb_ = tb  # type: Optional[TracebackType]
+    while tb_ is not None:
+        if not should_hide_frame(tb_.tb_frame):
+            yield tb_
+        tb_ = tb_.tb_next
+
+
+def get_lines_from_file(
+    filename,  # type: str
+    lineno,  # type: int
+    max_length=None,  # type: Optional[int]
+    loader=None,  # type: Optional[Any]
+    module=None,  # type: Optional[str]
+):
+    # type: (...) -> Tuple[List[Annotated[str]], Optional[Annotated[str]], List[Annotated[str]]]
+    context_lines = 5
+    source = None
+    if loader is not None and hasattr(loader, "get_source"):
+        try:
+            source_str = loader.get_source(module)  # type: Optional[str]
+        except (ImportError, IOError):
+            source_str = None
+        if source_str is not None:
+            source = source_str.splitlines()
+
+    if source is None:
+        try:
+            source = linecache.getlines(filename)
+        except (OSError, IOError):
+            return [], None, []
+
+    if not source:
+        return [], None, []
+
+    lower_bound = max(0, lineno - context_lines)
+    upper_bound = min(lineno + 1 + context_lines, len(source))
+
+    try:
+        pre_context = [
+            strip_string(line.strip("\r\n"), max_length=max_length)
+            for line in source[lower_bound:lineno]
+        ]
+        context_line = strip_string(source[lineno].strip("\r\n"), max_length=max_length)
+        post_context = [
+            strip_string(line.strip("\r\n"), max_length=max_length)
+            for line in source[(lineno + 1) : upper_bound]  # noqa: E203
+        ]
+        return pre_context, context_line, post_context
+    except IndexError:
+        # the file may have changed since it was loaded into memory
+        return [], None, []
+
+
+def get_source_context(
+    frame,  # type: FrameType
+    tb_lineno,  # type: int
+    max_value_length=None,  # type: Optional[int]
+):
+    # type: (...) -> Tuple[List[Annotated[str]], Optional[Annotated[str]], List[Annotated[str]]]
+    try:
+        abs_path = frame.f_code.co_filename  # type: Optional[str]
+    except Exception:
+        abs_path = None
+    try:
+        module = frame.f_globals["__name__"]
+    except Exception:
+        return [], None, []
+    try:
+        loader = frame.f_globals["__loader__"]
+    except Exception:
+        loader = None
+    lineno = tb_lineno - 1
+    if lineno is not None and abs_path:
+        return get_lines_from_file(
+            abs_path, lineno, max_value_length, loader=loader, module=module
+        )
+    return [], None, []
+
+
+def safe_str(value):
+    # type: (Any) -> str
+    try:
+        return str(value)
+    except Exception:
+        return safe_repr(value)
+
+
+def safe_repr(value):
+    # type: (Any) -> str
+    try:
+        return repr(value)
+    except Exception:
+        return "<broken repr>"
+
+
+def filename_for_module(module, abs_path):
+    # type: (Optional[str], Optional[str]) -> Optional[str]
+    if not abs_path or not module:
+        return abs_path
+
+    try:
+        if abs_path.endswith(".pyc"):
+            abs_path = abs_path[:-1]
+
+        base_module = module.split(".", 1)[0]
+        if base_module == module:
+            return os.path.basename(abs_path)
+
+        base_module_path = sys.modules[base_module].__file__
+        if not base_module_path:
+            return abs_path
+
+        return abs_path.split(base_module_path.rsplit(os.sep, 2)[0], 1)[-1].lstrip(
+            os.sep
+        )
+    except Exception:
+        return abs_path
+
+
+def serialize_frame(
+    frame,
+    tb_lineno=None,
+    max_value_length=None,
+):
+    # type: (FrameType, Optional[int], Optional[int]) -> Dict[str, Any]
+    f_code = getattr(frame, "f_code", None)
+    if not f_code:
+        abs_path = None
+        function = None
+    else:
+        abs_path = frame.f_code.co_filename
+        function = frame.f_code.co_name
+    try:
+        module = frame.f_globals["__name__"]
+    except Exception:
+        module = None
+
+    if tb_lineno is None:
+        tb_lineno = frame.f_lineno
+
+    rv = {
+        "platform": "python",
+        "filename": filename_for_module(module, abs_path) or None,
+        "abs_path": os.path.abspath(abs_path) if abs_path else None,
+        "function": function or "<unknown>",
+        "module": module,
+        "lineno": tb_lineno,
+    }  # type: Dict[str, Any]
+
+    rv["pre_context"], rv["context_line"], rv["post_context"] = get_source_context(
+        frame, tb_lineno, max_value_length
+    )
+
+    return rv
+
+
+def get_errno(exc_value):
+    # type: (BaseException) -> Optional[Any]
+    return getattr(exc_value, "errno", None)
+
+
+def get_error_message(exc_value):
+    # type: (Optional[BaseException]) -> str
+    message = (
+        getattr(exc_value, "message", "")
+        or getattr(exc_value, "detail", "")
+        or exc_value
+    )
+
+    return safe_str(message)
+
+
+def single_exception_from_error_tuple(
+    exc_type,  # type: Optional[type]
+    exc_value,  # type: Optional[BaseException]
+    tb,  # type: Optional[TracebackType]
+    mechanism=None,  # type: Optional[Dict[str, Any]]
+    exception_id=None,  # type: Optional[int]
+    parent_id=None,  # type: Optional[int]
+    source=None,  # type: Optional[str]
+):
+    # type: (...) -> Dict[str, Any]
+    """
+    Creates a dict that goes into the events `exception.values` list
+    """
+    exception_value = {}  # type: Dict[str, Any]
+    exception_value["mechanism"] = (
+        mechanism.copy() if mechanism else {"type": "generic", "handled": True}
+    )
+    if exception_id is not None:
+        exception_value["mechanism"]["exception_id"] = exception_id
+
+    if exc_value is not None:
+        errno = get_errno(exc_value)
+    else:
+        errno = None
+
+    if errno is not None:
+        exception_value["mechanism"].setdefault("meta", {}).setdefault(
+            "errno", {}
+        ).setdefault("number", errno)
+
+    if source is not None:
+        exception_value["mechanism"]["source"] = source
+
+    is_root_exception = exception_id == 0
+    if not is_root_exception and parent_id is not None:
+        exception_value["mechanism"]["parent_id"] = parent_id
+        exception_value["mechanism"]["type"] = "chained"
+
+    if is_root_exception and "type" not in exception_value["mechanism"]:
+        exception_value["mechanism"]["type"] = "generic"
+
+    is_exception_group = BaseExceptionGroup is not None and isinstance(
+        exc_value, BaseExceptionGroup
+    )
+    if is_exception_group:
+        exception_value["mechanism"]["is_exception_group"] = True
+
+    exception_value["module"] = get_type_module(exc_type)
+    exception_value["type"] = get_type_name(exc_type)
+    exception_value["value"] = get_error_message(exc_value)
+
+    max_value_length = DEFAULT_MAX_VALUE_LENGTH  # fallback
+
+    frames = [
+        serialize_frame(
+            tb.tb_frame,
+            tb_lineno=tb.tb_lineno,
+            max_value_length=max_value_length,
+        )
+        for tb in iter_stacks(tb)
+    ]
+
+    if frames:
+        exception_value["stacktrace"] = {"frames": frames, "type": "raw"}
+
+    return exception_value
+
+
+HAS_CHAINED_EXCEPTIONS = hasattr(Exception, "__suppress_context__")
+
+if HAS_CHAINED_EXCEPTIONS:
+
+    def walk_exception_chain(exc_info):
+        # type: (ExcInfo) -> Iterator[ExcInfo]
+        exc_type, exc_value, tb = exc_info
+
+        seen_exceptions = []
+        seen_exception_ids = set()  # type: Set[int]
+
+        while (
+            exc_type is not None
+            and exc_value is not None
+            and id(exc_value) not in seen_exception_ids
+        ):
+            yield exc_type, exc_value, tb
+
+            # Avoid hashing random types we don't know anything
+            # about. Use the list to keep a ref so that the `id` is
+            # not used for another object.
+            seen_exceptions.append(exc_value)
+            seen_exception_ids.add(id(exc_value))
+
+            if exc_value.__suppress_context__:
+                cause = exc_value.__cause__
+            else:
+                cause = exc_value.__context__
+            if cause is None:
+                break
+            exc_type = type(cause)
+            exc_value = cause
+            tb = getattr(cause, "__traceback__", None)
+
+else:
+
+    def walk_exception_chain(exc_info):
+        # type: (ExcInfo) -> Iterator[ExcInfo]
+        yield exc_info
+
+
+def exceptions_from_error(
+    exc_type,  # type: Optional[type]
+    exc_value,  # type: Optional[BaseException]
+    tb,  # type: Optional[TracebackType]
+    mechanism=None,  # type: Optional[Dict[str, Any]]
+    exception_id=0,  # type: int
+    parent_id=0,  # type: int
+    source=None,  # type: Optional[str]
+):
+    # type: (...) -> Tuple[int, List[Dict[str, Any]]]
+    """
+    Creates the list of exceptions.
+    This can include chained exceptions and exceptions from an ExceptionGroup.
+    """
+
+    parent = single_exception_from_error_tuple(
+        exc_type=exc_type,
+        exc_value=exc_value,
+        tb=tb,
+        mechanism=mechanism,
+        exception_id=exception_id,
+        parent_id=parent_id,
+        source=source,
+    )
+    exceptions = [parent]
+
+    parent_id = exception_id
+    exception_id += 1
+
+    should_supress_context = (
+        hasattr(exc_value, "__suppress_context__") and exc_value.__suppress_context__  # type: ignore
+    )
+    if should_supress_context:
+        # Add direct cause.
+        # The field `__cause__` is set when raised with the exception (using the `from` keyword).
+        exception_has_cause = (
+            exc_value
+            and hasattr(exc_value, "__cause__")
+            and exc_value.__cause__ is not None
+        )
+        if exception_has_cause:
+            cause = exc_value.__cause__  # type: ignore
+            (exception_id, child_exceptions) = exceptions_from_error(
+                exc_type=type(cause),
+                exc_value=cause,
+                tb=getattr(cause, "__traceback__", None),
+                mechanism=mechanism,
+                exception_id=exception_id,
+                source="__cause__",
+            )
+            exceptions.extend(child_exceptions)
+
+    else:
+        # Add indirect cause.
+        # The field `__context__` is assigned if another exception occurs while handling the exception.
+        exception_has_content = (
+            exc_value
+            and hasattr(exc_value, "__context__")
+            and exc_value.__context__ is not None
+        )
+        if exception_has_content:
+            context = exc_value.__context__  # type: ignore
+            (exception_id, child_exceptions) = exceptions_from_error(
+                exc_type=type(context),
+                exc_value=context,
+                tb=getattr(context, "__traceback__", None),
+                mechanism=mechanism,
+                exception_id=exception_id,
+                source="__context__",
+            )
+            exceptions.extend(child_exceptions)
+
+    # Add exceptions from an ExceptionGroup.
+    is_exception_group = exc_value and hasattr(exc_value, "exceptions")
+    if is_exception_group:
+        for idx, e in enumerate(exc_value.exceptions):  # type: ignore
+            (exception_id, child_exceptions) = exceptions_from_error(
+                exc_type=type(e),
+                exc_value=e,
+                tb=getattr(e, "__traceback__", None),
+                mechanism=mechanism,
+                exception_id=exception_id,
+                parent_id=parent_id,
+                source="exceptions[%s]" % idx,
+            )
+            exceptions.extend(child_exceptions)
+
+    return (exception_id, exceptions)
+
+
+def exceptions_from_error_tuple(
+    exc_info,  # type: ExcInfo
+    mechanism=None,  # type: Optional[Dict[str, Any]]
+):
+    # type: (...) -> List[Dict[str, Any]]
+    exc_type, exc_value, tb = exc_info
+
+    is_exception_group = BaseExceptionGroup is not None and isinstance(
+        exc_value, BaseExceptionGroup
+    )
+
+    if is_exception_group:
+        (_, exceptions) = exceptions_from_error(
+            exc_type=exc_type,
+            exc_value=exc_value,
+            tb=tb,
+            mechanism=mechanism,
+            exception_id=0,
+            parent_id=0,
+        )
+
+    else:
+        exceptions = []
+        for exc_type, exc_value, tb in walk_exception_chain(exc_info):
+            exceptions.append(
+                single_exception_from_error_tuple(exc_type, exc_value, tb, mechanism)
+            )
+
+    exceptions.reverse()
+
+    return exceptions
+
+
+def to_string(value):
+    # type: (str) -> str
+    try:
+        return str(value)
+    except UnicodeDecodeError:
+        return repr(value)[1:-1]
+
+
+def iter_event_stacktraces(event):
+    # type: (Event) -> Iterator[Dict[str, Any]]
+    if "stacktrace" in event:
+        yield event["stacktrace"]
+    if "threads" in event:
+        for thread in event["threads"].get("values") or ():
+            if "stacktrace" in thread:
+                yield thread["stacktrace"]
+    if "exception" in event:
+        for exception in event["exception"].get("values") or ():
+            if "stacktrace" in exception:
+                yield exception["stacktrace"]
+
+
+def iter_event_frames(event):
+    # type: (Event) -> Iterator[Dict[str, Any]]
+    for stacktrace in iter_event_stacktraces(event):
+        for frame in stacktrace.get("frames") or ():
+            yield frame
+
+
+def handle_in_app(event, in_app_exclude=None, in_app_include=None, project_root=None):
+    # type: (Event, Optional[List[str]], Optional[List[str]], Optional[str]) -> Event
+    for stacktrace in iter_event_stacktraces(event):
+        set_in_app_in_frames(
+            stacktrace.get("frames"),
+            in_app_exclude=in_app_exclude,
+            in_app_include=in_app_include,
+            project_root=project_root,
+        )
+
+    return event
+
+
+def set_in_app_in_frames(frames, in_app_exclude, in_app_include, project_root=None):
+    # type: (Any, Optional[List[str]], Optional[List[str]], Optional[str]) -> Optional[Any]
+    if not frames:
+        return None
+
+    for frame in frames:
+        # if frame has already been marked as in_app, skip it
+        current_in_app = frame.get("in_app")
+        if current_in_app is not None:
+            continue
+
+        module = frame.get("module")
+
+        # check if module in frame is in the list of modules to include
+        if _module_in_list(module, in_app_include):
+            frame["in_app"] = True
+            continue
+
+        # check if module in frame is in the list of modules to exclude
+        if _module_in_list(module, in_app_exclude):
+            frame["in_app"] = False
+            continue
+
+        # if frame has no abs_path, skip further checks
+        abs_path = frame.get("abs_path")
+        if abs_path is None:
+            continue
+
+        if _is_external_source(abs_path):
+            frame["in_app"] = False
+            continue
+
+        if _is_in_project_root(abs_path, project_root):
+            frame["in_app"] = True
+            continue
+
+    return frames
+
+
+def exception_is_already_captured(error):
+    # type: (ExceptionArg) -> bool
+    if isinstance(error, BaseException):
+        return hasattr(error, "__posthog_exception_captured")
+    # Autocaptured exceptions are passed as a tuple from our system hooks,
+    # the second item is the exception value (the first is the exception type)
+    elif isinstance(error, tuple) and len(error) > 1:
+        return error[1] is not None and hasattr(
+            error[1], "__posthog_exception_captured"
+        )
+    else:
+        return False  # type: ignore[unreachable]
+
+
+def mark_exception_as_captured(error, uuid):
+    # type: (ExceptionArg, str) -> None
+    if isinstance(error, BaseException):
+        setattr(error, "__posthog_exception_captured", True)
+        setattr(error, "__posthog_exception_uuid", uuid)
+    # Autocaptured exceptions are passed as a tuple from our system hooks,
+    # the second item is the exception value (the first is the exception type)
+    elif isinstance(error, tuple) and len(error) > 1:
+        if error[1] is not None:
+            setattr(error[1], "__posthog_exception_captured", True)
+            setattr(error[1], "__posthog_exception_uuid", uuid)
+
+
+def exc_info_from_error(error):
+    # type: (ExceptionArg) -> ExcInfo
+    if isinstance(error, tuple) and len(error) == 3:
+        exc_type, exc_value, tb = error
+    elif isinstance(error, BaseException):
+        try:
+            construct_artificial_traceback(error)
+        except Exception:
+            pass
+        tb = getattr(error, "__traceback__", None)
+        if tb is not None:
+            exc_type = type(error)
+            exc_value = error
+        else:
+            exc_type, exc_value, tb = sys.exc_info()
+            if exc_value is not error:
+                tb = None
+                exc_value = error
+                exc_type = type(error)
+
+    else:
+        raise ValueError("Expected Exception object to report, got %s!" % type(error))
+
+    exc_info = (exc_type, exc_value, tb)
+
+    if TYPE_CHECKING:
+        # This cast is safe because exc_type and exc_value are either both
+        # None or both not None.
+        exc_info = cast(ExcInfo, exc_info)
+
+    return exc_info
+
+
+def construct_artificial_traceback(e):
+    # type: (BaseException) -> None
+    if getattr(e, "__traceback__", None) is not None:
+        return
+
+    depth = 0
+    frames = []
+    while True:
+        try:
+            frame = sys._getframe(depth)
+            depth += 1
+        except ValueError:
+            break
+
+        frames.append(frame)
+
+    frames.reverse()
+
+    tb = None
+    for frame in frames:
+        tb = types.TracebackType(tb, frame, frame.f_lasti, frame.f_lineno)
+
+    setattr(e, "__traceback__", tb)
+
+
+def _module_in_list(name, items):
+    # type: (str | None, Optional[List[str]]) -> bool
+    if name is None:
+        return False
+
+    if not items:
+        return False
+
+    for item in items:
+        if item == name or name.startswith(item + "."):
+            return True
+
+    return False
+
+
+def _is_external_source(abs_path):
+    # type: (str) -> bool
+    # check if frame is in 'site-packages' or 'dist-packages'
+    external_source = (
+        re.search(r"[\\/](?:dist|site)-packages[\\/]", abs_path) is not None
+    )
+    return external_source
+
+
+def _is_in_project_root(abs_path, project_root):
+    # type: (str, Optional[str]) -> bool
+    if project_root is None:
+        return False
+
+    # check if path is in the project root
+    if abs_path.startswith(project_root):
+        return True
+
+    return False
+
+
+def _truncate_by_bytes(string, max_bytes):
+    # type: (str, int) -> str
+    """
+    Truncate a UTF-8-encodable string to the last full codepoint so that it fits in max_bytes.
+    """
+    truncated = string.encode("utf-8")[: max_bytes - 3].decode("utf-8", errors="ignore")
+
+    return truncated + "..."
+
+
+def _get_size_in_bytes(value):
+    # type: (str) -> Optional[int]
+    try:
+        return len(value.encode("utf-8"))
+    except (UnicodeEncodeError, UnicodeDecodeError):
+        return None
+
+
+def strip_string(value, max_length=None):
+    # type: (str, Optional[int]) -> Union[AnnotatedValue, str]
+    if not value:
+        return value
+
+    if max_length is None:
+        max_length = DEFAULT_MAX_VALUE_LENGTH
+
+    byte_size = _get_size_in_bytes(value)
+    text_size = len(value)
+
+    if byte_size is not None and byte_size > max_length:
+        # truncate to max_length bytes, preserving code points
+        truncated_value = _truncate_by_bytes(value, max_length)
+    elif text_size is not None and text_size > max_length:
+        # fallback to truncating by string length
+        truncated_value = value[: max_length - 3] + "..."
+    else:
+        return value
+
+    return AnnotatedValue(
+        value=truncated_value,
+        metadata={
+            "len": byte_size or text_size,
+            "rem": [["!limit", "x", max_length - 3, max_length]],
+        },
+    )
+
+
+def _extract_plain_substring(pattern):
+    # Matches inline flag groups like (?i), (?ai), (?ims), etc. that include the 'i' flag.
+    # Python regex flags: a=ASCII, i=IGNORECASE, L=LOCALE, m=MULTILINE, s=DOTALL, u=UNICODE, x=VERBOSE
+    inline_flags = re.match(r"^\(\?[aiLmsux]*i[aiLmsux]*\)", pattern)
+    if not inline_flags:
+        return None
+    remainder = pattern[inline_flags.end() :]
+    if not remainder or any(c in _REGEX_METACHARACTERS for c in remainder):
+        return None
+    return remainder.lower()
+
+
+def _compile_patterns(patterns):
+    if not patterns:
+        return None
+    substrings = []
+    regexes = []
+    for pattern in patterns:
+        simple = _extract_plain_substring(pattern)
+        if simple is not None:
+            substrings.append(simple)
+        else:
+            try:
+                regexes.append(re.compile(pattern))
+            except Exception:
+                pass
+    if not substrings and not regexes:
+        return None
+    return (substrings, regexes)
+
+
+def _pattern_matches(name, patterns):
+    if patterns is None:
+        return False
+    substrings, regexes = patterns
+    if substrings:
+        name_lower = name.lower()
+        for s in substrings:
+            if s in name_lower:
+                return True
+    for pattern in regexes:
+        if pattern.search(name):
+            return True
+    return False
+
+
+def _mask_sensitive_data(value, compiled_mask, _seen=None):
+    if not compiled_mask:
+        return value
+
+    if isinstance(value, (dict, list, tuple)):
+        if _seen is None:
+            _seen = set()
+        obj_id = id(value)
+        if obj_id in _seen:
+            return "<circular ref>"
+        _seen.add(obj_id)
+
+    if isinstance(value, dict):
+        if len(value) > _MAX_COLLECTION_ITEMS_TO_SCAN:
+            return CODE_VARIABLES_TOO_LONG_VALUE
+        result = {}
+        for k, v in value.items():
+            key_str = str(k) if not isinstance(k, str) else k
+            if len(key_str) > _MAX_VALUE_LENGTH_FOR_PATTERN_MATCH:
+                result[k] = CODE_VARIABLES_TOO_LONG_VALUE
+            elif _pattern_matches(key_str, compiled_mask):
+                result[k] = CODE_VARIABLES_REDACTED_VALUE
+            else:
+                result[k] = _mask_sensitive_data(v, compiled_mask, _seen)
+        return result
+    elif isinstance(value, (list, tuple)):
+        if len(value) > _MAX_COLLECTION_ITEMS_TO_SCAN:
+            return CODE_VARIABLES_TOO_LONG_VALUE
+        masked_items = [
+            _mask_sensitive_data(item, compiled_mask, _seen) for item in value
+        ]
+        return type(value)(masked_items)
+    elif isinstance(value, str):
+        if len(value) > _MAX_VALUE_LENGTH_FOR_PATTERN_MATCH:
+            return CODE_VARIABLES_TOO_LONG_VALUE
+        if _pattern_matches(value, compiled_mask):
+            return CODE_VARIABLES_REDACTED_VALUE
+        return value
+    else:
+        return value
+
+
+def _serialize_variable_value(value, limiter, max_length=1024, compiled_mask=None):
+    try:
+        if value is None:
+            result = "None"
+        elif isinstance(value, bool):
+            result = str(value)
+        elif isinstance(value, (int, float)):
+            result_size = len(str(value))
+            if not limiter.can_add(result_size):
+                return None
+            limiter.add(result_size)
+            return value
+        elif isinstance(value, str):
+            if len(value) > _MAX_VALUE_LENGTH_FOR_PATTERN_MATCH:
+                result = CODE_VARIABLES_TOO_LONG_VALUE
+            elif compiled_mask and _pattern_matches(value, compiled_mask):
+                result = CODE_VARIABLES_REDACTED_VALUE
+            else:
+                result = value
+        else:
+            masked_value = _mask_sensitive_data(value, compiled_mask)
+            result = json.dumps(masked_value)
+
+        if len(result) > max_length:
+            result = result[: max_length - 3] + "..."
+
+        result_size = len(result)
+        if not limiter.can_add(result_size):
+            return None
+        limiter.add(result_size)
+
+        return result
+    except Exception:
+        try:
+            result = repr(value)
+            if len(result) > max_length:
+                result = result[: max_length - 3] + "..."
+
+            result_size = len(result)
+            if not limiter.can_add(result_size):
+                return None
+            limiter.add(result_size)
+            return result
+        except Exception:
+            try:
+                fallback = f"<{type(value).__name__}>"
+                fallback_size = len(fallback)
+                if not limiter.can_add(fallback_size):
+                    return None
+                limiter.add(fallback_size)
+                return fallback
+            except Exception:
+                fallback = "<unserializable object>"
+                fallback_size = len(fallback)
+                if not limiter.can_add(fallback_size):
+                    return None
+                limiter.add(fallback_size)
+                return fallback
+
+
+def _is_simple_type(value):
+    return isinstance(value, (type(None), bool, int, float, str))
+
+
+def serialize_code_variables(
+    frame, limiter, mask_patterns=None, ignore_patterns=None, max_length=1024
+):
+    if mask_patterns is None:
+        mask_patterns = []
+    if ignore_patterns is None:
+        ignore_patterns = []
+
+    compiled_mask = _compile_patterns(mask_patterns)
+    compiled_ignore = _compile_patterns(ignore_patterns)
+
+    try:
+        local_vars = frame.f_locals.copy()
+    except Exception:
+        return {}
+
+    simple_vars = {}
+    complex_vars = {}
+
+    for name, value in local_vars.items():
+        if _pattern_matches(name, compiled_ignore):
+            continue
+
+        if _is_simple_type(value):
+            simple_vars[name] = value
+        else:
+            complex_vars[name] = value
+
+    result = {}
+
+    all_vars = {**simple_vars, **complex_vars}
+    ordered_names = list(sorted(simple_vars.keys())) + list(sorted(complex_vars.keys()))
+
+    for name in ordered_names:
+        value = all_vars[name]
+
+        if _pattern_matches(name, compiled_mask):
+            redacted_value = CODE_VARIABLES_REDACTED_VALUE
+            redacted_size = len(redacted_value)
+            if not limiter.can_add(redacted_size):
+                break
+            limiter.add(redacted_size)
+            result[name] = redacted_value
+        else:
+            serialized = _serialize_variable_value(
+                value, limiter, max_length, compiled_mask
+            )
+            if serialized is None:
+                break
+            result[name] = serialized
+
+    return result
+
+
+def try_attach_code_variables_to_frames(
+    all_exceptions, exc_info, mask_patterns, ignore_patterns
+):
+    try:
+        attach_code_variables_to_frames(
+            all_exceptions, exc_info, mask_patterns, ignore_patterns
+        )
+    except Exception:
+        pass
+
+
+def attach_code_variables_to_frames(
+    all_exceptions, exc_info, mask_patterns, ignore_patterns
+):
+    exc_type, exc_value, traceback = exc_info
+
+    if traceback is None:
+        return
+
+    tb_frames = list(iter_stacks(traceback))
+
+    if not tb_frames:
+        return
+
+    limiter = VariableSizeLimiter()
+
+    for exception in all_exceptions:
+        stacktrace = exception.get("stacktrace")
+        if not stacktrace or "frames" not in stacktrace:
+            continue
+
+        serialized_frames = stacktrace["frames"]
+
+        for serialized_frame, tb_item in zip(serialized_frames, tb_frames):
+            if not serialized_frame.get("in_app"):
+                continue
+
+            variables = serialize_code_variables(
+                tb_item.tb_frame,
+                limiter,
+                mask_patterns=mask_patterns,
+                ignore_patterns=ignore_patterns,
+                max_length=1024,
+            )
+
+            if variables:
+                serialized_frame["code_variables"] = variables
diff --git a/posthog/feature_flag_evaluations.py b/posthog/feature_flag_evaluations.py
new file mode 100644
index 00000000..88bcf916
--- /dev/null
+++ b/posthog/feature_flag_evaluations.py
@@ -0,0 +1,261 @@
+"""FeatureFlagEvaluations — a snapshot of feature flag values for a single distinct_id.
+
+Returned by Client.evaluate_flags(). Branch on .is_enabled() / .get_flag(), then pass
+the same snapshot to capture() via the `flags` option so events carry the exact flag
+values the code branched on, with no additional /flags request.
+"""
+
+from dataclasses import dataclass
+from typing import Any, Callable, Dict, List, Optional, Set
+
+from posthog.types import FlagValue
+
+
+@dataclass(frozen=True)
+class _EvaluatedFlagRecord:
+    """Internal per-flag record stored by a FeatureFlagEvaluations instance."""
+
+    key: str
+    enabled: bool
+    variant: Optional[str]
+    payload: Optional[Any]
+    id: Optional[int]
+    version: Optional[int]
+    reason: Optional[str]
+    locally_evaluated: bool
+
+
+@dataclass
+class _FeatureFlagEvaluationsHost:
+    """Callbacks the evaluations object uses to talk back to the client.
+
+    Kept as a plain dataclass of callables so the class stays decoupled from the
+    full Client surface — this also makes it trivial to construct a fake host in tests.
+    """
+
+    capture_flag_called_event_if_needed: Callable[..., None]
+    log_warning: Callable[[str], None]
+
+
+class FeatureFlagEvaluations:
+    """A point-in-time snapshot of feature flag evaluations for a single distinct_id.
+
+    Returned by :meth:`Client.evaluate_flags` — branch on :meth:`is_enabled` /
+    :meth:`get_flag` and pass the same object to :meth:`Client.capture` via the
+    ``flags`` option so the captured event carries the exact flag values the code
+    branched on.
+
+    Example::
+
+        flags = posthog.evaluate_flags(distinct_id, person_properties={"plan": "enterprise"})
+        if flags.is_enabled("new-dashboard"):
+            render_new_dashboard()
+        posthog.capture("page_viewed", distinct_id=distinct_id, flags=flags)
+
+    To narrow the set of flags that get attached to a captured event, use the in-memory
+    helpers :meth:`only` and :meth:`only_accessed`. To narrow the set of flags requested
+    from the server in the first place, pass ``flag_keys`` to :meth:`Client.evaluate_flags`.
+    """
+
+    def __init__(
+        self,
+        host: _FeatureFlagEvaluationsHost,
+        distinct_id: str,
+        flags: Dict[str, _EvaluatedFlagRecord],
+        groups: Optional[Dict[str, str]] = None,
+        disable_geoip: Optional[bool] = None,
+        request_id: Optional[str] = None,
+        evaluated_at: Optional[int] = None,
+        errors_while_computing: bool = False,
+        quota_limited: bool = False,
+        accessed: Optional[Set[str]] = None,
+    ) -> None:
+        """Internal — instances are created by the SDK via ``Client.evaluate_flags()``."""
+        self._host = host
+        self._distinct_id = distinct_id
+        self._flags = flags
+        self._groups: Dict[str, str] = groups or {}
+        self._disable_geoip = disable_geoip
+        self._request_id = request_id
+        self._evaluated_at = evaluated_at
+        self._errors_while_computing = errors_while_computing
+        self._quota_limited = quota_limited
+        self._accessed: Set[str] = set(accessed) if accessed is not None else set()
+
+    def is_enabled(self, key: str) -> bool:
+        """Return whether the flag is enabled. Fires ``$feature_flag_called`` on the
+        first access per (distinct_id, flag, value) tuple, deduped via the SDK's cache.
+
+        Flags that were not returned from the underlying evaluation are treated as
+        disabled (returns ``False``).
+        """
+        flag = self._flags.get(key)
+        self._record_access(key)
+        return bool(flag.enabled) if flag else False
+
+    def get_flag(self, key: str) -> Optional[FlagValue]:
+        """Return the flag value. Fires ``$feature_flag_called`` on first access.
+
+        Returns the variant string for multivariate flags, ``True`` for enabled flags
+        without a variant, ``False`` for disabled flags, and ``None`` for flags that
+        were not returned by the evaluation.
+        """
+        flag = self._flags.get(key)
+        self._record_access(key)
+        if not flag:
+            return None
+        if not flag.enabled:
+            return False
+        return flag.variant if flag.variant is not None else True
+
+    def get_flag_payload(self, key: str) -> Optional[Any]:
+        """Return the payload associated with a flag.
+
+        Does not count as an access for :meth:`only_accessed` and does not fire any event.
+        """
+        flag = self._flags.get(key)
+        return flag.payload if flag else None
+
+    def only_accessed(self) -> "FeatureFlagEvaluations":
+        """Return a filtered copy containing only flags accessed via :meth:`is_enabled`
+        or :meth:`get_flag` before this call.
+
+        Order-dependent: if nothing has been accessed yet, the returned snapshot is
+        empty. The method honors its name — pre-access if you want a populated result.
+        """
+        filtered = {k: self._flags[k] for k in self._accessed if k in self._flags}
+        return self._clone_with(filtered)
+
+    def only(self, keys: List[str]) -> "FeatureFlagEvaluations":
+        """Return a filtered copy containing only flags with the given keys. Keys that
+        are not present in the evaluation are dropped and logged as a warning.
+        """
+        filtered: Dict[str, _EvaluatedFlagRecord] = {}
+        missing: List[str] = []
+        for key in keys:
+            flag = self._flags.get(key)
+            if flag is not None:
+                filtered[key] = flag
+            else:
+                missing.append(key)
+        if missing:
+            self._host.log_warning(
+                "FeatureFlagEvaluations.only() was called with flag keys that are not in the "
+                f"evaluation set and will be dropped: {', '.join(missing)}"
+            )
+        return self._clone_with(filtered)
+
+    @property
+    def keys(self) -> List[str]:
+        """Return the flag keys that are part of this evaluation."""
+        return list(self._flags.keys())
+
+    # --- Internal -------------------------------------------------------------
+
+    def _get_event_properties(self) -> Dict[str, Any]:
+        """Build the ``$feature/*`` and ``$active_feature_flags`` properties for an event.
+
+        Internal — called by capture() when an event is captured with ``flags=...``.
+        """
+        properties: Dict[str, Any] = {}
+        active_flags: List[str] = []
+        for key, flag in self._flags.items():
+            value: FlagValue = (
+                False
+                if not flag.enabled
+                else (flag.variant if flag.variant is not None else True)
+            )
+            properties[f"$feature/{key}"] = value
+            if flag.enabled:
+                active_flags.append(key)
+        if active_flags:
+            properties["$active_feature_flags"] = sorted(active_flags)
+        return properties
+
+    @property
+    def _internal_distinct_id(self) -> str:
+        return self._distinct_id
+
+    @property
+    def _internal_groups(self) -> Dict[str, str]:
+        return self._groups
+
+    def _clone_with(
+        self, flags: Dict[str, _EvaluatedFlagRecord]
+    ) -> "FeatureFlagEvaluations":
+        return FeatureFlagEvaluations(
+            host=self._host,
+            distinct_id=self._distinct_id,
+            flags=flags,
+            groups=self._groups,
+            disable_geoip=self._disable_geoip,
+            request_id=self._request_id,
+            evaluated_at=self._evaluated_at,
+            errors_while_computing=self._errors_while_computing,
+            quota_limited=self._quota_limited,
+            # Copy the accessed set so the child tracks further access independently
+            # of the parent. Callers expect ``only_accessed()`` on the parent to reflect
+            # only what the parent saw, not what happened on filtered views.
+            accessed=set(self._accessed),
+        )
+
+    def _record_access(self, key: str) -> None:
+        self._accessed.add(key)
+
+        # Empty snapshots (no resolvable distinct_id) are returned by ``evaluate_flags()``
+        # as a safety fallback. Firing $feature_flag_called for them would emit events
+        # with an empty distinct_id, polluting analytics — short-circuit here.
+        if not self._distinct_id:
+            return
+
+        flag = self._flags.get(key)
+        if flag is None:
+            response: Optional[FlagValue] = None
+        elif not flag.enabled:
+            response = False
+        else:
+            response = flag.variant if flag.variant is not None else True
+
+        properties: Dict[str, Any] = {
+            "$feature_flag": key,
+            "$feature_flag_response": response,
+            "locally_evaluated": flag.locally_evaluated if flag else False,
+            f"$feature/{key}": response,
+        }
+
+        if flag is not None:
+            if flag.payload is not None:
+                properties["$feature_flag_payload"] = flag.payload
+            if flag.id:
+                properties["$feature_flag_id"] = flag.id
+            if flag.version:
+                properties["$feature_flag_version"] = flag.version
+            if flag.reason:
+                properties["$feature_flag_reason"] = flag.reason
+
+        if self._request_id:
+            properties["$feature_flag_request_id"] = self._request_id
+        if self._evaluated_at and not (flag and flag.locally_evaluated):
+            properties["$feature_flag_evaluated_at"] = self._evaluated_at
+
+        # Build the comma-joined `$feature_flag_error` matching the single-flag path's
+        # granularity: response-level errors (errors-while-computing, quota-limited) are
+        # combined with per-flag errors (flag-missing) so consumers can filter by type.
+        errors: List[str] = []
+        if self._errors_while_computing:
+            errors.append("errors_while_computing_flags")
+        if self._quota_limited:
+            errors.append("quota_limited")
+        if flag is None:
+            errors.append("flag_missing")
+        if errors:
+            properties["$feature_flag_error"] = ",".join(errors)
+
+        self._host.capture_flag_called_event_if_needed(
+            distinct_id=self._distinct_id,
+            key=key,
+            response=response,
+            groups=self._groups,
+            disable_geoip=self._disable_geoip,
+            properties=properties,
+        )
diff --git a/posthog/feature_flags.py b/posthog/feature_flags.py
new file mode 100644
index 00000000..3ebf45e4
--- /dev/null
+++ b/posthog/feature_flags.py
@@ -0,0 +1,954 @@
+import calendar
+import datetime
+import hashlib
+import logging
+import re
+import warnings
+from enum import Enum
+from typing import Optional
+
+from posthog import utils
+from posthog.types import FlagValue
+from posthog.utils import convert_to_datetime_aware, is_valid_regex
+
+__LONG_SCALE__ = float(0xFFFFFFFFFFFFFFF)
+
+log = logging.getLogger("posthog")
+
+NONE_VALUES_ALLOWED_OPERATORS = ["is_not"]
+
+
+class ConditionMatch(Enum):
+    """Outcome of evaluating a single condition group.
+
+    OUT_OF_ROLLOUT_BOUND means the group's property filters matched (or there were none)
+    but the rollout percentage excluded the user — the only case that triggers a flag's
+    ``early_exit`` short-circuit. Mirrors the server-side (Rust) engine's match cases.
+    """
+
+    MATCH = "match"
+    NO_MATCH = "no_match"
+    OUT_OF_ROLLOUT_BOUND = "out_of_rollout_bound"
+
+
+# All operators supported by match_property, grouped by category.
+EQUALITY_OPERATORS = ("exact", "is_not", "is_set", "is_not_set")
+STRING_OPERATORS = ("icontains", "not_icontains", "regex", "not_regex")
+NUMERIC_OPERATORS = ("gt", "gte", "lt", "lte")
+DATE_OPERATORS = ("is_date_before", "is_date_after")
+SEMVER_COMPARISON_OPERATORS = (
+    "semver_eq",
+    "semver_neq",
+    "semver_gt",
+    "semver_gte",
+    "semver_lt",
+    "semver_lte",
+)
+SEMVER_RANGE_OPERATORS = ("semver_tilde", "semver_caret", "semver_wildcard")
+SEMVER_OPERATORS = SEMVER_COMPARISON_OPERATORS + SEMVER_RANGE_OPERATORS
+
+PROPERTY_OPERATORS = (
+    EQUALITY_OPERATORS
+    + STRING_OPERATORS
+    + NUMERIC_OPERATORS
+    + DATE_OPERATORS
+    + SEMVER_OPERATORS
+)
+
+
+class InconclusiveMatchError(Exception):
+    pass
+
+
+class RequiresServerEvaluation(Exception):
+    """
+    Raised when feature flag evaluation requires server-side data that is not
+    available locally (e.g., static cohorts, experience continuity).
+
+    This error should propagate immediately to trigger API fallback, unlike
+    InconclusiveMatchError which allows trying other conditions.
+    """
+
+    pass
+
+
+# This function takes a bucketing value and a feature flag key and returns a float between 0 and 1.
+# Given the same bucketing value and key, it'll always return the same float. These floats are
+# uniformly distributed between 0 and 1, so if we want to show this feature to 20% of traffic
+# we can do _hash(key, bucketing_value) < 0.2
+def _hash(key: str, bucketing_value: str, salt: str = "") -> float:
+    hash_key = f"{key}.{bucketing_value}{salt}"
+    hash_val = int(hashlib.sha1(hash_key.encode("utf-8")).hexdigest()[:15], 16)
+    return hash_val / __LONG_SCALE__
+
+
+def get_matching_variant(flag, bucketing_value):
+    hash_value = _hash(flag["key"], bucketing_value, salt="variant")
+    for variant in variant_lookup_table(flag):
+        if hash_value >= variant["value_min"] and hash_value < variant["value_max"]:
+            return variant["key"]
+    return None
+
+
+def variant_lookup_table(feature_flag):
+    lookup_table = []
+    value_min = 0
+    multivariates = ((feature_flag.get("filters") or {}).get("multivariate") or {}).get(
+        "variants"
+    ) or []
+    for variant in multivariates:
+        value_max = value_min + variant["rollout_percentage"] / 100
+        lookup_table.append(
+            {"value_min": value_min, "value_max": value_max, "key": variant["key"]}
+        )
+        value_min = value_max
+    return lookup_table
+
+
+def evaluate_flag_dependency(
+    property,
+    flags_by_key,
+    evaluation_cache,
+    distinct_id,
+    properties,
+    cohort_properties,
+    device_id=None,
+):
+    """
+    Evaluate a flag dependency property according to the dependency chain algorithm.
+
+    Args:
+        property: Flag property with type="flag" and dependency_chain
+        flags_by_key: Dictionary of all flags by their key
+        evaluation_cache: Cache for storing evaluation results
+        distinct_id: The distinct ID being evaluated
+        properties: Person properties for evaluation
+        cohort_properties: Cohort properties for evaluation
+        device_id: The device ID for bucketing (optional)
+
+    Returns:
+        bool: True if all dependencies in the chain evaluate to True, False otherwise
+    """
+    if flags_by_key is None or evaluation_cache is None:
+        # Cannot evaluate flag dependencies without required context
+        raise InconclusiveMatchError(
+            f"Cannot evaluate flag dependency on '{property.get('key', 'unknown')}' without flags_by_key and evaluation_cache"
+        )
+
+    # Check if dependency_chain is present - it should always be provided for flag dependencies
+    if "dependency_chain" not in property:
+        # Missing dependency_chain indicates malformed server data
+        raise InconclusiveMatchError(
+            f"Flag dependency property for '{property.get('key', 'unknown')}' is missing required 'dependency_chain' field"
+        )
+
+    dependency_chain = property["dependency_chain"]
+
+    # Handle circular dependency (empty chain means circular)
+    if len(dependency_chain) == 0:
+        log.debug(f"Circular dependency detected for flag: {property.get('key')}")
+        raise InconclusiveMatchError(
+            f"Circular dependency detected for flag '{property.get('key', 'unknown')}'"
+        )
+
+    # Evaluate all dependencies in the chain order
+    for dep_flag_key in dependency_chain:
+        if dep_flag_key not in evaluation_cache:
+            # Need to evaluate this dependency first
+            dep_flag = flags_by_key.get(dep_flag_key)
+            if not dep_flag:
+                # Missing flag dependency - cannot evaluate locally
+                evaluation_cache[dep_flag_key] = None
+                raise InconclusiveMatchError(
+                    f"Cannot evaluate flag dependency '{dep_flag_key}' - flag not found in local flags"
+                )
+            else:
+                # Check if the flag is active (same check as in client._compute_flag_locally)
+                if not dep_flag.get("active"):
+                    evaluation_cache[dep_flag_key] = False
+                else:
+                    # Recursively evaluate the dependency
+                    try:
+                        dep_flag_filters = dep_flag.get("filters") or {}
+                        dep_aggregation_group_type_index = dep_flag_filters.get(
+                            "aggregation_group_type_index"
+                        )
+                        if dep_aggregation_group_type_index is not None:
+                            # Group flags should continue bucketing by the group key
+                            # from the current evaluation context.
+                            dep_bucketing_value = distinct_id
+                        else:
+                            dep_bucketing_value = resolve_bucketing_value(
+                                dep_flag, distinct_id, device_id
+                            )
+                        dep_result = match_feature_flag_properties(
+                            dep_flag,
+                            distinct_id,
+                            properties,
+                            cohort_properties=cohort_properties,
+                            flags_by_key=flags_by_key,
+                            evaluation_cache=evaluation_cache,
+                            device_id=device_id,
+                            bucketing_value=dep_bucketing_value,
+                        )
+                        evaluation_cache[dep_flag_key] = dep_result
+                    except InconclusiveMatchError as e:
+                        # If we can't evaluate a dependency, store None and propagate the error
+                        evaluation_cache[dep_flag_key] = None
+                        raise InconclusiveMatchError(
+                            f"Cannot evaluate flag dependency '{dep_flag_key}': {e}"
+                        ) from e
+
+        # Check the cached result
+        cached_result = evaluation_cache[dep_flag_key]
+        if cached_result is None:
+            # Previously inconclusive - raise error again
+            raise InconclusiveMatchError(
+                f"Flag dependency '{dep_flag_key}' was previously inconclusive"
+            )
+        elif not cached_result:
+            # Definitive False result - dependency failed
+            return False
+
+    # All dependencies in the chain have been evaluated successfully
+    # Now check if the final flag value matches the expected value in the property
+    flag_key = property.get("key")
+    expected_value = property.get("value")
+    operator = property.get("operator", "exact")
+
+    if flag_key and expected_value is not None:
+        # Get the actual value of the flag we're checking
+        actual_value = evaluation_cache.get(flag_key)
+
+        if actual_value is None:
+            # Flag wasn't evaluated - this shouldn't happen if dependency chain is correct
+            raise InconclusiveMatchError(
+                f"Flag '{flag_key}' was not evaluated despite being in dependency chain"
+            )
+
+        # For flag dependencies, we need to compare the actual flag result with expected value
+        # using the flag_evaluates_to operator logic
+        if operator == "flag_evaluates_to":
+            return matches_dependency_value(expected_value, actual_value)
+        else:
+            # This should never happen, but just to be defensive.
+            raise InconclusiveMatchError(
+                f"Flag dependency property for '{property.get('key', 'unknown')}' has invalid operator '{operator}'"
+            )
+
+    # If no value check needed, return True (all dependencies passed)
+    return True
+
+
+def matches_dependency_value(expected_value, actual_value):
+    """
+    Check if the actual flag value matches the expected dependency value.
+
+    This follows the same logic as the C# MatchesDependencyValue function:
+    - String variant case: check for exact match or boolean true
+    - Boolean case: must match expected boolean value
+
+    Args:
+        expected_value: The expected value from the property
+        actual_value: The actual value returned by the flag evaluation
+
+    Returns:
+        bool: True if the values match according to flag dependency rules
+    """
+    # String variant case - check for exact match or boolean true
+    if isinstance(actual_value, str) and len(actual_value) > 0:
+        if isinstance(expected_value, bool):
+            # Any variant matches boolean true
+            return expected_value
+        elif isinstance(expected_value, str):
+            # variants are case-sensitive, hence our comparison is too
+            return actual_value == expected_value
+        else:
+            return False
+
+    # Boolean case - must match expected boolean value
+    elif isinstance(actual_value, bool) and isinstance(expected_value, bool):
+        return actual_value == expected_value
+
+    # Default case
+    return False
+
+
+def resolve_bucketing_value(flag, distinct_id, device_id=None):
+    """Resolve the bucketing value for a flag based on its bucketing_identifier setting.
+
+    Returns:
+        The appropriate identifier string to use for hashing/bucketing.
+
+    Raises:
+        InconclusiveMatchError: If the flag requires device_id but none was provided.
+    """
+    flag_filters = flag.get("filters") or {}
+    bucketing_identifier = flag.get("bucketing_identifier") or flag_filters.get(
+        "bucketing_identifier"
+    )
+    if bucketing_identifier == "device_id":
+        if not device_id:
+            raise InconclusiveMatchError(
+                "Flag requires device_id for bucketing but none was provided"
+            )
+        return device_id
+    return distinct_id
+
+
+def match_feature_flag_properties(
+    flag,
+    distinct_id,
+    properties,
+    *,
+    cohort_properties=None,
+    flags_by_key=None,
+    evaluation_cache=None,
+    device_id=None,
+    bucketing_value=None,
+    group_type_mapping=None,
+    groups=None,
+    group_properties=None,
+) -> FlagValue:
+    if bucketing_value is None:
+        warnings.warn(
+            "Calling match_feature_flag_properties() without bucketing_value is deprecated. "
+            "Pass bucketing_value explicitly. This fallback will be removed in a future major release.",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+        bucketing_value = resolve_bucketing_value(flag, distinct_id, device_id)
+
+    flag_filters = flag.get("filters") or {}
+    flag_conditions = flag_filters.get("groups") or []
+    flag_aggregation = flag_filters.get("aggregation_group_type_index")
+    early_exit_enabled = flag_filters.get("early_exit")
+    is_inconclusive = False
+    cohort_properties = cohort_properties or {}
+    groups = groups or {}
+    group_properties = group_properties or {}
+    group_type_mapping = group_type_mapping or {}
+    # Some filters can be explicitly set to null, which require accessing variants like so
+    flag_variants = (flag_filters.get("multivariate") or {}).get("variants") or []
+    valid_variant_keys = [variant["key"] for variant in flag_variants]
+
+    for condition in flag_conditions:
+        try:
+            # Per-condition aggregation overrides only when the condition explicitly
+            # sets its own aggregation_group_type_index (mixed targeting).
+            # When absent, use the properties/bucketing already resolved by the caller.
+            condition_aggregation = condition.get(
+                "aggregation_group_type_index", flag_aggregation
+            )
+
+            # Mixed-override path: condition-level aggregation differs from flag-level.
+            # This assumes flag-level aggregation is None for mixed flags.
+            if condition_aggregation != flag_aggregation:
+                if condition_aggregation is not None:
+                    group_name = group_type_mapping.get(str(condition_aggregation))
+                    if not group_name or group_name not in groups:
+                        log.debug(
+                            "Skipping group condition for flag '%s': group type index %s not available",
+                            flag.get("key", ""),
+                            condition_aggregation,
+                        )
+                        continue
+                    if group_name not in group_properties:
+                        is_inconclusive = True
+                        continue
+                    effective_properties = group_properties[group_name]
+                    effective_bucketing = groups[group_name]
+                else:
+                    effective_properties = properties
+                    effective_bucketing = bucketing_value
+            else:
+                effective_properties = properties
+                effective_bucketing = bucketing_value
+
+            match_result = is_condition_match(
+                flag,
+                distinct_id,
+                condition,
+                effective_properties,
+                cohort_properties,
+                flags_by_key,
+                evaluation_cache,
+                bucketing_value=effective_bucketing,
+                device_id=device_id,
+            )
+            if match_result == ConditionMatch.MATCH:
+                variant_override = condition.get("variant")
+                if variant_override and variant_override in valid_variant_keys:
+                    variant = variant_override
+                else:
+                    variant = get_matching_variant(flag, effective_bucketing)
+                return variant or True
+            elif (
+                early_exit_enabled
+                and match_result == ConditionMatch.OUT_OF_ROLLOUT_BOUND
+            ):
+                # The condition's property filters (if any) matched and only the rollout check
+                # failed, so re-evaluating later groups can't change the outcome. Return a
+                # deterministic False, mirroring the server-side engine.
+                return False
+        except RequiresServerEvaluation:
+            # Static cohort or other missing server-side data - must fallback to API
+            raise
+        except InconclusiveMatchError:
+            # Evaluation error (bad regex, invalid date, missing property, etc.)
+            # Track that we had an inconclusive match, but try other conditions
+            is_inconclusive = True
+
+    if is_inconclusive:
+        raise InconclusiveMatchError(
+            "Can't determine if feature flag is enabled or not with given properties"
+        )
+
+    # We can only return False when either all conditions are False, or
+    # no condition was inconclusive.
+    return False
+
+
+def is_condition_match(
+    feature_flag,
+    distinct_id,
+    condition,
+    properties,
+    cohort_properties,
+    flags_by_key=None,
+    evaluation_cache=None,
+    *,
+    bucketing_value,
+    device_id=None,
+) -> ConditionMatch:
+    rollout_percentage = condition.get("rollout_percentage")
+    if len(condition.get("properties") or []) > 0:
+        for prop in condition.get("properties"):
+            property_type = prop.get("type")
+            if property_type == "cohort":
+                matches = match_cohort(
+                    prop,
+                    properties,
+                    cohort_properties,
+                    flags_by_key,
+                    evaluation_cache,
+                    distinct_id,
+                    device_id=device_id,
+                )
+            elif property_type == "flag":
+                matches = evaluate_flag_dependency(
+                    prop,
+                    flags_by_key,
+                    evaluation_cache,
+                    distinct_id,
+                    properties,
+                    cohort_properties,
+                    device_id=device_id,
+                )
+            else:
+                matches = match_property(prop, properties)
+            if not matches:
+                return ConditionMatch.NO_MATCH
+
+        if rollout_percentage is None:
+            return ConditionMatch.MATCH
+
+    # Property filters (if any) matched; only the rollout check remains. A failure here means
+    # the user was targeted but excluded by rollout — the server-side engine's OutOfRolloutBound.
+    if rollout_percentage is not None and _hash(
+        feature_flag["key"], bucketing_value
+    ) > (rollout_percentage / 100):
+        return ConditionMatch.OUT_OF_ROLLOUT_BOUND
+
+    return ConditionMatch.MATCH
+
+
+def match_property(property, property_values) -> bool:
+    # only looks for matches where key exists in override_property_values
+    # doesn't support operator is_not_set
+    key = property.get("key")
+    operator = property.get("operator") or "exact"
+    value = property.get("value")
+
+    if operator not in PROPERTY_OPERATORS:
+        raise InconclusiveMatchError(f"Unknown operator {operator}")
+
+    if key not in property_values:
+        raise InconclusiveMatchError(
+            "can't match properties without a given property value"
+        )
+
+    if operator == "is_not_set":
+        raise InconclusiveMatchError("can't match properties with operator is_not_set")
+
+    override_value = property_values[key]
+
+    if (operator not in NONE_VALUES_ALLOWED_OPERATORS) and override_value is None:
+        return False
+
+    if operator in ("exact", "is_not"):
+
+        def compute_exact_match(value, override_value):
+            if isinstance(value, list):
+                return str(override_value).casefold() in [
+                    str(val).casefold() for val in value
+                ]
+            return utils.str_iequals(value, override_value)
+
+        if operator == "exact":
+            return compute_exact_match(value, override_value)
+        else:
+            return not compute_exact_match(value, override_value)
+
+    if operator == "is_set":
+        return key in property_values
+
+    if operator == "icontains":
+        return utils.str_icontains(override_value, value)
+
+    if operator == "not_icontains":
+        return not utils.str_icontains(override_value, value)
+
+    if operator == "regex":
+        return (
+            is_valid_regex(str(value))
+            and re.compile(str(value)).search(str(override_value)) is not None
+        )
+
+    if operator == "not_regex":
+        return (
+            is_valid_regex(str(value))
+            and re.compile(str(value)).search(str(override_value)) is None
+        )
+
+    if operator in ("gt", "gte", "lt", "lte"):
+        # :TRICKY: We adjust comparison based on the override value passed in,
+        # to make sure we handle both numeric and string comparisons appropriately.
+        def compare(lhs, rhs, operator):
+            if operator == "gt":
+                return lhs > rhs
+            elif operator == "gte":
+                return lhs >= rhs
+            elif operator == "lt":
+                return lhs < rhs
+            elif operator == "lte":
+                return lhs <= rhs
+            else:
+                raise ValueError(f"Invalid operator: {operator}")
+
+        parsed_value = None
+        try:
+            parsed_value = float(value)
+        except Exception:
+            pass
+
+        if parsed_value is not None and override_value is not None:
+            if isinstance(override_value, str):
+                return compare(override_value, str(value), operator)
+            else:
+                return compare(override_value, parsed_value, operator)
+        else:
+            return compare(str(override_value), str(value), operator)
+
+    if operator in ["is_date_before", "is_date_after"]:
+        try:
+            parsed_date = relative_date_parse_for_feature_flag_matching(str(value))
+
+            if not parsed_date:
+                parsed_date = parse_datetime(str(value))
+                parsed_date = convert_to_datetime_aware(parsed_date)
+        except Exception as e:
+            raise InconclusiveMatchError(
+                "The date set on the flag is not a valid format"
+            ) from e
+
+        if not parsed_date:
+            raise InconclusiveMatchError(
+                "The date set on the flag is not a valid format"
+            )
+
+        if isinstance(override_value, datetime.datetime):
+            override_date = convert_to_datetime_aware(override_value)
+            if operator == "is_date_before":
+                return override_date < parsed_date
+            else:
+                return override_date > parsed_date
+        elif isinstance(override_value, datetime.date):
+            if operator == "is_date_before":
+                return override_value < parsed_date.date()
+            else:
+                return override_value > parsed_date.date()
+        elif isinstance(override_value, str):
+            try:
+                override_date = parse_datetime(override_value)
+                override_date = convert_to_datetime_aware(override_date)
+                if operator == "is_date_before":
+                    return override_date < parsed_date
+                else:
+                    return override_date > parsed_date
+            except Exception:
+                raise InconclusiveMatchError("The date provided is not a valid format")
+        else:
+            raise InconclusiveMatchError(
+                "The date provided must be a string or date object"
+            )
+
+    if operator in SEMVER_OPERATORS:
+        try:
+            override_parsed = parse_semver(override_value)
+        except (ValueError, TypeError):
+            raise InconclusiveMatchError(
+                f"Person property value '{override_value}' is not a valid semver"
+            )
+
+        if operator in SEMVER_COMPARISON_OPERATORS:
+            try:
+                flag_parsed = parse_semver(value)
+            except (ValueError, TypeError):
+                raise InconclusiveMatchError(
+                    f"Flag semver value '{value}' is not a valid semver"
+                )
+
+            if operator == "semver_eq":
+                return override_parsed == flag_parsed
+            elif operator == "semver_neq":
+                return override_parsed != flag_parsed
+            elif operator == "semver_gt":
+                return override_parsed > flag_parsed
+            elif operator == "semver_gte":
+                return override_parsed >= flag_parsed
+            elif operator == "semver_lt":
+                return override_parsed < flag_parsed
+            elif operator == "semver_lte":
+                return override_parsed <= flag_parsed
+
+        elif operator == "semver_tilde":
+            try:
+                lower, upper = _tilde_bounds(str(value))
+            except (ValueError, TypeError):
+                raise InconclusiveMatchError(
+                    f"Flag semver value '{value}' is not valid for tilde operator"
+                )
+            return lower <= override_parsed < upper
+
+        elif operator == "semver_caret":
+            try:
+                lower, upper = _caret_bounds(str(value))
+            except (ValueError, TypeError):
+                raise InconclusiveMatchError(
+                    f"Flag semver value '{value}' is not valid for caret operator"
+                )
+            return lower <= override_parsed < upper
+
+        elif operator == "semver_wildcard":
+            try:
+                lower, upper = _wildcard_bounds(str(value))
+            except (ValueError, TypeError):
+                raise InconclusiveMatchError(
+                    f"Flag semver value '{value}' is not valid for wildcard operator"
+                )
+            return lower <= override_parsed < upper
+
+    # Unreachable: all operators in PROPERTY_OPERATORS are handled above,
+    # and unknown operators are rejected at the top of this function.
+    raise InconclusiveMatchError(f"Unknown operator {operator}")
+
+
+def match_cohort(
+    property,
+    property_values,
+    cohort_properties,
+    flags_by_key=None,
+    evaluation_cache=None,
+    distinct_id=None,
+    device_id=None,
+) -> bool:
+    # Cohort properties are in the form of property groups like this:
+    # {
+    #     "cohort_id": {
+    #         "type": "AND|OR",
+    #         "values": [{
+    #            "key": "property_name", "value": "property_value"
+    #        }]
+    #     }
+    # }
+    cohort_id = str(property.get("value"))
+    if cohort_id not in cohort_properties:
+        raise RequiresServerEvaluation(
+            f"cohort {cohort_id} not found in local cohorts - likely a static cohort that requires server evaluation"
+        )
+
+    property_group = cohort_properties[cohort_id]
+    return match_property_group(
+        property_group,
+        property_values,
+        cohort_properties,
+        flags_by_key,
+        evaluation_cache,
+        distinct_id,
+        device_id=device_id,
+    )
+
+
+def match_property_group(
+    property_group,
+    property_values,
+    cohort_properties,
+    flags_by_key=None,
+    evaluation_cache=None,
+    distinct_id=None,
+    device_id=None,
+) -> bool:
+    if not property_group:
+        return True
+
+    property_group_type = property_group.get("type")
+    properties = property_group.get("values")
+
+    if not properties or len(properties) == 0:
+        # empty groups are no-ops, always match
+        return True
+
+    error_matching_locally = False
+
+    if "values" in properties[0]:
+        # a nested property group
+        for prop in properties:
+            try:
+                matches = match_property_group(
+                    prop,
+                    property_values,
+                    cohort_properties,
+                    flags_by_key,
+                    evaluation_cache,
+                    distinct_id,
+                    device_id=device_id,
+                )
+                if property_group_type == "AND":
+                    if not matches:
+                        return False
+                else:
+                    # OR group
+                    if matches:
+                        return True
+            except RequiresServerEvaluation:
+                # Immediately propagate - this condition requires server-side data
+                raise
+            except InconclusiveMatchError as e:
+                log.debug(f"Failed to compute property {prop} locally: {e}")
+                error_matching_locally = True
+
+        if error_matching_locally:
+            raise InconclusiveMatchError(
+                "Can't match cohort without a given cohort property value"
+            )
+        # if we get here, all matched in AND case, or none matched in OR case
+        return property_group_type == "AND"
+
+    else:
+        for prop in properties:
+            try:
+                if prop.get("type") == "cohort":
+                    matches = match_cohort(
+                        prop,
+                        property_values,
+                        cohort_properties,
+                        flags_by_key,
+                        evaluation_cache,
+                        distinct_id,
+                        device_id=device_id,
+                    )
+                elif prop.get("type") == "flag":
+                    matches = evaluate_flag_dependency(
+                        prop,
+                        flags_by_key,
+                        evaluation_cache,
+                        distinct_id,
+                        property_values,
+                        cohort_properties,
+                        device_id=device_id,
+                    )
+                else:
+                    matches = match_property(prop, property_values)
+
+                negation = prop.get("negation", False)
+
+                if property_group_type == "AND":
+                    # if negated property, do the inverse
+                    if not matches and not negation:
+                        return False
+                    if matches and negation:
+                        return False
+                else:
+                    # OR group
+                    if matches and not negation:
+                        return True
+                    if not matches and negation:
+                        return True
+            except RequiresServerEvaluation:
+                # Immediately propagate - this condition requires server-side data
+                raise
+            except InconclusiveMatchError as e:
+                log.debug(f"Failed to compute property {prop} locally: {e}")
+                error_matching_locally = True
+
+        if error_matching_locally:
+            raise InconclusiveMatchError(
+                "can't match cohort without a given cohort property value"
+            )
+
+        # if we get here, all matched in AND case, or none matched in OR case
+        return property_group_type == "AND"
+
+
+def parse_datetime(value: str) -> datetime.datetime:
+    text = value.strip()
+    if text.endswith("Z"):
+        text = text[:-1] + "+00:00"
+    elif text.upper().endswith(" UTC"):
+        text = text[:-4] + "+00:00"
+    elif re.fullmatch(r"\d{4}", text):
+        now = datetime.datetime.now()
+        return datetime.datetime(int(text), now.month, now.day)
+
+    text = re.sub(r" ([+-]\d{2}:\d{2})$", r"\1", text)
+    return datetime.datetime.fromisoformat(text)
+
+
+# Python's stdlib doesn't provide a calendar-aware month/year delta.
+# Clamp the day to the target month's end to match dateutil.relativedelta behavior.
+def _subtract_months(dt: datetime.datetime, months: int) -> Optional[datetime.datetime]:
+    month_index = dt.year * 12 + dt.month - 1 - months
+    year = month_index // 12
+    month = month_index % 12 + 1
+    if not 1 <= year <= 9999:
+        return None
+    day = min(dt.day, calendar.monthrange(year, month)[1])
+    return dt.replace(year=year, month=month, day=day)
+
+
+def _subtract_years(dt: datetime.datetime, years: int) -> Optional[datetime.datetime]:
+    year = dt.year - years
+    if not 1 <= year <= 9999:
+        return None
+    day = min(dt.day, calendar.monthrange(year, dt.month)[1])
+    return dt.replace(year=year, day=day)
+
+
+def relative_date_parse_for_feature_flag_matching(
+    value: str,
+) -> Optional[datetime.datetime]:
+    regex = r"^-?(?P<number>[0-9]+)(?P<interval>[a-z])$"
+    match = re.search(regex, value)
+    parsed_dt = datetime.datetime.now(datetime.timezone.utc)
+    if match:
+        number = int(match.group("number"))
+
+        if number >= 10_000:
+            # Guard against overflow, disallow numbers greater than 10_000
+            return None
+
+        interval = match.group("interval")
+        if interval == "h":
+            parsed_dt = parsed_dt - datetime.timedelta(hours=number)
+        elif interval == "d":
+            parsed_dt = parsed_dt - datetime.timedelta(days=number)
+        elif interval == "w":
+            parsed_dt = parsed_dt - datetime.timedelta(weeks=number)
+        elif interval == "m":
+            return _subtract_months(parsed_dt, number)
+        elif interval == "y":
+            return _subtract_years(parsed_dt, number)
+        else:
+            return None
+
+        return parsed_dt
+    else:
+        return None
+
+
+def _semver_numeric_identifier(part: str) -> int:
+    # Semver 2.0.0 §2: numeric identifiers MUST NOT include leading zeros.
+    if not part or not part.isdigit():
+        raise ValueError(f"Invalid semver numeric identifier: '{part}'")
+    if len(part) > 1 and part[0] == "0":
+        raise ValueError(f"Semver numeric identifier has leading zero: '{part}'")
+    return int(part)
+
+
+def parse_semver(value: str) -> tuple:
+    """Parse a semver string into a comparable (major, minor, patch) integer tuple.
+
+    Matches the behavior of the sortableSemver HogQL function:
+    - Handles v-prefix, whitespace, pre-release suffixes
+    - Defaults missing components to 0 (e.g., 1.2 -> 1.2.0)
+    - Rejects numeric identifiers with leading zeros per semver 2.0.0 §2
+    Raises ValueError if parsing fails.
+    """
+    text = str(value).strip().lstrip("vV")
+    # Strip pre-release/build metadata suffix
+    text = text.split("-")[0].split("+")[0]
+    parts = text.split(".")
+
+    if not parts or not parts[0]:
+        raise ValueError("Invalid semver format")
+
+    major = _semver_numeric_identifier(parts[0])
+    minor = _semver_numeric_identifier(parts[1]) if len(parts) > 1 and parts[1] else 0
+    patch = _semver_numeric_identifier(parts[2]) if len(parts) > 2 and parts[2] else 0
+
+    return (major, minor, patch)
+
+
+def _tilde_bounds(value: str) -> tuple:
+    """~1.2.3 means >=1.2.3 <1.3.0 (allows patch-level changes)."""
+    major, minor, patch = parse_semver(value)
+    return (major, minor, patch), (major, minor + 1, 0)
+
+
+def _caret_bounds(value: str) -> tuple:
+    """Caret follows semver spec:
+    ^1.2.3 means >=1.2.3 <2.0.0
+    ^0.2.3 means >=0.2.3 <0.3.0
+    ^0.0.3 means >=0.0.3 <0.0.4
+    """
+    major, minor, patch = parse_semver(value)
+    lower = (major, minor, patch)
+
+    if major > 0:
+        upper = (major + 1, 0, 0)
+    elif minor > 0:
+        upper = (0, minor + 1, 0)
+    else:
+        upper = (0, 0, patch + 1)
+
+    return lower, upper
+
+
+def _wildcard_bounds(value: str) -> tuple:
+    """Wildcard matching:
+    1.* means >=1.0.0 <2.0.0
+    1.2.* means >=1.2.0 <1.3.0
+    """
+    cleaned = str(value).strip().lstrip("vV").replace("*", "").rstrip(".")
+    if not cleaned:
+        raise ValueError("Invalid wildcard pattern")
+
+    parts = [p for p in cleaned.split(".") if p]
+    if not parts:
+        raise ValueError("Invalid wildcard pattern")
+
+    if len(parts) == 1:
+        major = _semver_numeric_identifier(parts[0])
+        return (major, 0, 0), (major + 1, 0, 0)
+    elif len(parts) == 2:
+        major, minor = (
+            _semver_numeric_identifier(parts[0]),
+            _semver_numeric_identifier(parts[1]),
+        )
+        return (major, minor, 0), (major, minor + 1, 0)
+    else:
+        major = _semver_numeric_identifier(parts[0])
+        minor = _semver_numeric_identifier(parts[1])
+        patch = _semver_numeric_identifier(parts[2])
+        return (major, minor, patch), (major, minor, patch + 1)
diff --git a/posthog/flag_definition_cache.py b/posthog/flag_definition_cache.py
new file mode 100644
index 00000000..d1a58e9d
--- /dev/null
+++ b/posthog/flag_definition_cache.py
@@ -0,0 +1,144 @@
+"""
+Flag Definition Cache Provider interface for multi-worker environments.
+
+This module provides an interface for external caching of feature flag definitions,
+enabling multi-worker environments (Kubernetes, load-balanced servers, serverless
+functions) to share flag definitions and reduce API calls.
+
+Usage:
+
+    from posthog import Posthog
+    from posthog.flag_definition_cache import FlagDefinitionCacheProvider
+
+    cache = RedisFlagDefinitionCache(redis_client, "my-team")
+    posthog = Posthog(
+        "<project_api_key>",
+        personal_api_key="<personal_api_key>",
+        flag_definition_cache_provider=cache,
+    )
+"""
+
+from typing import (
+    Any,
+    Awaitable,
+    Dict,
+    List,
+    Optional,
+    Protocol,
+    Union,
+    runtime_checkable,
+)
+
+from typing_extensions import Required, TypedDict
+
+
+class FlagDefinitionCacheData(TypedDict):
+    """
+    Data structure for cached flag definitions.
+
+    Attributes:
+        flags: List of feature flag definition dictionaries from the API.
+        group_type_mapping: Mapping of group type indices to group names.
+        cohorts: Dictionary of cohort definitions for local evaluation.
+    """
+
+    flags: Required[List[Dict[str, Any]]]
+    group_type_mapping: Required[Dict[str, str]]
+    cohorts: Required[Dict[str, Any]]
+
+
+@runtime_checkable
+class FlagDefinitionCacheProvider(Protocol):
+    """
+    Interface for external caching of feature flag definitions.
+
+    Enables multi-worker environments to share flag definitions, reducing API
+    calls while ensuring all workers have consistent data.
+
+    Methods may be implemented as either synchronous functions or async
+    functions. If a method returns an awaitable, the SDK runs it to completion
+    before continuing.
+
+    The four methods handle the complete lifecycle of flag definition caching:
+
+    1. `should_fetch_flag_definitions()` - Called before each poll to determine
+       if this worker should fetch new definitions. Use for distributed lock
+       coordination to ensure only one worker fetches at a time.
+
+    2. `get_flag_definitions()` - Called when `should_fetch_flag_definitions()`
+       returns False. Returns cached definitions if available.
+
+    3. `on_flag_definitions_received()` - Called after successfully fetching
+       new definitions from the API. Store the data in your external cache
+       and release any locks.
+
+    4. `shutdown()` - Called when the PostHog client shuts down. Release any
+       distributed locks and clean up resources.
+
+    Error Handling:
+        All methods are wrapped in try/except. Errors will be logged but will
+        never break flag evaluation. On error:
+        - `should_fetch_flag_definitions()` errors default to fetching (fail-safe)
+        - `get_flag_definitions()` errors fall back to API fetch
+        - `on_flag_definitions_received()` errors are logged but flags remain in memory
+        - `shutdown()` errors are logged but shutdown continues
+    """
+
+    def get_flag_definitions(
+        self,
+    ) -> Union[
+        Optional[FlagDefinitionCacheData], Awaitable[Optional[FlagDefinitionCacheData]]
+    ]:
+        """
+        Retrieve cached flag definitions.
+
+        Returns:
+            Cached flag definitions if available and valid, None otherwise.
+            May return an awaitable resolving to the same value. Returning None
+            will trigger a fetch from the API if this worker has no flags loaded
+            yet.
+        """
+        ...
+
+    def should_fetch_flag_definitions(self) -> Union[bool, Awaitable[bool]]:
+        """
+        Determine whether this instance should fetch new flag definitions.
+
+        Use this for distributed lock coordination. Only one worker should
+        return True to avoid thundering herd problems. A typical implementation
+        uses a distributed lock (e.g., Redis SETNX) that expires after the
+        poll interval.
+
+        Returns:
+            True if this instance should fetch from the API, False otherwise.
+            May return an awaitable resolving to the same value. When False, the
+            client will call `get_flag_definitions()` to retrieve cached data
+            instead.
+        """
+        ...
+
+    def on_flag_definitions_received(
+        self, data: FlagDefinitionCacheData
+    ) -> Optional[Awaitable[None]]:
+        """
+        Called after successfully receiving new flag definitions from PostHog.
+
+        Use this to store the data in your external cache and release any
+        distributed locks acquired in `should_fetch_flag_definitions()`.
+
+        Args:
+            data: The flag definitions to cache, containing flags,
+                  group_type_mapping, and cohorts.
+        """
+        ...
+
+    def shutdown(self) -> Optional[Awaitable[None]]:
+        """
+        Called when the PostHog client shuts down.
+
+        Use this to release any distributed locks and clean up resources.
+        This method is called even if `should_fetch_flag_definitions()`
+        returned False, so implementations should handle the case where
+        no lock was acquired.
+        """
+        ...
diff --git a/posthog/integrations/__init__.py b/posthog/integrations/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/posthog/integrations/celery.py b/posthog/integrations/celery.py
new file mode 100644
index 00000000..e81600e0
--- /dev/null
+++ b/posthog/integrations/celery.py
@@ -0,0 +1,483 @@
+"""
+Integration for `celery`_ to capture task lifecycle events and exceptions with PostHog.
+
+.. _celery: https://pypi.org/project/celery/
+
+Features:
+- Hooks into Celery signals to automatically capture task lifecycle events
+  (started, success, failure, retry, published) and exceptions.
+- Lifecycle events include Celery-specific properties such as task ID, task name,
+  queue, retry count, duration, Celery version etc.
+- Any custom events captured inside a task (via ``client.capture``) are automatically
+  enriched with the same Celery-specific properties via context tags.
+- Propagates PostHog context (distinct ID, session ID, tags) from the producer
+  process to the worker process.
+
+Supports Celery 4.0+ (Message Protocol Version 2).
+
+Usage
+-----
+
+.. code-block:: python
+
+    from posthog import Posthog
+    from posthog.integrations.celery import PosthogCeleryIntegration
+
+    # ... init Posthog client
+
+    integration = PosthogCeleryIntegration()
+    integration.instrument()
+
+    # ... publish tasks or run workers ...
+
+    integration.shutdown()
+    posthog.shutdown()
+
+See ``examples/celery_integration.py`` for a complete working example.
+
+Supported task states for event emission:
+    - ``published``
+    - ``started``
+    - ``success``
+    - ``failure``
+    - ``retry``
+
+Event properties:
+    All lifecycle and exception events include the following properties:
+
+    - ``celery_task_id`` -- unique task ID
+    - ``celery_task_name`` -- registered task name
+    - ``celery_state`` -- lifecycle state (started, success, failure, etc.)
+    - ``celery_hostname`` -- worker hostname
+    - ``celery_exchange`` -- broker exchange
+    - ``celery_routing_key`` -- broker routing key
+    - ``celery_queue`` -- broker queue name
+    - ``celery_retry_count`` -- number of retries so far
+    - ``celery_version`` -- installed Celery library version
+    - ``celery_task_duration_ms`` -- task wall-clock duration in milliseconds
+      (present on terminal states: success, failure, retry)
+
+    Additional properties on specific states:
+
+    - **failure**: ``error_type``, ``error_message``
+    - **retry**: ``celery_reason``
+"""
+
+import atexit
+import json
+import logging
+import time
+from typing import Any, Callable, Optional
+
+from posthog import contexts
+from posthog.client import Client
+
+
+CONTEXT_DISTINCT_ID_HEADER = "X-POSTHOG-DISTINCT-ID"
+CONTEXT_SESSION_ID_HEADER = "X-POSTHOG-SESSION-ID"
+CONTEXT_TAGS_HEADER = "X-POSTHOG-CONTEXT-TAGS"
+
+logger = logging.getLogger("posthog")
+
+
+class PosthogCeleryIntegration:
+    """Celery integration that captures task lifecycle events and exceptions.
+
+    Args:
+        client: Optional ``Client`` instance. When provided, all events and
+            exceptions are captured through this client rather than the
+            global ``posthog`` module. Don't skip this if using a custom flag
+            definition cache provider, and pass the custom ``Client`` instance
+            here initialized with the custom provider so fork safety for that
+            provider is handled correctly.
+        capture_exceptions: Whether to capture task exceptions via
+            ``capture_exception`` (default ``True``).
+        capture_task_lifecycle_events: Whether to emit lifecycle events of the task
+            such as "started", "success", "failure" etc. (default ``True``).
+        propagate_context: Whether to propagate PostHog context (distinct
+            ID, session ID, tags) from the producer to the worker via task
+            headers (default ``True``).
+        task_filter: Optional callback ``(task_name, task_properties) -> bool`` expected to
+            return ``False`` if a given task should not be tracked.
+    """
+
+    def __init__(
+        self,
+        client: Optional[Client] = None,
+        capture_exceptions: bool = True,
+        capture_task_lifecycle_events: bool = True,
+        propagate_context: bool = True,
+        task_filter: Optional[Callable[[Optional[str], dict[str, Any]], bool]] = None,
+    ):
+        self.client = client
+        self.capture_exceptions = capture_exceptions
+        self.capture_task_lifecycle_events = capture_task_lifecycle_events
+        self.propagate_context = propagate_context
+        self.task_filter = task_filter
+
+        self._instrumented = False
+        self._shut_down = False
+        self._signals: Optional[Any] = None
+        self._celery_version: Optional[str] = None
+
+    def instrument(self) -> None:
+        """Connect Celery signal handlers to capture task events and exceptions.
+        Call this after initializing the PostHog client and this integration.
+
+        If Celery runs on a single host, reinstrumenting in worker children is
+        not strictly necessary because the PostHog client and this integration
+        are fork-safe. If Celery workers run across multiple hosts, each worker
+        process must initialize PostHog, this integration, and call
+        ``instrument()``. Celery provides ``worker_process_init`` signal to help
+        with this.
+        """
+        if self._instrumented:
+            return
+
+        from celery import signals
+        from celery import __version__ as celery_version
+
+        self._shut_down = False
+        self._signals = signals
+        self._celery_version = celery_version
+
+        signals.task_prerun.connect(self._on_task_prerun, weak=False)
+        signals.task_success.connect(self._on_task_success, weak=False)
+        signals.task_failure.connect(self._on_task_failure, weak=False)
+        signals.task_retry.connect(self._on_task_retry, weak=False)
+        signals.before_task_publish.connect(self._on_before_task_publish, weak=False)
+        signals.after_task_publish.connect(self._on_after_task_publish, weak=False)
+
+        signals.worker_process_shutdown.connect(
+            self._on_worker_process_shutdown, weak=False
+        )
+        atexit.register(self.shutdown)
+
+        self._instrumented = True
+
+    def _disconnect_signals(self) -> None:
+        if not self._instrumented or not self._signals:
+            return
+
+        self._signals.task_prerun.disconnect(self._on_task_prerun)
+        self._signals.task_success.disconnect(self._on_task_success)
+        self._signals.task_failure.disconnect(self._on_task_failure)
+        self._signals.task_retry.disconnect(self._on_task_retry)
+        self._signals.before_task_publish.disconnect(self._on_before_task_publish)
+        self._signals.after_task_publish.disconnect(self._on_after_task_publish)
+
+        self._signals.worker_process_shutdown.disconnect(
+            self._on_worker_process_shutdown
+        )
+
+        self._signals = None
+        self._instrumented = False
+
+    def uninstrument(self) -> None:
+        """Disconnect Celery signal handlers and unregister exit cleanup.
+
+        Do not use directly, call `shutdown()` instead.
+        """
+        self._disconnect_signals()
+        atexit.unregister(self.shutdown)
+
+    def shutdown(self) -> None:
+        """Disconnect all signal handlers registered by ``instrument()``, flush all pending events
+        and cleanly shutdown the integration.
+
+        ``shutdown()`` is also registered on ``worker_process_shutdown`` and ``atexit`` signals,
+        but there is no guarantee those will always be called, so we strongly recommend calling
+        it manually when the integration is no longer needed to avoid data loss.
+        """
+        if self._shut_down:
+            return
+
+        try:
+            self._disconnect_signals()
+
+            if self.client:
+                self.client.flush()
+            else:
+                import posthog
+
+                posthog.flush()
+
+            self.uninstrument()
+            self._shut_down = True
+        except Exception:
+            logger.exception("Failed to shut down PostHog Celery integration")
+
+    def _on_worker_process_shutdown(self, *args, **kwargs) -> None:
+        self.shutdown()
+
+    def _on_before_task_publish(self, *args, **kwargs):
+        try:
+            if not self.propagate_context:
+                return
+
+            headers = kwargs.get("headers")
+            if not isinstance(headers, dict):
+                return
+
+            distinct_id = contexts.get_context_distinct_id()
+            session_id = contexts.get_context_session_id()
+            tags = contexts.get_tags()
+
+            posthog_headers: dict[str, str] = {}
+            if distinct_id:
+                posthog_headers[CONTEXT_DISTINCT_ID_HEADER] = distinct_id
+            if session_id:
+                posthog_headers[CONTEXT_SESSION_ID_HEADER] = session_id
+            if tags:
+                posthog_headers[CONTEXT_TAGS_HEADER] = json.dumps(tags, default=str)
+
+            if posthog_headers:
+                headers.update(posthog_headers)
+                # https://github.com/celery/celery/issues/4875
+                # In Celery protocol v2, top-level custom headers do not
+                # reliably appear in task.request.headers on the worker.
+                # Only headers nested inside headers["headers"] survive.
+                # Both sentry-sdk and dd-trace-py use this same workaround.
+                headers.setdefault("headers", {}).update(posthog_headers)
+        except Exception:
+            logger.exception(
+                "Failed to propagate PostHog context in before_task_publish"
+            )
+
+    def _on_after_task_publish(self, *args, **kwargs):
+        try:
+            if not self.capture_task_lifecycle_events:
+                return
+
+            sender = kwargs.get(
+                "sender"
+            )  # contains task name for publish events, NOT task object
+            headers = kwargs.get("headers")
+            task_id = headers.get("id") if isinstance(headers, dict) else None
+
+            sender_properties = {
+                "celery_task_id": task_id,
+                "celery_task_name": sender,
+                "celery_state": "published",
+                "celery_exchange": kwargs.get("exchange"),
+                "celery_routing_key": kwargs.get("routing_key"),
+                "celery_hostname": None,  # Not available at publish time (no worker assigned yet)
+                "celery_retry_count": headers.get("retries")
+                if isinstance(headers, dict)
+                else None,
+                "celery_version": self._celery_version,
+            }
+
+            if self._should_track(sender, sender_properties):
+                self._capture_event(
+                    "celery task published", properties=sender_properties
+                )
+        except Exception:
+            logger.exception(
+                "Failed to capture Celery after_task_publish lifecycle event"
+            )
+
+    def _on_task_prerun(self, *args, **kwargs):
+        context_manager = None
+        try:
+            task_id = kwargs.get("task_id")
+            if not task_id:
+                return
+
+            sender = kwargs.get("sender")
+            request = getattr(sender, "request", None)
+            context_tags = self._extract_propagated_tags(request)
+            task_properties = self._build_task_properties(
+                sender=sender,
+                task_id=task_id,
+                state="started",
+            )
+            task_name = task_properties.get("celery_task_name")
+
+            if request is not None:
+                context_manager = contexts.new_context(
+                    fresh=True,  # to prevent context bleed across tasks
+                    capture_exceptions=False,  # We capture them in _on_task_failure
+                    client=self.client,
+                )
+                context_manager.__enter__()
+                request._posthog_ctx = context_manager
+                request._posthog_start = time.monotonic()
+
+            self._apply_propagated_identity(request)
+
+            merged_tags = {**task_properties, **context_tags}
+            for key, value in merged_tags.items():
+                contexts.tag(key, value)
+
+            if self.capture_task_lifecycle_events and self._should_track(
+                task_name, task_properties
+            ):
+                self._capture_event("celery task started", properties=task_properties)
+        except Exception:
+            logger.exception("Failed to process Celery task_prerun")
+            if context_manager is not None:
+                try:
+                    context_manager.__exit__(None, None, None)
+                except Exception:
+                    pass
+
+    def _on_task_success(self, *args, **kwargs):
+        self._handle_task_end("success", **kwargs)
+
+    def _on_task_failure(self, *args, **kwargs):
+        self._handle_task_end("failure", **kwargs)
+
+    def _on_task_retry(self, *args, **kwargs):
+        self._handle_task_end(
+            "retry",
+            extra_properties={
+                "celery_reason": str(kwargs.get("reason")),
+            },
+            **kwargs,
+        )
+
+    def _handle_task_end(
+        self,
+        state: str,
+        extra_properties: Optional[dict[str, Any]] = None,
+        **kwargs,
+    ) -> None:
+        sender = kwargs.get("sender")
+        request = getattr(sender, "request", None)
+
+        try:
+            task_id = kwargs.get("task_id")
+            if task_id is None:
+                task_id = getattr(request, "id", None)
+
+            task_properties = self._build_task_properties(
+                sender=sender,
+                task_id=task_id,
+                state=state,
+            )
+            if extra_properties:
+                task_properties.update(extra_properties)
+
+            self._add_duration(request, task_properties)
+
+            exception = kwargs.get("exception")
+            if exception:
+                task_properties["error_type"] = type(exception).__name__
+                task_properties["error_message"] = str(exception)
+                if self.capture_exceptions:
+                    self._capture_exception(exception)
+
+            task_name = task_properties.get("celery_task_name")
+            if self.capture_task_lifecycle_events and self._should_track(
+                task_name, task_properties
+            ):
+                self._capture_event(f"celery task {state}", properties=task_properties)
+        except Exception:
+            logger.exception("Failed to process Celery %s state", state)
+        finally:
+            ctx = getattr(request, "_posthog_ctx", None)
+            if ctx is not None:
+                ctx.__exit__(None, None, None)
+
+    def _apply_propagated_identity(self, request: Any) -> None:
+        headers = self._extract_headers(request)
+        distinct_id = headers.get(CONTEXT_DISTINCT_ID_HEADER)
+        if distinct_id:
+            contexts.identify_context(str(distinct_id))
+
+        session_id = headers.get(CONTEXT_SESSION_ID_HEADER)
+        if session_id:
+            contexts.set_context_session(str(session_id))
+
+    def _extract_propagated_tags(self, request: Any) -> dict[str, Any]:
+        headers = self._extract_headers(request)
+
+        raw_tags = headers.get(CONTEXT_TAGS_HEADER)
+        if not isinstance(raw_tags, (str, bytes, bytearray)):
+            return {}
+
+        try:
+            parsed = json.loads(raw_tags)
+        except Exception:
+            return {}
+
+        if isinstance(parsed, dict):
+            return parsed
+        return {}
+
+    def _extract_headers(self, request: Any) -> dict[str, Any]:
+        if request is None:
+            return {}
+
+        # On the Celery worker, request.headers maps to the nested
+        # message["headers"]["headers"] dict (see celery#4875), which is
+        # where _on_before_task_publish places PostHog context headers.
+        headers = getattr(request, "headers", None)
+        if isinstance(headers, dict):
+            return headers
+
+        if isinstance(request, dict):
+            dict_headers = request.get("headers")
+            if isinstance(dict_headers, dict):
+                return dict_headers
+
+        return {}
+
+    def _build_task_properties(
+        self,
+        sender=None,
+        task_id=None,
+        state=None,
+    ) -> dict[str, Any]:
+        request = getattr(sender, "request", None)
+        delivery_info = getattr(request, "delivery_info", None)
+        delivery_info = delivery_info if isinstance(delivery_info, dict) else {}
+
+        properties = {
+            "celery_task_id": task_id,
+            "celery_task_name": getattr(sender, "name", None),
+            "celery_state": state,
+            "celery_hostname": getattr(request, "hostname", None),
+            "celery_exchange": delivery_info.get("exchange"),
+            "celery_routing_key": delivery_info.get("routing_key"),
+            "celery_queue": delivery_info.get("queue"),
+            "celery_retry_count": getattr(request, "retries", None),
+            "celery_version": self._celery_version,
+        }
+        return properties
+
+    def _add_duration(self, request: Any, task_properties: dict[str, Any]) -> None:
+        start_time = getattr(request, "_posthog_start", None)
+        if start_time is not None:
+            task_properties["celery_task_duration_ms"] = round(
+                (time.monotonic() - start_time) * 1000.0, 3
+            )
+
+    def _should_track(
+        self, task_name: Optional[str], task_properties: dict[str, Any]
+    ) -> bool:
+        if self.task_filter:
+            return bool(self.task_filter(task_name, task_properties))
+        return True
+
+    def _capture_event(self, event: str, properties: dict[str, Any]) -> None:
+        if self.client:
+            self.client.capture(event, properties=properties)
+        else:
+            from posthog import capture
+
+            capture(event, properties=properties)
+
+    def _capture_exception(self, exception: Exception) -> None:
+        if self.client:
+            self.client.capture_exception(exception)
+        else:
+            from posthog import capture_exception
+
+            capture_exception(exception)
+
+
+__all__ = [
+    "PosthogCeleryIntegration",
+]
diff --git a/posthog/integrations/django.py b/posthog/integrations/django.py
new file mode 100644
index 00000000..98dc8faa
--- /dev/null
+++ b/posthog/integrations/django.py
@@ -0,0 +1,368 @@
+import re
+from typing import TYPE_CHECKING, Optional, cast
+
+from posthog import contexts
+from posthog.client import Client
+
+try:
+    from asgiref.sync import iscoroutinefunction, markcoroutinefunction
+except ImportError:
+    # Fallback for older Django versions without asgiref
+    import asyncio
+
+    iscoroutinefunction = asyncio.iscoroutinefunction
+
+    # No-op fallback for markcoroutinefunction
+    # Older Django versions without asgiref typically don't support async middleware anyway
+    def markcoroutinefunction(func):
+        return func
+
+
+if TYPE_CHECKING:
+    from django.http import HttpRequest, HttpResponse  # noqa: F401
+    from typing import Callable, Dict, Any, Union, Awaitable  # noqa: F401
+
+
+_MAX_TRACING_HEADER_LENGTH = 1000
+_TRACING_HEADER_CONTROL_CHARS_RE = re.compile(r"[\x00-\x1f\x7f-\x9f]")
+
+
+def _sanitize_tracing_header_value(value) -> Optional[str]:
+    """Return a safe tracing header value, or None if the value is invalid.
+
+    Tracing headers come from user-controlled HTTP requests and are copied into event properties.
+    Match the PostHog app's header sanitization: accept strings only, remove C0/C1 control
+    characters, trim surrounding whitespace, cap length, and drop empty results.
+    """
+    if not isinstance(value, str) or not value:
+        return None
+
+    return (
+        _TRACING_HEADER_CONTROL_CHARS_RE.sub("", value).strip()[
+            :_MAX_TRACING_HEADER_LENGTH
+        ]
+        or None
+    )
+
+
+def _get_sanitized_tracing_header(request, header_name) -> Optional[str]:
+    try:
+        return _sanitize_tracing_header_value(request.headers.get(header_name))
+    except Exception:
+        return None
+
+
+class PosthogContextMiddleware:
+    """Middleware to automatically track Django requests.
+
+    This middleware wraps all calls with a posthog context. It attempts to extract the following from the request:
+    - Session ID, (extracted from `X-POSTHOG-SESSION-ID`)
+    - Distinct ID, (extracted from `X-POSTHOG-DISTINCT-ID`, falling back to the authenticated request user ID)
+    - Authenticated user email as `email`
+    - Request URL as `$current_url`
+    - Request method as `$request_method`
+    - Request path as `$request_path`
+    - Forwarded IP address as `$ip`
+    - User agent as `$user_agent`
+
+    The context will also auto-capture exceptions and send them to PostHog, unless you disable it by setting
+    `POSTHOG_MW_CAPTURE_EXCEPTIONS` to `False` in your Django settings. The exceptions are captured using the
+    global client, unless the setting `POSTHOG_MW_CLIENT` is set to a custom client instance
+
+    The middleware behaviour is customisable through 3 additional functions:
+    - `POSTHOG_MW_EXTRA_TAGS`, which is a Callable[[HttpRequest], Dict[str, Any]] expected to return a dictionary of additional tags to be added to the context.
+    - `POSTHOG_MW_REQUEST_FILTER`, which is a Callable[[HttpRequest], bool] expected to return `False` if the request should not be tracked.
+    - `POSTHOG_MW_TAG_MAP`, which is a Callable[[Dict[str, Any]], Dict[str, Any]], which you can use to modify the tags before they're added to the context.
+
+    You can use the `POSTHOG_MW_TAG_MAP` function to remove any default tags you don't want to capture, or override them with your own values.
+
+    Context tags are automatically included as properties on all events captured within a context, including exceptions.
+    See the context documentation for more information. The extracted distinct ID and session ID,
+    if found, are used to associate all events captured in the middleware context with the same distinct ID
+    and session as currently active on the frontend. See the documentation for `set_context_session`
+    and `identify_context` for more details.
+
+    This middleware is hybrid-capable: it supports both WSGI (sync) and ASGI (async) Django applications. The middleware
+    detects at initialization whether the next middleware in the chain is async or sync, and adapts its behavior accordingly.
+    This ensures compatibility with both pure sync and pure async middleware chains, as well as mixed chains in ASGI mode.
+    """
+
+    sync_capable = True
+    async_capable = True
+
+    def __init__(self, get_response):
+        # type: (Union[Callable[[HttpRequest], HttpResponse], Callable[[HttpRequest], Awaitable[HttpResponse]]]) -> None
+        """
+        Initialize the middleware with Django's next handler.
+
+        Args:
+            get_response: The next middleware or view handler in Django's
+                middleware chain. May be synchronous or asynchronous.
+        """
+        self.get_response = get_response
+        self._is_coroutine = iscoroutinefunction(get_response)
+
+        # Mark this instance as a coroutine function if get_response is async
+        # This is required for Django to correctly detect async middleware
+        if self._is_coroutine:
+            markcoroutinefunction(self)
+
+        from django.conf import settings
+
+        if hasattr(settings, "POSTHOG_MW_EXTRA_TAGS") and callable(
+            settings.POSTHOG_MW_EXTRA_TAGS
+        ):
+            self.extra_tags = cast(
+                "Optional[Callable[[HttpRequest], Dict[str, Any]]]",
+                settings.POSTHOG_MW_EXTRA_TAGS,
+            )
+        else:
+            self.extra_tags = None
+
+        if hasattr(settings, "POSTHOG_MW_REQUEST_FILTER") and callable(
+            settings.POSTHOG_MW_REQUEST_FILTER
+        ):
+            self.request_filter = cast(
+                "Optional[Callable[[HttpRequest], bool]]",
+                settings.POSTHOG_MW_REQUEST_FILTER,
+            )
+        else:
+            self.request_filter = None
+
+        if hasattr(settings, "POSTHOG_MW_TAG_MAP") and callable(
+            settings.POSTHOG_MW_TAG_MAP
+        ):
+            self.tag_map = cast(
+                "Optional[Callable[[Dict[str, Any]], Dict[str, Any]]]",
+                settings.POSTHOG_MW_TAG_MAP,
+            )
+        else:
+            self.tag_map = None
+
+        if hasattr(settings, "POSTHOG_MW_CAPTURE_EXCEPTIONS") and isinstance(
+            settings.POSTHOG_MW_CAPTURE_EXCEPTIONS, bool
+        ):
+            self.capture_exceptions = settings.POSTHOG_MW_CAPTURE_EXCEPTIONS
+        else:
+            self.capture_exceptions = True
+
+        if hasattr(settings, "POSTHOG_MW_CLIENT") and isinstance(
+            settings.POSTHOG_MW_CLIENT, Client
+        ):
+            self.client = cast("Optional[Client]", settings.POSTHOG_MW_CLIENT)
+        else:
+            self.client = None
+
+    def extract_tags(self, request):
+        # type: (HttpRequest) -> Dict[str, Any]
+        """Extract tags from request in sync context."""
+        user_id, user_email = self.extract_request_user(request)
+        return self._build_tags(request, user_id, user_email)
+
+    def _build_tags(self, request, user_id, user_email):
+        # type: (HttpRequest, Optional[str], Optional[str]) -> Dict[str, Any]
+        """
+        Build tags dict from request and user info.
+
+        Centralized tag extraction logic used by both sync and async paths.
+        """
+        tags = {}
+
+        # Extract session ID from X-POSTHOG-SESSION-ID header
+        session_id = _get_sanitized_tracing_header(request, "X-POSTHOG-SESSION-ID")
+        if session_id:
+            contexts.set_context_session(session_id)
+
+        # Extract distinct ID from X-POSTHOG-DISTINCT-ID header or request user id
+        distinct_id = (
+            _get_sanitized_tracing_header(request, "X-POSTHOG-DISTINCT-ID") or user_id
+        )
+        if distinct_id:
+            contexts.identify_context(distinct_id)
+
+        # Extract user email
+        if user_email:
+            tags["email"] = user_email
+
+        # Extract current URL
+        absolute_url = request.build_absolute_uri()
+        if absolute_url:
+            tags["$current_url"] = absolute_url
+
+        # Extract request method
+        if request.method:
+            tags["$request_method"] = request.method
+
+        # Extract request path
+        if request.path:
+            tags["$request_path"] = request.path
+
+        # Extract IP address
+        ip_address = request.headers.get("X-Forwarded-For")
+        if ip_address:
+            tags["$ip"] = ip_address
+
+        # Extract user agent
+        user_agent = request.headers.get("User-Agent")
+        if user_agent:
+            tags["$user_agent"] = user_agent
+
+        # Apply extra tags if configured
+        if self.extra_tags:
+            extra = self.extra_tags(request)
+            if extra:
+                tags.update(extra)
+
+        # Apply tag mapping if configured
+        if self.tag_map:
+            tags = self.tag_map(tags)
+
+        return tags
+
+    def extract_request_user(self, request):
+        # type: (HttpRequest) -> tuple[Optional[str], Optional[str]]
+        """Extract user ID and email from request in sync context."""
+        user = getattr(request, "user", None)
+        return self._resolve_user_details(user)
+
+    async def aextract_tags(self, request):
+        # type: (HttpRequest) -> Dict[str, Any]
+        """
+        Async version of extract_tags for use in async request handling.
+
+        Uses await request.auser() instead of request.user to avoid
+        SynchronousOnlyOperation in async context.
+
+        Follows Django's naming convention for async methods (auser, asave, etc.).
+        """
+        user_id, user_email = await self.aextract_request_user(request)
+        return self._build_tags(request, user_id, user_email)
+
+    async def aextract_request_user(self, request):
+        # type: (HttpRequest) -> tuple[Optional[str], Optional[str]]
+        """
+        Async version of extract_request_user for use in async request handling.
+
+        Uses await request.auser() instead of request.user to avoid
+        SynchronousOnlyOperation in async context.
+
+        Follows Django's naming convention for async methods (auser, asave, etc.).
+        """
+        auser = getattr(request, "auser", None)
+        if callable(auser):
+            try:
+                user = await auser()
+                return self._resolve_user_details(user)
+            except Exception:
+                # If auser() fails, return empty - don't break the request
+                # Real errors (permissions, broken auth) will be logged by Django
+                return None, None
+
+        # Fallback for test requests without auser
+        return None, None
+
+    def _resolve_user_details(self, user):
+        # type: (Any) -> tuple[Optional[str], Optional[str]]
+        """
+        Extract user ID and email from a user object.
+
+        Handles both authenticated and unauthenticated users, as well as
+        legacy Django where is_authenticated was a method.
+        """
+        user_id = None
+        email = None
+
+        if user is None:
+            return user_id, email
+
+        # Handle is_authenticated (property in modern Django, method in legacy)
+        is_authenticated = getattr(user, "is_authenticated", False)
+        if callable(is_authenticated):
+            is_authenticated = is_authenticated()
+
+        if not is_authenticated:
+            return user_id, email
+
+        # Extract user primary key
+        user_pk = getattr(user, "pk", None)
+        if user_pk is not None:
+            user_id = str(user_pk)
+
+        # Extract user email
+        user_email = getattr(user, "email", None)
+        if user_email:
+            email = str(user_email)
+
+        return user_id, email
+
+    def __call__(self, request):
+        # type: (HttpRequest) -> Union[HttpResponse, Awaitable[HttpResponse]]
+        """
+        Unified entry point for both sync and async request handling.
+
+        When sync_capable and async_capable are both True, Django passes requests
+        without conversion. This method detects the mode and routes accordingly.
+        """
+        if self._is_coroutine:
+            return self.__acall__(request)
+        else:
+            # Synchronous path
+            if self.request_filter and not self.request_filter(request):
+                return self.get_response(request)
+
+            with contexts.new_context(
+                capture_exceptions=self.capture_exceptions, client=self.client
+            ):
+                for k, v in self.extract_tags(request).items():
+                    contexts.tag(k, v)
+
+                return self.get_response(request)
+
+    async def __acall__(self, request):
+        # type: (HttpRequest) -> Awaitable[HttpResponse]
+        """
+        Asynchronous entry point for async request handling.
+
+        This method is called when the middleware chain is async.
+        Uses aextract_tags() which calls request.auser() to avoid
+        SynchronousOnlyOperation when accessing user in async context.
+        """
+        if self.request_filter and not self.request_filter(request):
+            return await self.get_response(request)
+
+        with contexts.new_context(
+            capture_exceptions=self.capture_exceptions, client=self.client
+        ):
+            for k, v in (await self.aextract_tags(request)).items():
+                contexts.tag(k, v)
+
+            return await self.get_response(request)
+
+    def process_exception(self, request, exception):
+        # type: (HttpRequest, Exception) -> None
+        """
+        Process exceptions from views and downstream middleware.
+
+        Django calls this WHILE still inside the context created by __call__,
+        so request tags have already been extracted and set. This method just
+        needs to capture the exception directly.
+
+        Django converts view exceptions into responses before they propagate through
+        the middleware stack, so the context manager in __call__/__acall__ never sees them.
+
+        Note: Django's process_exception is always synchronous, even for async views.
+        """
+        if self.request_filter and not self.request_filter(request):
+            return
+
+        if not self.capture_exceptions:
+            return
+
+        # Context and tags already set by __call__ or __acall__
+        # Just capture the exception
+        if self.client:
+            self.client.capture_exception(exception)
+        else:
+            from posthog import capture_exception
+
+            capture_exception(exception)
diff --git a/posthog/poller.py b/posthog/poller.py
index 33644af5..d5a57c58 100644
--- a/posthog/poller.py
+++ b/posthog/poller.py
@@ -4,7 +4,7 @@
 class Poller(threading.Thread):
     def __init__(self, interval, execute, *args, **kwargs):
         threading.Thread.__init__(self)
-        self.daemon = False
+        self.daemon = True  # Make daemon to not interfere with program exit
         self.stopped = threading.Event()
         self.interval = interval
         self.execute = execute
diff --git a/posthog/request.py b/posthog/request.py
index 168090ac..b45f9011 100644
--- a/posthog/request.py
+++ b/posthog/request.py
@@ -1,33 +1,239 @@
 import json
 import logging
-from datetime import date, datetime
+import re
+import socket
+from dataclasses import dataclass
+from datetime import date, datetime, timezone
 from gzip import GzipFile
 from io import BytesIO
-from typing import Any, Optional, Union
+from typing import Any, List, Optional, Tuple, Union, cast
 
 import requests
-from dateutil.tz import tzutc
+from requests.adapters import HTTPAdapter
+from urllib3.connection import HTTPConnection
+from urllib3.util.retry import Retry
 
 from posthog.utils import remove_trailing_slash
 from posthog.version import VERSION
 
-_session = requests.sessions.Session()
+SocketOptions = List[Tuple[int, int, Union[int, bytes]]]
 
-DEFAULT_HOST = "https://app.posthog.com"
+KEEPALIVE_IDLE_SECONDS = 60
+KEEPALIVE_INTERVAL_SECONDS = 60
+KEEPALIVE_PROBE_COUNT = 3
+
+# TCP keepalive probes idle connections to prevent them from being dropped.
+# SO_KEEPALIVE is cross-platform, but timing options vary:
+# - Linux: TCP_KEEPIDLE, TCP_KEEPINTVL, TCP_KEEPCNT
+# - macOS: only SO_KEEPALIVE (uses system defaults)
+# - Windows: TCP_KEEPIDLE, TCP_KEEPINTVL (since Windows 10 1709)
+KEEP_ALIVE_SOCKET_OPTIONS: SocketOptions = list(
+    HTTPConnection.default_socket_options
+) + [
+    (socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1),
+]
+for attr, value in [
+    ("TCP_KEEPIDLE", KEEPALIVE_IDLE_SECONDS),
+    ("TCP_KEEPINTVL", KEEPALIVE_INTERVAL_SECONDS),
+    ("TCP_KEEPCNT", KEEPALIVE_PROBE_COUNT),
+]:
+    if hasattr(socket, attr):
+        KEEP_ALIVE_SOCKET_OPTIONS.append((socket.SOL_TCP, getattr(socket, attr), value))
+
+# Status codes that indicate transient server errors worth retrying
+RETRY_STATUS_FORCELIST = [408, 500, 502, 503, 504]
+
+
+def _mask_tokens_in_url(url: str) -> str:
+    """Mask token values in URLs for safe logging, keeping first 10 chars visible."""
+    return re.sub(r"(token=)([^&]{10})[^&]*", r"\1\2...", url)
+
+
+@dataclass
+class GetResponse:
+    """Response from a GET request with ETag support."""
+
+    data: Any
+    etag: Optional[str] = None
+    not_modified: bool = False
+
+
+class HTTPAdapterWithSocketOptions(HTTPAdapter):
+    """HTTPAdapter with configurable socket options."""
+
+    def __init__(self, *args, socket_options: Optional[SocketOptions] = None, **kwargs):
+        self.socket_options = socket_options
+        super().__init__(*args, **kwargs)
+
+    def init_poolmanager(self, *args, **kwargs):
+        if self.socket_options is not None:
+            kwargs["socket_options"] = self.socket_options
+        super().init_poolmanager(*args, **kwargs)
+
+
+def _build_session(socket_options: Optional[SocketOptions] = None) -> requests.Session:
+    """Build a session for general requests (batch, remote config, etc.)."""
+    adapter = HTTPAdapterWithSocketOptions(
+        max_retries=Retry(
+            total=2,
+            connect=2,
+            read=2,
+        ),
+        socket_options=socket_options,
+    )
+    session = requests.Session()
+    session.mount("https://", adapter)
+    return session
+
+
+def _build_flags_session(
+    socket_options: Optional[SocketOptions] = None,
+) -> requests.Session:
+    """
+    Build a session for feature flag requests with POST retries.
+
+    Feature flag requests are idempotent (read-only), so retrying POST
+    requests is safe. This session retries on transient server errors
+    (408, 5xx) and network failures with exponential backoff
+    (0.5s, 1s delays between retries).
+    """
+    adapter = HTTPAdapterWithSocketOptions(
+        max_retries=Retry(
+            total=2,
+            connect=2,
+            read=2,
+            backoff_factor=0.5,
+            status_forcelist=RETRY_STATUS_FORCELIST,
+            allowed_methods=["POST"],
+        ),
+        socket_options=socket_options,
+    )
+    session = requests.Session()
+    session.mount("https://", adapter)
+    return session
+
+
+_session = _build_session()
+_flags_session = _build_flags_session()
+_socket_options: Optional[SocketOptions] = None
+_pooling_enabled = True
+
+
+def _get_session() -> requests.Session:
+    if _pooling_enabled:
+        return _session
+    return _build_session(_socket_options)
+
+
+def _get_flags_session() -> requests.Session:
+    if _pooling_enabled:
+        return _flags_session
+    return _build_flags_session(_socket_options)
+
+
+def reset_sessions() -> None:
+    """
+    Reset the global sessions. This should be called after a fork to ensure
+    that the child process does not use the parent's connection pool.
+    """
+    global _session, _flags_session
+    if _session:
+        _session.close()
+    if _flags_session:
+        _flags_session.close()
+    _session = _build_session(_socket_options)
+    _flags_session = _build_flags_session(_socket_options)
+
+
+def set_socket_options(socket_options: Optional[SocketOptions]) -> None:
+    """
+    Configure socket options for all SDK HTTP connections.
+
+    Call this during initialization, before making API requests. Pass ``None``
+    to reset to the default socket behavior.
+
+    Args:
+        socket_options: A list of ``(level, option, value)`` tuples accepted by
+            urllib3/``socket.setsockopt()``, or ``None`` to reset defaults.
+
+    Example:
+        from posthog import set_socket_options
+        set_socket_options([(socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1)])
+    """
+    global _session, _flags_session, _socket_options
+    if socket_options == _socket_options:
+        return
+    _socket_options = socket_options
+    _session = _build_session(socket_options)
+    _flags_session = _build_flags_session(socket_options)
+
+
+def enable_keep_alive() -> None:
+    """
+    Enable TCP keepalive for SDK HTTP connections.
+
+    This helps prevent idle pooled connections from being dropped by network
+    infrastructure. Call during initialization, before making API requests.
+    """
+    set_socket_options(KEEP_ALIVE_SOCKET_OPTIONS)
+
+
+def disable_connection_reuse() -> None:
+    """
+    Disable HTTP connection reuse for SDK requests.
+
+    Each request will create a fresh connection. This can avoid issues with
+    environments that terminate pooled connections, but adds per-request
+    overhead. Call during initialization, before making API requests.
+    """
+    global _pooling_enabled
+    _pooling_enabled = False
+
+
+US_INGESTION_ENDPOINT = "https://us.i.posthog.com"
+EU_INGESTION_ENDPOINT = "https://eu.i.posthog.com"
+DEFAULT_HOST = US_INGESTION_ENDPOINT
 USER_AGENT = "posthog-python/" + VERSION
 
 
+def normalize_host(host: Optional[str]) -> str:
+    """Normalize a configured host, defaulting blank values to DEFAULT_HOST."""
+    normalized_host = (host or "").strip()
+    if not normalized_host:
+        return DEFAULT_HOST
+    return normalized_host
+
+
+def determine_server_host(host: Optional[str]) -> str:
+    """Determines the server host to use."""
+    host_or_default = normalize_host(host)
+    trimmed_host = remove_trailing_slash(host_or_default)
+    if trimmed_host in ("https://app.posthog.com", "https://us.posthog.com"):
+        return US_INGESTION_ENDPOINT
+    elif trimmed_host == "https://eu.posthog.com":
+        return EU_INGESTION_ENDPOINT
+    else:
+        return host_or_default
+
+
 def post(
-    api_key: str, host: Optional[str] = None, path=None, gzip: bool = False, timeout: int = 15, **kwargs
+    api_key: str,
+    host: Optional[str] = None,
+    path: Optional[str] = None,
+    gzip: bool = False,
+    timeout: int = 15,
+    session: Optional[requests.Session] = None,
+    **kwargs,
 ) -> requests.Response:
     """Post the `kwargs` to the API"""
     log = logging.getLogger("posthog")
     body = kwargs
-    body["sentAt"] = datetime.utcnow().replace(tzinfo=tzutc()).isoformat()
-    url = remove_trailing_slash(host or DEFAULT_HOST) + path
+    body["sentAt"] = datetime.now(tz=timezone.utc).isoformat()
+    trimmed_host = remove_trailing_slash(normalize_host(host))
+    url = trimmed_host + cast(str, path)
     body["api_key"] = api_key
-    data = json.dumps(body, cls=DatetimeSerializer)
-    log.debug("making request: %s", data)
+    data: str | bytes = json.dumps(body, cls=DatetimeSerializer)
+    log.debug("making request: %s to url: %s", data, url)
     headers = {"Content-Type": "application/json", "User-Agent": USER_AGENT}
     if gzip:
         headers["Content-Encoding"] = "gzip"
@@ -35,10 +241,12 @@ def post(
         with GzipFile(fileobj=buf, mode="w") as gz:
             # 'data' was produced by json.dumps(),
             # whose default encoding is utf-8.
-            gz.write(data.encode("utf-8"))
+            gz.write(cast(str, data).encode("utf-8"))
         data = buf.getvalue()
 
-    res = _session.post(url, data=data, headers=headers, timeout=timeout)
+    res = (session or _get_session()).post(
+        url, data=data, headers=headers, timeout=timeout
+    )
 
     if res.status_code == 200:
         log.debug("data uploaded successfully")
@@ -50,52 +258,175 @@ def _process_response(
     res: requests.Response, success_message: str, *, return_json: bool = True
 ) -> Union[requests.Response, Any]:
     log = logging.getLogger("posthog")
-    if not res:
-        raise APIError(
-            "N/A",
-            "Error when fetching PostHog API, please make sure you are using your public project token/key and not a private API key.",
-        )
     if res.status_code == 200:
         log.debug(success_message)
-        return res.json() if return_json else res
+        response = res.json() if return_json else res
+        # Handle quota-limited feature flag responses by raising a specific error
+        # NB: other services also put entries into the quotaLimited key, but right now we only care about feature flags
+        # since most of the other services handle quota limiting in other places in the application.
+        if (
+            isinstance(response, dict)
+            and "quotaLimited" in response
+            and isinstance(response["quotaLimited"], list)
+            and "feature_flags" in response["quotaLimited"]
+        ):
+            log.warning(
+                "[FEATURE FLAGS] PostHog feature flags quota limited, resetting feature flag data.  Learn more about billing limits at https://posthog.com/docs/billing/limits-alerts"
+            )
+            raise QuotaLimitError(res.status_code, "Feature flags quota limited")
+        return response
+    retry_after = None
+    retry_after_header = res.headers.get("Retry-After")
+    if retry_after_header:
+        try:
+            retry_after = float(retry_after_header)
+        except (ValueError, TypeError):
+            try:
+                from email.utils import parsedate_to_datetime
+
+                retry_after = max(
+                    0.0,
+                    (
+                        parsedate_to_datetime(retry_after_header)
+                        - datetime.now(timezone.utc)
+                    ).total_seconds(),
+                )
+            except (ValueError, TypeError):
+                pass
+
     try:
         payload = res.json()
         log.debug("received response: %s", payload)
-        raise APIError(res.status_code, payload["detail"])
-    except ValueError:
-        raise APIError(res.status_code, res.text)
+        raise APIError(res.status_code, payload["detail"], retry_after=retry_after)
+    except (KeyError, ValueError):
+        raise APIError(res.status_code, res.text, retry_after=retry_after)
+
+
+def flags(
+    api_key: str,
+    host: Optional[str] = None,
+    gzip: bool = False,
+    timeout: int = 15,
+    **kwargs,
+) -> Any:
+    """Post the kwargs to the flags API endpoint with automatic retries."""
+    res = post(
+        api_key,
+        host,
+        "/flags/?v=2",
+        gzip,
+        timeout,
+        session=_get_flags_session(),
+        **kwargs,
+    )
+    return _process_response(
+        res, success_message="Feature flags evaluated successfully"
+    )
 
 
-def decide(api_key: str, host: Optional[str] = None, gzip: bool = False, timeout: int = 15, **kwargs) -> Any:
-    """Post the `kwargs to the decide API endpoint"""
-    res = post(api_key, host, "/decide/", gzip, timeout, **kwargs)
-    return _process_response(res, success_message="Feature flags decided successfully")
+def remote_config(
+    personal_api_key: str,
+    project_api_key: str,
+    host: Optional[str] = None,
+    key: str = "",
+    timeout: int = 15,
+) -> Any:
+    """Get remote config flag value from remote_config API endpoint"""
+    response = get(
+        personal_api_key,
+        f"/api/projects/@current/feature_flags/{key}/remote_config?token={project_api_key}",
+        host,
+        timeout,
+    )
+    return response.data
+
+
+EVENTS_ENDPOINT = "/batch/"
+AI_EVENTS_ENDPOINT = "/i/v0/ai/batch/"
+
+
+def is_ai_event(event_name) -> bool:
+    return isinstance(event_name, str) and event_name.startswith("$ai_")
 
 
 def batch_post(
-    api_key: str, host: Optional[str] = None, gzip: bool = False, timeout: int = 15, **kwargs
+    api_key: str,
+    host: Optional[str] = None,
+    gzip: bool = False,
+    timeout: int = 15,
+    path: str = EVENTS_ENDPOINT,
+    **kwargs,
 ) -> requests.Response:
     """Post the `kwargs` to the batch API endpoint for events"""
-    res = post(api_key, host, "/batch/", gzip, timeout, **kwargs)
-    return _process_response(res, success_message="data uploaded successfully", return_json=False)
+    res = post(api_key, host, path, gzip, timeout, **kwargs)
+    return _process_response(
+        res, success_message="data uploaded successfully", return_json=False
+    )
+
+
+def get(
+    api_key: str,
+    url: str,
+    host: Optional[str] = None,
+    timeout: Optional[int] = None,
+    etag: Optional[str] = None,
+) -> GetResponse:
+    """
+    Make a GET request with optional ETag support.
+
+    If an etag is provided, sends If-None-Match header. Returns GetResponse with:
+    - not_modified=True and data=None if server returns 304
+    - not_modified=False and data=response if server returns 200
+    """
+    log = logging.getLogger("posthog")
+    trimmed_host = remove_trailing_slash(normalize_host(host))
+    full_url = trimmed_host + url
+    headers = {"Authorization": "Bearer %s" % api_key, "User-Agent": USER_AGENT}
 
+    if etag:
+        headers["If-None-Match"] = etag
 
-def get(api_key: str, url: str, host: Optional[str] = None, timeout: Optional[int] = None) -> requests.Response:
-    url = remove_trailing_slash(host or DEFAULT_HOST) + url
-    res = requests.get(url, headers={"Authorization": "Bearer %s" % api_key, "User-Agent": USER_AGENT}, timeout=timeout)
-    return _process_response(res, success_message=f"GET {url} completed successfully")
+    res = _get_session().get(full_url, headers=headers, timeout=timeout)
+
+    masked_url = _mask_tokens_in_url(full_url)
+
+    # Handle 304 Not Modified
+    if res.status_code == 304:
+        log.debug(f"GET {masked_url} returned 304 Not Modified")
+        response_etag = res.headers.get("ETag")
+        return GetResponse(data=None, etag=response_etag or etag, not_modified=True)
+
+    # Handle normal response
+    data = _process_response(
+        res, success_message=f"GET {masked_url} completed successfully"
+    )
+    response_etag = res.headers.get("ETag")
+    return GetResponse(data=data, etag=response_etag, not_modified=False)
 
 
 class APIError(Exception):
-    def __init__(self, status: Union[int, str], message: str):
+    def __init__(
+        self, status: Union[int, str], message: str, retry_after: Optional[float] = None
+    ):
         self.message = message
         self.status = status
+        self.retry_after = retry_after
 
     def __str__(self):
         msg = "[PostHog] {0} ({1})"
         return msg.format(self.message, self.status)
 
 
+class QuotaLimitError(APIError):
+    pass
+
+
+# Re-export requests exceptions for use in client.py
+# This keeps all requests library imports centralized in this module
+RequestsTimeout = requests.exceptions.Timeout
+RequestsConnectionError = requests.exceptions.ConnectionError
+
+
 class DatetimeSerializer(json.JSONEncoder):
     def default(self, obj: Any):
         if isinstance(obj, (date, datetime)):
diff --git a/posthog/test/ai/__init__.py b/posthog/test/ai/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/posthog/test/ai/anthropic/test_anthropic.py b/posthog/test/ai/anthropic/test_anthropic.py
new file mode 100644
index 00000000..a2dd451b
--- /dev/null
+++ b/posthog/test/ai/anthropic/test_anthropic.py
@@ -0,0 +1,1495 @@
+import json
+import os
+from unittest.mock import patch
+
+import pytest
+
+from posthog import identify_context, new_context
+
+try:
+    from anthropic.types import Message, Usage
+
+    from posthog.ai.anthropic import Anthropic, AsyncAnthropic
+    from posthog.test.ai.utils import RecordingAsyncStream
+
+    ANTHROPIC_AVAILABLE = True
+except ImportError:
+    ANTHROPIC_AVAILABLE = False
+
+# Skip all tests if Anthropic is not available
+pytestmark = pytest.mark.skipif(
+    not ANTHROPIC_AVAILABLE, reason="Anthropic package is not available"
+)
+
+
+# =======================
+# Reusable Mock Helpers
+# =======================
+
+
+class MockContent:
+    """Reusable mock content class for Anthropic responses."""
+
+    def __init__(self, text="Bar", content_type="text"):
+        self.type = content_type
+        self.text = text
+
+
+class MockUsage:
+    """Reusable mock usage class for Anthropic responses."""
+
+    def __init__(
+        self,
+        input_tokens=18,
+        output_tokens=1,
+        cache_read_input_tokens=0,
+        cache_creation_input_tokens=0,
+    ):
+        self.input_tokens = input_tokens
+        self.output_tokens = output_tokens
+        self.cache_read_input_tokens = cache_read_input_tokens
+        self.cache_creation_input_tokens = cache_creation_input_tokens
+
+
+class MockResponse:
+    """Reusable mock response class for Anthropic messages."""
+
+    def __init__(
+        self,
+        content_text="Bar",
+        model="claude-3-opus-20240229",
+        input_tokens=18,
+        output_tokens=1,
+        cache_read=0,
+        cache_creation=0,
+    ):
+        self.content = [MockContent(text=content_text)]
+        self.model = model
+        self.usage = MockUsage(
+            input_tokens=input_tokens,
+            output_tokens=output_tokens,
+            cache_read_input_tokens=cache_read,
+            cache_creation_input_tokens=cache_creation,
+        )
+
+
+def create_mock_response(**kwargs):
+    """Factory function to create mock responses with custom parameters."""
+    return MockResponse(**kwargs)
+
+
+# Streaming mock helpers
+class MockStreamEvent:
+    """Reusable mock event class for streaming responses."""
+
+    def __init__(self, event_type=None, **kwargs):
+        self.type = event_type
+        for key, value in kwargs.items():
+            setattr(self, key, value)
+
+
+class MockContentBlock:
+    """Reusable mock content block for streaming."""
+
+    def __init__(self, block_type, **kwargs):
+        self.type = block_type
+        for key, value in kwargs.items():
+            setattr(self, key, value)
+
+
+class MockDelta:
+    """Reusable mock delta for streaming events."""
+
+    def __init__(self, **kwargs):
+        for key, value in kwargs.items():
+            setattr(self, key, value)
+
+
+@pytest.fixture
+def mock_client():
+    with patch("posthog.client.Client") as mock_client:
+        mock_client.privacy_mode = False
+        yield mock_client
+
+
+@pytest.fixture
+def mock_anthropic_response():
+    return Message(
+        id="msg_123",
+        type="message",
+        role="assistant",
+        content=[{"type": "text", "text": "Test response"}],
+        model="claude-3-opus-20240229",
+        usage=Usage(
+            input_tokens=20,
+            output_tokens=10,
+        ),
+        stop_reason="end_turn",
+        stop_sequence=None,
+    )
+
+
+@pytest.fixture
+def mock_anthropic_stream_with_tools():
+    """Mock stream events for tool calls."""
+
+    class MockMessage:
+        def __init__(self):
+            self.usage = MockUsage(
+                input_tokens=50,
+                cache_creation_input_tokens=0,
+                cache_read_input_tokens=5,
+            )
+
+    def stream_generator():
+        # Message start with usage
+        event = MockStreamEvent("message_start")
+        event.message = MockMessage()
+        yield event
+
+        # Text block start
+        event = MockStreamEvent("content_block_start")
+        event.content_block = MockContentBlock("text")
+        event.index = 0
+        yield event
+
+        # Text delta
+        event = MockStreamEvent("content_block_delta")
+        event.delta = MockDelta(text="I'll check the weather for you.")
+        event.index = 0
+        yield event
+
+        # Text block stop
+        event = MockStreamEvent("content_block_stop")
+        event.index = 0
+        yield event
+
+        # Tool use block start
+        event = MockStreamEvent("content_block_start")
+        event.content_block = MockContentBlock(
+            "tool_use", id="toolu_stream123", name="get_weather"
+        )
+        event.index = 1
+        yield event
+
+        # Tool input delta 1
+        event = MockStreamEvent("content_block_delta")
+        event.delta = MockDelta(
+            type="input_json_delta", partial_json='{"location": "San'
+        )
+        event.index = 1
+        yield event
+
+        # Tool input delta 2
+        event = MockStreamEvent("content_block_delta")
+        event.delta = MockDelta(
+            type="input_json_delta", partial_json=' Francisco", "unit": "celsius"}'
+        )
+        event.index = 1
+        yield event
+
+        # Tool block stop
+        event = MockStreamEvent("content_block_stop")
+        event.index = 1
+        yield event
+
+        # Message delta with final usage
+        event = MockStreamEvent("message_delta")
+        event.usage = MockUsage(output_tokens=25)
+        yield event
+
+        # Message stop
+        event = MockStreamEvent("message_stop")
+        yield event
+
+    return stream_generator()
+
+
+@pytest.fixture
+def mock_anthropic_response_with_cached_tokens():
+    # Create a mock Usage object with cached_tokens in input_tokens_details
+    usage = Usage(
+        input_tokens=20,
+        output_tokens=10,
+        cache_read_input_tokens=15,
+        cache_creation_input_tokens=2,
+    )
+
+    return Message(
+        id="msg_123",
+        type="message",
+        role="assistant",
+        content=[{"type": "text", "text": "Test response"}],
+        model="claude-3-opus-20240229",
+        usage=usage,
+        stop_reason="end_turn",
+        stop_sequence=None,
+    )
+
+
+@pytest.fixture
+def mock_anthropic_response_with_tool_calls():
+    return Message(
+        id="msg_456",
+        type="message",
+        role="assistant",
+        content=[
+            {"type": "text", "text": "I'll help you check the weather."},
+            {"type": "text", "text": " Let me look that up."},
+            {
+                "type": "tool_use",
+                "id": "toolu_abc123",
+                "name": "get_weather",
+                "input": {"location": "San Francisco"},
+            },
+        ],
+        model="claude-3-5-sonnet-20241022",
+        usage=Usage(
+            input_tokens=25,
+            output_tokens=15,
+        ),
+        stop_reason="tool_use",
+        stop_sequence=None,
+    )
+
+
+@pytest.fixture
+def mock_anthropic_response_tool_calls_only():
+    return Message(
+        id="msg_789",
+        type="message",
+        role="assistant",
+        content=[
+            {
+                "type": "tool_use",
+                "id": "toolu_def456",
+                "name": "get_weather",
+                "input": {"location": "New York", "unit": "fahrenheit"},
+            }
+        ],
+        model="claude-3-5-sonnet-20241022",
+        usage=Usage(
+            input_tokens=30,
+            output_tokens=12,
+        ),
+        stop_reason="tool_use",
+        stop_sequence=None,
+    )
+
+
+def test_basic_completion(mock_client, mock_anthropic_response):
+    with patch(
+        "anthropic.resources.Messages.create", return_value=mock_anthropic_response
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_anthropic_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "anthropic"
+        assert props["$ai_model"] == "claude-3-opus-20240229"
+        assert props["$ai_input"] == [{"role": "user", "content": "Hello"}]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": "Test response"}],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 10
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert props["$ai_stop_reason"] == "end_turn"
+        assert props["$ai_tokens_source"] == "sdk"
+        assert isinstance(props["$ai_latency"], float)
+        # Verify raw usage metadata is passed for backend processing
+        assert "$ai_usage" in props
+        assert props["$ai_usage"] is not None
+        # Verify it's JSON-serializable
+        json.dumps(props["$ai_usage"])
+        # Verify it has expected structure
+        assert isinstance(props["$ai_usage"], dict)
+        assert "input_tokens" in props["$ai_usage"]
+        assert "output_tokens" in props["$ai_usage"]
+
+
+def test_tokens_source_passthrough(mock_client, mock_anthropic_response):
+    with patch(
+        "anthropic.resources.Messages.create", return_value=mock_anthropic_response
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_properties={"$ai_input_tokens": 99999},
+        )
+
+        props = mock_client.capture.call_args[1]["properties"]
+        assert props["$ai_tokens_source"] == "passthrough"
+        assert props["$ai_input_tokens"] == 99999
+
+
+def test_groups(mock_client, mock_anthropic_response):
+    with patch(
+        "anthropic.resources.Messages.create", return_value=mock_anthropic_response
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_groups={"company": "test_company"},
+        )
+
+        assert response == mock_anthropic_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        assert call_args["groups"] == {"company": "test_company"}
+
+
+def test_privacy_mode_local(mock_client, mock_anthropic_response):
+    with patch(
+        "anthropic.resources.Messages.create", return_value=mock_anthropic_response
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_privacy_mode=True,
+        )
+
+        assert response == mock_anthropic_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+        assert props["$ai_input"] is None
+        assert props["$ai_output_choices"] is None
+
+
+def test_privacy_mode_global(mock_client, mock_anthropic_response):
+    with patch(
+        "anthropic.resources.Messages.create", return_value=mock_anthropic_response
+    ):
+        mock_client.privacy_mode = True
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_privacy_mode=False,
+        )
+
+        assert response == mock_anthropic_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+        assert props["$ai_input"] is None
+        assert props["$ai_output_choices"] is None
+
+
+def test_basic_integration(mock_client):
+    """Test basic non-streaming integration."""
+
+    with patch(
+        "anthropic.resources.Messages.create",
+        return_value=create_mock_response(),
+    ):
+        client = Anthropic(posthog_client=mock_client)
+        client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Foo"}],
+            max_tokens=1,
+            temperature=0,
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+            system="You must always answer with 'Bar'.",
+        )
+
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "anthropic"
+    assert props["$ai_model"] == "claude-3-opus-20240229"
+    assert props["$ai_input"] == [
+        {"role": "system", "content": "You must always answer with 'Bar'."},
+        {"role": "user", "content": "Foo"},
+    ]
+    assert props["$ai_output_choices"][0]["role"] == "assistant"
+    assert props["$ai_output_choices"][0]["content"] == [
+        {"type": "text", "text": "Bar"}
+    ]
+    assert props["$ai_input_tokens"] == 18
+    assert props["$ai_output_tokens"] == 1
+    assert props["$ai_http_status"] == 200
+    assert props["foo"] == "bar"
+    assert isinstance(props["$ai_latency"], float)
+
+
+async def test_basic_async_integration(mock_client):
+    """Test async non-streaming integration."""
+
+    # Make the mock async
+    async def mock_async_create(**kwargs):
+        return create_mock_response(input_tokens=16)
+
+    with patch(
+        "anthropic.resources.messages.AsyncMessages.create",
+        side_effect=mock_async_create,
+    ):
+        client = AsyncAnthropic(posthog_client=mock_client)
+        await client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[
+                {"role": "user", "content": "You must always answer with 'Bar'."}
+            ],
+            max_tokens=1,
+            temperature=0,
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "anthropic"
+    assert props["$ai_model"] == "claude-3-opus-20240229"
+    assert props["$ai_input"] == [
+        {"role": "user", "content": "You must always answer with 'Bar'."}
+    ]
+    assert props["$ai_output_choices"][0]["role"] == "assistant"
+    assert props["$ai_input_tokens"] == 16
+    assert props["$ai_output_tokens"] == 1
+    assert props["$ai_http_status"] == 200
+    assert props["foo"] == "bar"
+    assert isinstance(props["$ai_latency"], float)
+
+
+async def test_async_streaming_system_prompt(mock_client):
+    """Test async streaming with system prompt."""
+
+    # Create a simple mock async stream using reusable helpers
+    async def mock_async_stream():
+        # Yield some events
+        yield MockStreamEvent(type="message_start")
+        yield MockStreamEvent(type="content_block_start")
+        yield MockStreamEvent(type="content_block_delta", text="Bar")
+
+        # Final message with usage
+        final_msg = MockStreamEvent(type="message_delta")
+        final_msg.usage = MockUsage(
+            input_tokens=10,
+            output_tokens=5,
+            cache_read_input_tokens=0,
+            cache_creation_input_tokens=0,
+        )
+        yield final_msg
+
+    # Mock create to return a coroutine that yields the async generator
+    # This matches the actual behavior when stream=True with await
+    async def async_create_wrapper(**kwargs):
+        return mock_async_stream()
+
+    with patch(
+        "anthropic.resources.messages.AsyncMessages.create",
+        side_effect=async_create_wrapper,
+    ):
+        client = AsyncAnthropic(posthog_client=mock_client)
+        response = await client.messages.create(
+            model="claude-3-opus-20240229",
+            system="You must always answer with 'Bar'.",
+            messages=[{"role": "user", "content": "Foo"}],
+            stream=True,
+            max_tokens=1,
+        )
+
+        # Consume the stream - async finally block completes before this returns
+        [c async for c in response]
+
+        # Capture happens in the async finally block before generator completes
+        assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert props["$ai_input"] == [
+        {"role": "system", "content": "You must always answer with 'Bar'."},
+        {"role": "user", "content": "Foo"},
+    ]
+
+
+def test_error(mock_client, mock_anthropic_response):
+    with patch(
+        "anthropic.resources.Messages.create", side_effect=Exception("Test error")
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        with pytest.raises(Exception):
+            client.messages.create(
+                model="claude-3-opus-20240229",
+                messages=[{"role": "user", "content": "Hello"}],
+            )
+
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+        assert props["$ai_is_error"] is True
+        assert props["$ai_error"] == "Test error"
+
+
+def test_cached_tokens(mock_client, mock_anthropic_response_with_cached_tokens):
+    with patch(
+        "anthropic.resources.Messages.create",
+        return_value=mock_anthropic_response_with_cached_tokens,
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_anthropic_response_with_cached_tokens
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "anthropic"
+        assert props["$ai_model"] == "claude-3-opus-20240229"
+        assert props["$ai_input"] == [{"role": "user", "content": "Hello"}]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": "Test response"}],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 10
+        assert props["$ai_cache_read_input_tokens"] == 15
+        assert props["$ai_cache_creation_input_tokens"] == 2
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert isinstance(props["$ai_latency"], float)
+
+
+def test_tool_definition(mock_client, mock_anthropic_response):
+    with patch(
+        "anthropic.resources.Messages.create",
+        return_value=mock_anthropic_response,
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+
+        tools = [
+            {
+                "name": "get_weather",
+                "description": "Get the current weather for a specific location",
+                "input_schema": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city or location name to get weather for",
+                        }
+                    },
+                    "required": ["location"],
+                },
+            }
+        ]
+
+        response = client.messages.create(
+            model="claude-3-5-sonnet-20241022",
+            max_tokens=200,
+            temperature=0.7,
+            tools=tools,
+            messages=[{"role": "user", "content": "hey"}],
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_anthropic_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "anthropic"
+        assert props["$ai_model"] == "claude-3-5-sonnet-20241022"
+        assert props["$ai_input"] == [{"role": "user", "content": "hey"}]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": "Test response"}],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 10
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert isinstance(props["$ai_latency"], float)
+        # Verify that tools are captured in the $ai_tools property
+        assert props["$ai_tools"] == tools
+
+
+def test_tool_calls_in_output_choices(
+    mock_client, mock_anthropic_response_with_tool_calls
+):
+    with patch(
+        "anthropic.resources.Messages.create",
+        return_value=mock_anthropic_response_with_tool_calls,
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-5-sonnet-20241022",
+            max_tokens=200,
+            messages=[
+                {"role": "user", "content": "What's the weather in San Francisco?"}
+            ],
+            tools=[
+                {
+                    "name": "get_weather",
+                    "description": "Get weather",
+                    "input_schema": {
+                        "type": "object",
+                        "properties": {"location": {"type": "string"}},
+                        "required": ["location"],
+                    },
+                }
+            ],
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_anthropic_response_with_tool_calls
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "anthropic"
+        assert props["$ai_model"] == "claude-3-5-sonnet-20241022"
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [
+                    {"type": "text", "text": "I'll help you check the weather."},
+                    {"type": "text", "text": " Let me look that up."},
+                    {
+                        "type": "function",
+                        "id": "toolu_abc123",
+                        "function": {
+                            "name": "get_weather",
+                            "arguments": {"location": "San Francisco"},
+                        },
+                    },
+                ],
+            }
+        ]
+
+        # Check token usage
+        assert props["$ai_input_tokens"] == 25
+        assert props["$ai_output_tokens"] == 15
+        assert props["$ai_http_status"] == 200
+
+
+def test_tool_calls_only_no_content(
+    mock_client, mock_anthropic_response_tool_calls_only
+):
+    with patch(
+        "anthropic.resources.Messages.create",
+        return_value=mock_anthropic_response_tool_calls_only,
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-5-sonnet-20241022",
+            max_tokens=200,
+            messages=[{"role": "user", "content": "Get weather for New York"}],
+            tools=[
+                {
+                    "name": "get_weather",
+                    "description": "Get weather",
+                    "input_schema": {
+                        "type": "object",
+                        "properties": {
+                            "location": {"type": "string"},
+                            "unit": {"type": "string"},
+                        },
+                        "required": ["location"],
+                    },
+                }
+            ],
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_anthropic_response_tool_calls_only
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "anthropic"
+        assert props["$ai_model"] == "claude-3-5-sonnet-20241022"
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "function",
+                        "id": "toolu_def456",
+                        "function": {
+                            "name": "get_weather",
+                            "arguments": {"location": "New York", "unit": "fahrenheit"},
+                        },
+                    }
+                ],
+            }
+        ]
+
+        # Check token usage
+        assert props["$ai_input_tokens"] == 30
+        assert props["$ai_output_tokens"] == 12
+        assert props["$ai_http_status"] == 200
+
+
+def test_async_tool_calls_in_output_choices(
+    mock_client, mock_anthropic_response_with_tool_calls
+):
+    import asyncio
+
+    async def mock_async_create(**kwargs):
+        return mock_anthropic_response_with_tool_calls
+
+    with patch(
+        "anthropic.resources.AsyncMessages.create",
+        side_effect=mock_async_create,
+    ):
+        async_client = AsyncAnthropic(api_key="test-key", posthog_client=mock_client)
+
+        async def run_test():
+            return await async_client.messages.create(
+                model="claude-3-5-sonnet-20241022",
+                max_tokens=200,
+                messages=[
+                    {"role": "user", "content": "What's the weather in San Francisco?"}
+                ],
+                tools=[
+                    {
+                        "name": "get_weather",
+                        "description": "Get weather",
+                        "input_schema": {
+                            "type": "object",
+                            "properties": {"location": {"type": "string"}},
+                            "required": ["location"],
+                        },
+                    }
+                ],
+                posthog_distinct_id="test-id",
+            )
+
+        response = asyncio.run(run_test())
+
+        assert response == mock_anthropic_response_with_tool_calls
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "anthropic"
+        assert props["$ai_model"] == "claude-3-5-sonnet-20241022"
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [
+                    {"type": "text", "text": "I'll help you check the weather."},
+                    {"type": "text", "text": " Let me look that up."},
+                    {
+                        "type": "function",
+                        "id": "toolu_abc123",
+                        "function": {
+                            "name": "get_weather",
+                            "arguments": {"location": "San Francisco"},
+                        },
+                    },
+                ],
+            }
+        ]
+
+        # Check token usage
+        assert props["$ai_input_tokens"] == 25
+        assert props["$ai_output_tokens"] == 15
+        assert props["$ai_http_status"] == 200
+
+
+def test_streaming_with_tool_calls(mock_client, mock_anthropic_stream_with_tools):
+    """Test that tool calls are properly captured in streaming mode."""
+    with patch(
+        "anthropic.resources.Messages.create",
+        return_value=mock_anthropic_stream_with_tools,
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-5-sonnet-20241022",
+            system="You are a helpful weather assistant.",
+            messages=[
+                {"role": "user", "content": "What's the weather in San Francisco?"}
+            ],
+            tools=[
+                {
+                    "name": "get_weather",
+                    "description": "Get weather information",
+                    "input_schema": {
+                        "type": "object",
+                        "properties": {
+                            "location": {"type": "string"},
+                            "unit": {"type": "string"},
+                        },
+                        "required": ["location"],
+                    },
+                }
+            ],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        # Consume the stream - this triggers the finally block synchronously
+        list(response)
+
+        # Capture happens synchronously when generator is exhausted
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "anthropic"
+        assert props["$ai_model"] == "claude-3-5-sonnet-20241022"
+
+        # Verify system prompt is included in input
+        assert props["$ai_input"] == [
+            {"role": "system", "content": "You are a helpful weather assistant."},
+            {"role": "user", "content": "What's the weather in San Francisco?"},
+        ]
+
+        # Verify that tools are captured in the properties
+        assert props["$ai_tools"] == [
+            {
+                "name": "get_weather",
+                "description": "Get weather information",
+                "input_schema": {
+                    "type": "object",
+                    "properties": {
+                        "location": {"type": "string"},
+                        "unit": {"type": "string"},
+                    },
+                    "required": ["location"],
+                },
+            }
+        ]
+
+        # Verify output contains both text and tool call
+        output_choices = props["$ai_output_choices"]
+        assert len(output_choices) == 1
+
+        assistant_message = output_choices[0]
+        assert assistant_message["role"] == "assistant"
+
+        content = assistant_message["content"]
+        assert isinstance(content, list)
+        assert len(content) == 2
+
+        # Verify text block
+        text_block = content[0]
+        assert text_block["type"] == "text"
+        assert text_block["text"] == "I'll check the weather for you."
+
+        # Verify tool call block
+        tool_block = content[1]
+        assert tool_block["type"] == "function"
+        assert tool_block["id"] == "toolu_stream123"
+        assert tool_block["function"]["name"] == "get_weather"
+        assert tool_block["function"]["arguments"] == {
+            "location": "San Francisco",
+            "unit": "celsius",
+        }
+
+        # Check token usage
+        assert props["$ai_input_tokens"] == 50
+        assert props["$ai_output_tokens"] == 25
+        assert props["$ai_cache_read_input_tokens"] == 5
+        assert props["$ai_cache_creation_input_tokens"] == 0
+        assert props["$ai_tokens_source"] == "sdk"
+
+        # Verify raw usage is captured in streaming mode (merged from events)
+        assert "$ai_usage" in props
+        assert props["$ai_usage"] is not None
+        # Verify it's JSON-serializable
+        json.dumps(props["$ai_usage"])
+        # Verify it has expected structure (merged from message_start and message_delta)
+        assert isinstance(props["$ai_usage"], dict)
+        assert "input_tokens" in props["$ai_usage"]
+        assert "output_tokens" in props["$ai_usage"]
+
+
+def test_async_streaming_with_tool_calls(mock_client, mock_anthropic_stream_with_tools):
+    """Test that tool calls are properly captured in async streaming mode."""
+    import asyncio
+
+    async def mock_async_generator():
+        # Convert regular generator to async generator
+        for event in mock_anthropic_stream_with_tools:
+            yield event
+
+    async def mock_async_create(**kwargs):
+        # Return the async generator (to be awaited by the implementation)
+        return mock_async_generator()
+
+    with patch(
+        "anthropic.resources.AsyncMessages.create",
+        side_effect=mock_async_create,
+    ):
+        async_client = AsyncAnthropic(api_key="test-key", posthog_client=mock_client)
+
+        async def run_test():
+            response = await async_client.messages.create(
+                model="claude-3-5-sonnet-20241022",
+                system="You are a helpful weather assistant.",
+                messages=[
+                    {"role": "user", "content": "What's the weather in San Francisco?"}
+                ],
+                tools=[
+                    {
+                        "name": "get_weather",
+                        "description": "Get weather information",
+                        "input_schema": {
+                            "type": "object",
+                            "properties": {
+                                "location": {"type": "string"},
+                                "unit": {"type": "string"},
+                            },
+                            "required": ["location"],
+                        },
+                    }
+                ],
+                stream=True,
+                posthog_distinct_id="test-id",
+            )
+
+            # Consume the async stream
+            [event async for event in response]
+
+        # asyncio.run() waits for all async operations to complete
+        asyncio.run(run_test())
+
+        # Capture completes before asyncio.run() returns
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "anthropic"
+        assert props["$ai_model"] == "claude-3-5-sonnet-20241022"
+
+        # Verify system prompt is included in input
+        assert props["$ai_input"] == [
+            {"role": "system", "content": "You are a helpful weather assistant."},
+            {"role": "user", "content": "What's the weather in San Francisco?"},
+        ]
+
+        # Verify that tools are captured in the properties
+        assert props["$ai_tools"] == [
+            {
+                "name": "get_weather",
+                "description": "Get weather information",
+                "input_schema": {
+                    "type": "object",
+                    "properties": {
+                        "location": {"type": "string"},
+                        "unit": {"type": "string"},
+                    },
+                    "required": ["location"],
+                },
+            }
+        ]
+
+        # Verify output contains both text and tool call
+        output_choices = props["$ai_output_choices"]
+        assert len(output_choices) == 1
+
+        assistant_message = output_choices[0]
+        assert assistant_message["role"] == "assistant"
+
+        content = assistant_message["content"]
+        assert isinstance(content, list)
+        assert len(content) == 2
+
+        # Verify text block
+        text_block = content[0]
+        assert text_block["type"] == "text"
+        assert text_block["text"] == "I'll check the weather for you."
+
+        # Verify tool call block
+        tool_block = content[1]
+        assert tool_block["type"] == "function"
+        assert tool_block["id"] == "toolu_stream123"
+        assert tool_block["function"]["name"] == "get_weather"
+        assert tool_block["function"]["arguments"] == {
+            "location": "San Francisco",
+            "unit": "celsius",
+        }
+
+        # Check token usage
+        assert props["$ai_input_tokens"] == 50
+        assert props["$ai_output_tokens"] == 25
+        assert props["$ai_cache_read_input_tokens"] == 5
+        assert props["$ai_cache_creation_input_tokens"] == 0
+
+
+def test_web_search_count(mock_client):
+    """Test that web search count is properly tracked from Anthropic responses."""
+
+    # Create a mock usage with web search
+    class MockServerToolUse:
+        def __init__(self):
+            self.web_search_requests = 3
+
+    class MockUsageWithWebSearch:
+        def __init__(self):
+            self.input_tokens = 100
+            self.output_tokens = 50
+            self.cache_read_input_tokens = 0
+            self.cache_creation_input_tokens = 0
+            self.server_tool_use = MockServerToolUse()
+
+    class MockResponseWithWebSearch:
+        def __init__(self):
+            self.content = [MockContent(text="Search results show...")]
+            self.model = "claude-3-opus-20240229"
+            self.usage = MockUsageWithWebSearch()
+
+    mock_response = MockResponseWithWebSearch()
+
+    with patch("anthropic.resources.Messages.create", return_value=mock_response):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Search for recent news"}],
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Verify web search count is captured
+        assert props["$ai_web_search_count"] == 3
+        assert props["$ai_input_tokens"] == 100
+        assert props["$ai_output_tokens"] == 50
+
+
+@pytest.fixture
+def mock_anthropic_stream_with_web_search():
+    """Mock stream events for web search."""
+
+    class MockServerToolUse:
+        def __init__(self):
+            self.web_search_requests = 2
+
+    class MockMessage:
+        def __init__(self):
+            self.usage = MockUsage(
+                input_tokens=50,
+                cache_creation_input_tokens=0,
+                cache_read_input_tokens=5,
+            )
+
+    def stream_generator():
+        # Message start with usage
+        event = MockStreamEvent("message_start")
+        event.message = MockMessage()
+        yield event
+
+        # Text block start
+        event = MockStreamEvent("content_block_start")
+        event.content_block = MockContentBlock("text")
+        event.index = 0
+        yield event
+
+        # Text delta
+        event = MockStreamEvent("content_block_delta")
+        event.delta = MockDelta(text="Here are the search results...")
+        event.index = 0
+        yield event
+
+        # Text block stop
+        event = MockStreamEvent("content_block_stop")
+        event.index = 0
+        yield event
+
+        # Message delta with final usage including web search
+        event = MockStreamEvent("message_delta")
+        usage = MockUsage(output_tokens=25)
+        usage.server_tool_use = MockServerToolUse()
+        event.usage = usage
+        yield event
+
+        # Message stop
+        event = MockStreamEvent("message_stop")
+        yield event
+
+    return stream_generator()
+
+
+def test_streaming_with_web_search(mock_client, mock_anthropic_stream_with_web_search):
+    """Test that web search count is properly captured in streaming mode."""
+    with patch(
+        "anthropic.resources.Messages.create",
+        return_value=mock_anthropic_stream_with_web_search,
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        response = client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Search for recent news"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        # Consume the stream - this triggers the finally block synchronously
+        list(response)
+
+        # Capture happens synchronously when generator is exhausted
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Verify web search count is captured
+        assert props["$ai_web_search_count"] == 2
+        assert props["$ai_input_tokens"] == 50
+        assert props["$ai_output_tokens"] == 25
+
+
+def test_async_with_web_search(mock_client):
+    """Test that web search count is properly tracked in async non-streaming mode."""
+    import asyncio
+
+    # Create a mock usage with web search
+    class MockServerToolUse:
+        def __init__(self):
+            self.web_search_requests = 3
+
+    class MockUsageWithWebSearch:
+        def __init__(self):
+            self.input_tokens = 100
+            self.output_tokens = 50
+            self.cache_read_input_tokens = 0
+            self.cache_creation_input_tokens = 0
+            self.server_tool_use = MockServerToolUse()
+
+    class MockResponseWithWebSearch:
+        def __init__(self):
+            self.content = [MockContent(text="Search results show...")]
+            self.model = "claude-3-opus-20240229"
+            self.usage = MockUsageWithWebSearch()
+
+    mock_response = MockResponseWithWebSearch()
+
+    async def mock_async_create(**kwargs):
+        return mock_response
+
+    with patch(
+        "anthropic.resources.AsyncMessages.create",
+        side_effect=mock_async_create,
+    ):
+        async_client = AsyncAnthropic(api_key="test-key", posthog_client=mock_client)
+
+        async def run_test():
+            response = await async_client.messages.create(
+                model="claude-3-opus-20240229",
+                messages=[{"role": "user", "content": "Search for recent news"}],
+                posthog_distinct_id="test-id",
+            )
+            return response
+
+        # asyncio.run() waits for all async operations to complete
+        response = asyncio.run(run_test())
+
+        assert response == mock_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Verify web search count is captured
+        assert props["$ai_web_search_count"] == 3
+        assert props["$ai_input_tokens"] == 100
+        assert props["$ai_output_tokens"] == 50
+
+
+def test_async_streaming_with_web_search(
+    mock_client, mock_anthropic_stream_with_web_search
+):
+    """Test that web search count is properly captured in async streaming mode."""
+    import asyncio
+
+    async def mock_async_generator():
+        # Convert regular generator to async generator
+        for event in mock_anthropic_stream_with_web_search:
+            yield event
+
+    async def mock_async_create(**kwargs):
+        # Return the async generator (to be awaited by the implementation)
+        return mock_async_generator()
+
+    with patch(
+        "anthropic.resources.AsyncMessages.create",
+        side_effect=mock_async_create,
+    ):
+        async_client = AsyncAnthropic(api_key="test-key", posthog_client=mock_client)
+
+        async def run_test():
+            response = await async_client.messages.create(
+                model="claude-3-opus-20240229",
+                messages=[{"role": "user", "content": "Search for recent news"}],
+                stream=True,
+                posthog_distinct_id="test-id",
+            )
+
+            # Consume the async stream
+            [event async for event in response]
+
+        # asyncio.run() waits for all async operations to complete
+        asyncio.run(run_test())
+
+        # Capture completes before asyncio.run() returns
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Verify web search count is captured
+        assert props["$ai_web_search_count"] == 2
+        assert props["$ai_input_tokens"] == 50
+        assert props["$ai_output_tokens"] == 25
+
+
+# =======================
+# Distinct ID Context Tests
+# =======================
+
+
+def test_no_distinct_id_uses_trace_id_and_personless(
+    mock_client, mock_anthropic_response
+):
+    """When no distinct_id is provided and no outer context, trace_id is used and event is personless."""
+    with patch(
+        "anthropic.resources.Messages.create", return_value=mock_anthropic_response
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_trace_id="trace-123",
+        )
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "trace-123"
+        assert props["$process_person_profile"] is False
+
+
+def test_explicit_distinct_id_creates_person_profile(
+    mock_client, mock_anthropic_response
+):
+    """When posthog_distinct_id is explicitly passed, it is used and event is not personless."""
+    with patch(
+        "anthropic.resources.Messages.create", return_value=mock_anthropic_response
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="user-123",
+            posthog_trace_id="trace-123",
+        )
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "user-123"
+        assert (
+            "$process_person_profile" not in props
+            or props["$process_person_profile"] is not False
+        )
+
+
+def test_outer_context_distinct_id_is_used(mock_client, mock_anthropic_response):
+    """When an outer context has a distinct_id, it should be used instead of trace_id."""
+    with patch(
+        "anthropic.resources.Messages.create", return_value=mock_anthropic_response
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        with new_context():
+            identify_context("outer-user-456")
+            client.messages.create(
+                model="claude-3-opus-20240229",
+                messages=[{"role": "user", "content": "Hello"}],
+                posthog_trace_id="trace-123",
+            )
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "outer-user-456"
+        assert (
+            "$process_person_profile" not in props
+            or props["$process_person_profile"] is not False
+        )
+
+
+def test_explicit_distinct_id_overrides_outer_context(
+    mock_client, mock_anthropic_response
+):
+    """When both outer context and explicit posthog_distinct_id are set, explicit wins."""
+    with patch(
+        "anthropic.resources.Messages.create", return_value=mock_anthropic_response
+    ):
+        client = Anthropic(api_key="test-key", posthog_client=mock_client)
+        with new_context():
+            identify_context("outer-user-456")
+            client.messages.create(
+                model="claude-3-opus-20240229",
+                messages=[{"role": "user", "content": "Hello"}],
+                posthog_distinct_id="explicit-user-789",
+                posthog_trace_id="trace-123",
+            )
+
+        call_args = mock_client.capture.call_args[1]
+        assert call_args["distinct_id"] == "explicit-user-789"
+
+
+ANTHROPIC_API_KEY = os.getenv("ANTHROPIC_API_KEY")
+
+
+@pytest.mark.skipif(not ANTHROPIC_API_KEY, reason="ANTHROPIC_API_KEY is not set")
+def test_integration_stop_reason(mock_client):
+    client = Anthropic(api_key=ANTHROPIC_API_KEY, posthog_client=mock_client)
+    client.messages.create(
+        model="claude-sonnet-4-20250514",
+        messages=[{"role": "user", "content": "Say hi"}],
+        max_tokens=5,
+        posthog_distinct_id="test-id",
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_stop_reason"] in ("end_turn", "max_tokens")
+    assert props["$ai_provider"] == "anthropic"
+    assert props["$ai_input_tokens"] > 0
+
+
+def _anthropic_stream_events():
+    final = MockStreamEvent("message_delta")
+    final.usage = MockUsage(
+        input_tokens=10,
+        output_tokens=5,
+        cache_read_input_tokens=0,
+        cache_creation_input_tokens=0,
+    )
+    return [
+        MockStreamEvent("message_start"),
+        MockStreamEvent("content_block_delta", text="Hi"),
+        final,
+    ]
+
+
+@pytest.mark.asyncio
+async def test_async_messages_create_streaming_supports_async_with(mock_client):
+    """Regression test for #393: messages.create(stream=True) must support
+    `async with`."""
+
+    async def mock_async_create(**kwargs):
+        return RecordingAsyncStream(_anthropic_stream_events())
+
+    with patch(
+        "anthropic.resources.messages.AsyncMessages.create",
+        side_effect=mock_async_create,
+    ):
+        client = AsyncAnthropic(posthog_client=mock_client)
+        response = await client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Foo"}],
+            stream=True,
+            max_tokens=1,
+        )
+
+        async with response as stream:
+            events = [event async for event in stream]
+
+    assert len(events) == 3
+    assert mock_client.capture.call_count == 1
+
+
+@pytest.mark.asyncio
+async def test_async_messages_streaming_early_exit_closes_provider_stream(mock_client):
+    """Breaking out early must close the underlying Anthropic stream and still
+    capture the event."""
+    source = RecordingAsyncStream(_anthropic_stream_events())
+
+    async def mock_async_create(**kwargs):
+        return source
+
+    with patch(
+        "anthropic.resources.messages.AsyncMessages.create",
+        side_effect=mock_async_create,
+    ):
+        client = AsyncAnthropic(posthog_client=mock_client)
+        response = await client.messages.create(
+            model="claude-3-opus-20240229",
+            messages=[{"role": "user", "content": "Foo"}],
+            stream=True,
+            max_tokens=1,
+        )
+
+        async with response as stream:
+            async for _ in stream:
+                break
+
+    assert source.closed is True
+    assert mock_client.capture.call_count == 1
diff --git a/posthog/test/ai/claude_agent_sdk/__init__.py b/posthog/test/ai/claude_agent_sdk/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/posthog/test/ai/claude_agent_sdk/test_processor.py b/posthog/test/ai/claude_agent_sdk/test_processor.py
new file mode 100644
index 00000000..74bfc1e0
--- /dev/null
+++ b/posthog/test/ai/claude_agent_sdk/test_processor.py
@@ -0,0 +1,621 @@
+from __future__ import annotations
+
+import logging
+from typing import Any, Dict, List, Optional
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+try:
+    from claude_agent_sdk.types import (
+        AssistantMessage,
+        ClaudeAgentOptions,
+        ResultMessage,
+        StreamEvent,
+        TextBlock,
+        ToolUseBlock,
+    )
+
+    from posthog.ai.claude_agent_sdk import (
+        PostHogClaudeAgentProcessor,
+        instrument,
+        query as posthog_query,
+    )
+
+    CLAUDE_AGENT_SDK_AVAILABLE = True
+except ImportError:
+    CLAUDE_AGENT_SDK_AVAILABLE = False
+
+pytestmark = pytest.mark.skipif(
+    not CLAUDE_AGENT_SDK_AVAILABLE, reason="Claude Agent SDK is not available"
+)
+
+
+# ── Helpers ──────────────────────────────────────────────────────
+
+
+def _make_stream_event(
+    event_type: str, data: Optional[Dict[str, Any]] = None, session_id: str = "sess_123"
+) -> StreamEvent:
+    event = {"type": event_type, **(data or {})}
+    return StreamEvent(uuid="evt_1", session_id=session_id, event=event)
+
+
+def _make_message_start(
+    model: str = "claude-sonnet-4-6",
+    input_tokens: int = 100,
+    output_tokens: int = 0,
+    cache_read: int = 0,
+    cache_creation: int = 0,
+) -> StreamEvent:
+    return _make_stream_event(
+        "message_start",
+        {
+            "message": {
+                "model": model,
+                "usage": {
+                    "input_tokens": input_tokens,
+                    "output_tokens": output_tokens,
+                    "cache_read_input_tokens": cache_read,
+                    "cache_creation_input_tokens": cache_creation,
+                },
+            },
+        },
+    )
+
+
+def _make_message_delta(output_tokens: int = 50) -> StreamEvent:
+    return _make_stream_event(
+        "message_delta",
+        {
+            "usage": {"output_tokens": output_tokens},
+        },
+    )
+
+
+def _make_message_stop() -> StreamEvent:
+    return _make_stream_event("message_stop")
+
+
+def _make_assistant_message(
+    model: str = "claude-sonnet-4-6",
+    text: str = "Hello!",
+    tool_uses: Optional[List[Dict[str, Any]]] = None,
+) -> AssistantMessage:
+    content = [TextBlock(text=text)]
+    if tool_uses:
+        for tu in tool_uses:
+            content.append(
+                ToolUseBlock(id=tu["id"], name=tu["name"], input=tu.get("input", {}))
+            )
+    return AssistantMessage(content=content, model=model)
+
+
+def _make_result_message(
+    total_cost_usd: float = 0.01,
+    input_tokens: int = 100,
+    output_tokens: int = 50,
+    duration_ms: int = 2000,
+    duration_api_ms: int = 1500,
+    num_turns: int = 3,
+    is_error: bool = False,
+    cache_read: int = 0,
+    cache_creation: int = 0,
+) -> ResultMessage:
+    return ResultMessage(
+        subtype="success" if not is_error else "error",
+        duration_ms=duration_ms,
+        duration_api_ms=duration_api_ms,
+        is_error=is_error,
+        num_turns=num_turns,
+        session_id="sess_123",
+        total_cost_usd=total_cost_usd,
+        usage={
+            "input_tokens": input_tokens,
+            "output_tokens": output_tokens,
+            "cache_read_input_tokens": cache_read,
+            "cache_creation_input_tokens": cache_creation,
+        },
+    )
+
+
+async def _fake_query(messages):
+    """Create a fake query function that yields pre-defined messages."""
+    for msg in messages:
+        yield msg
+
+
+# ── Fixtures ─────────────────────────────────────────────────────
+
+
+@pytest.fixture
+def mock_client():
+    client = MagicMock()
+    client.privacy_mode = False
+    logging.getLogger("posthog").setLevel(logging.DEBUG)
+    return client
+
+
+@pytest.fixture
+def processor(mock_client):
+    return PostHogClaudeAgentProcessor(
+        client=mock_client,
+        distinct_id="test-user",
+        privacy_mode=False,
+    )
+
+
+# ── Tests ────────────────────────────────────────────────────────
+
+
+class TestPostHogClaudeAgentProcessor:
+    def test_initialization(self, mock_client):
+        proc = PostHogClaudeAgentProcessor(
+            client=mock_client,
+            distinct_id="user@example.com",
+            privacy_mode=True,
+            groups={"company": "acme"},
+            properties={"env": "test"},
+        )
+        assert proc._client == mock_client
+        assert proc._distinct_id == "user@example.com"
+        assert proc._privacy_mode is True
+        assert proc._groups == {"company": "acme"}
+        assert proc._properties == {"env": "test"}
+
+    def test_initialization_defaults(self):
+        with patch("posthog.ai.claude_agent_sdk.processor.setup") as mock_setup:
+            mock_setup.return_value = MagicMock()
+            proc = PostHogClaudeAgentProcessor()
+            assert proc._distinct_id is None
+            assert proc._privacy_mode is False
+            assert proc._groups == {}
+            assert proc._properties == {}
+
+
+class TestGenerationEmission:
+    @pytest.mark.asyncio
+    async def test_emits_generation_from_stream_events(self, processor, mock_client):
+        messages = [
+            _make_message_start(input_tokens=100, cache_read=20),
+            _make_message_delta(output_tokens=50),
+            _make_message_stop(),
+            _make_assistant_message(),
+            _make_result_message(),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            collected = []
+            async for msg in processor.query(prompt="Hi", options=ClaudeAgentOptions()):
+                collected.append(msg)
+
+        # Should have captured $ai_generation + $ai_trace
+        calls = mock_client.capture.call_args_list
+        events = [c.kwargs.get("event") or c[1].get("event") for c in calls]
+        assert "$ai_generation" in events
+        assert "$ai_trace" in events
+
+        # Check generation properties
+        gen_call = next(
+            c
+            for c in calls
+            if (c.kwargs.get("event") or c[1].get("event")) == "$ai_generation"
+        )
+        props = gen_call.kwargs.get("properties") or gen_call[1].get("properties")
+        assert props["$ai_provider"] == "anthropic"
+        assert props["$ai_framework"] == "claude-agent-sdk"
+        assert props["$ai_model"] == "claude-sonnet-4-6"
+        assert props["$ai_input_tokens"] == 100
+        assert props["$ai_output_tokens"] == 50
+        assert props["$ai_cache_read_input_tokens"] == 20
+
+    @pytest.mark.asyncio
+    async def test_emits_multiple_generations_for_multi_turn(
+        self, processor, mock_client
+    ):
+        messages = [
+            # Turn 1
+            _make_message_start(input_tokens=50),
+            _make_message_delta(output_tokens=30),
+            _make_message_stop(),
+            _make_assistant_message(),
+            # Turn 2
+            _make_message_start(input_tokens=80),
+            _make_message_delta(output_tokens=40),
+            _make_message_stop(),
+            _make_assistant_message(),
+            _make_result_message(num_turns=2),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in processor.query(prompt="Hi", options=ClaudeAgentOptions()):
+                pass
+
+        gen_calls = [
+            c
+            for c in mock_client.capture.call_args_list
+            if (c.kwargs.get("event") or c[1].get("event")) == "$ai_generation"
+        ]
+        assert len(gen_calls) == 2
+
+    @pytest.mark.asyncio
+    async def test_fallback_generation_from_result_when_no_stream_events(
+        self, processor, mock_client
+    ):
+        """When StreamEvents are not available, fall back to ResultMessage data."""
+        messages = [
+            _make_assistant_message(),
+            _make_result_message(input_tokens=200, output_tokens=100),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in processor.query(prompt="Hi", options=ClaudeAgentOptions()):
+                pass
+
+        gen_calls = [
+            c
+            for c in mock_client.capture.call_args_list
+            if (c.kwargs.get("event") or c[1].get("event")) == "$ai_generation"
+        ]
+        assert len(gen_calls) == 1
+        props = gen_calls[0].kwargs.get("properties") or gen_calls[0][1].get(
+            "properties"
+        )
+        assert props["$ai_input_tokens"] == 200
+        assert props["$ai_output_tokens"] == 100
+
+
+class TestToolSpanEmission:
+    @pytest.mark.asyncio
+    async def test_emits_span_for_tool_use(self, processor, mock_client):
+        messages = [
+            _make_message_start(),
+            _make_message_stop(),
+            _make_assistant_message(
+                tool_uses=[
+                    {
+                        "id": "tu_1",
+                        "name": "Read",
+                        "input": {"file_path": "/tmp/test.py"},
+                    },
+                ]
+            ),
+            _make_result_message(),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in processor.query(
+                prompt="Read a file", options=ClaudeAgentOptions()
+            ):
+                pass
+
+        span_calls = [
+            c
+            for c in mock_client.capture.call_args_list
+            if (c.kwargs.get("event") or c[1].get("event")) == "$ai_span"
+        ]
+        assert len(span_calls) == 1
+        props = span_calls[0].kwargs.get("properties") or span_calls[0][1].get(
+            "properties"
+        )
+        assert props["$ai_span_name"] == "Read"
+        assert props["$ai_span_type"] == "tool"
+        assert props["$ai_input_state"] == {"file_path": "/tmp/test.py"}
+
+
+class TestTraceEmission:
+    @pytest.mark.asyncio
+    async def test_emits_trace_on_result(self, processor, mock_client):
+        messages = [
+            _make_message_start(),
+            _make_message_stop(),
+            _make_assistant_message(),
+            _make_result_message(total_cost_usd=0.05, duration_ms=3000, is_error=False),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in processor.query(prompt="Hi", options=ClaudeAgentOptions()):
+                pass
+
+        trace_calls = [
+            c
+            for c in mock_client.capture.call_args_list
+            if (c.kwargs.get("event") or c[1].get("event")) == "$ai_trace"
+        ]
+        assert len(trace_calls) == 1
+        props = trace_calls[0].kwargs.get("properties") or trace_calls[0][1].get(
+            "properties"
+        )
+        assert props["$ai_trace_name"] == "claude_agent_sdk_query"
+        assert props["$ai_total_cost_usd"] == 0.05
+        assert props["$ai_latency"] == 3.0
+        assert props["$ai_is_error"] is False
+
+    @pytest.mark.asyncio
+    async def test_trace_emits_error_status(self, processor, mock_client):
+        messages = [
+            _make_result_message(is_error=True, total_cost_usd=0.0),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in processor.query(prompt="Hi", options=ClaudeAgentOptions()):
+                pass
+
+        trace_calls = [
+            c
+            for c in mock_client.capture.call_args_list
+            if (c.kwargs.get("event") or c[1].get("event")) == "$ai_trace"
+        ]
+        assert len(trace_calls) == 1
+        props = trace_calls[0].kwargs.get("properties") or trace_calls[0][1].get(
+            "properties"
+        )
+        assert props["$ai_is_error"] is True
+
+
+class TestPrivacyMode:
+    @pytest.mark.asyncio
+    async def test_privacy_mode_redacts_tool_input(self, mock_client):
+        proc = PostHogClaudeAgentProcessor(
+            client=mock_client,
+            distinct_id="user",
+            privacy_mode=True,
+        )
+        messages = [
+            _make_message_start(),
+            _make_message_stop(),
+            _make_assistant_message(
+                tool_uses=[
+                    {
+                        "id": "tu_1",
+                        "name": "Read",
+                        "input": {"file_path": "/secret/file"},
+                    },
+                ]
+            ),
+            _make_result_message(),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in proc.query(
+                prompt="Read secret", options=ClaudeAgentOptions()
+            ):
+                pass
+
+        span_calls = [
+            c
+            for c in mock_client.capture.call_args_list
+            if (c.kwargs.get("event") or c[1].get("event")) == "$ai_span"
+        ]
+        assert len(span_calls) == 1
+        props = span_calls[0].kwargs.get("properties") or span_calls[0][1].get(
+            "properties"
+        )
+        assert "$ai_input_state" not in props
+
+
+class TestPersonlessMode:
+    @pytest.mark.asyncio
+    async def test_no_distinct_id_sets_process_person_profile_false(self, mock_client):
+        proc = PostHogClaudeAgentProcessor(
+            client=mock_client,
+            distinct_id=None,
+        )
+        messages = [
+            _make_message_start(),
+            _make_message_stop(),
+            _make_assistant_message(),
+            _make_result_message(),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in proc.query(prompt="Hi", options=ClaudeAgentOptions()):
+                pass
+
+        for call in mock_client.capture.call_args_list:
+            props = call.kwargs.get("properties") or call[1].get("properties")
+            assert props.get("$process_person_profile") is False
+
+
+class TestCustomProperties:
+    @pytest.mark.asyncio
+    async def test_instance_properties_merged(self, mock_client):
+        proc = PostHogClaudeAgentProcessor(
+            client=mock_client,
+            distinct_id="user",
+            properties={"app": "stamphog", "version": "1.0"},
+        )
+        messages = [
+            _make_message_start(),
+            _make_message_stop(),
+            _make_assistant_message(),
+            _make_result_message(),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in proc.query(prompt="Hi", options=ClaudeAgentOptions()):
+                pass
+
+        for call in mock_client.capture.call_args_list:
+            props = call.kwargs.get("properties") or call[1].get("properties")
+            assert props.get("app") == "stamphog"
+            assert props.get("version") == "1.0"
+
+    @pytest.mark.asyncio
+    async def test_per_call_properties_merged(self, processor, mock_client):
+        messages = [
+            _make_message_start(),
+            _make_message_stop(),
+            _make_assistant_message(),
+            _make_result_message(),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in processor.query(
+                prompt="Hi",
+                options=ClaudeAgentOptions(),
+                posthog_properties={"pr_number": 42},
+            ):
+                pass
+
+        for call in mock_client.capture.call_args_list:
+            props = call.kwargs.get("properties") or call[1].get("properties")
+            assert props.get("pr_number") == 42
+
+
+class TestCallableDistinctId:
+    @pytest.mark.asyncio
+    async def test_callable_distinct_id_resolved_on_trace(self, mock_client):
+        def resolver(result):
+            return f"user-{result.session_id}"
+
+        proc = PostHogClaudeAgentProcessor(
+            client=mock_client,
+            distinct_id=resolver,
+        )
+        messages = [
+            _make_result_message(),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(messages),
+        ):
+            async for _ in proc.query(prompt="Hi", options=ClaudeAgentOptions()):
+                pass
+
+        trace_calls = [
+            c
+            for c in mock_client.capture.call_args_list
+            if (c.kwargs.get("event") or c[1].get("event")) == "$ai_trace"
+        ]
+        assert len(trace_calls) == 1
+        did = trace_calls[0].kwargs.get("distinct_id") or trace_calls[0][1].get(
+            "distinct_id"
+        )
+        assert did == "user-sess_123"
+
+
+class TestMessagePassthrough:
+    @pytest.mark.asyncio
+    async def test_all_messages_yielded_unchanged(self, processor, mock_client):
+        original_messages = [
+            _make_message_start(),
+            _make_message_delta(),
+            _make_message_stop(),
+            _make_assistant_message(text="Hello world"),
+            _make_result_message(),
+        ]
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=lambda **kw: _fake_query(original_messages),
+        ):
+            collected = []
+            async for msg in processor.query(prompt="Hi", options=ClaudeAgentOptions()):
+                collected.append(msg)
+
+        assert len(collected) == len(original_messages)
+        # Verify types match
+        for orig, got in zip(original_messages, collected):
+            assert type(orig) is type(got)
+
+
+class TestInstrumentFunction:
+    def test_instrument_returns_processor(self, mock_client):
+        proc = instrument(client=mock_client, distinct_id="test")
+        assert isinstance(proc, PostHogClaudeAgentProcessor)
+        assert proc._distinct_id == "test"
+        assert proc._client == mock_client
+
+
+class TestEnsurePartialMessages:
+    @pytest.mark.asyncio
+    async def test_enables_partial_messages_on_options(self, processor, mock_client):
+        """Verify that the processor enables include_partial_messages."""
+        captured_options = {}
+
+        async def fake_query_capture(**kwargs):
+            captured_options.update(kwargs)
+            return
+            yield  # make it an async generator
+
+        with patch(
+            "posthog.ai.claude_agent_sdk.processor.original_query",
+            side_effect=fake_query_capture,
+        ):
+            async for _ in processor.query(
+                prompt="Hi",
+                options=ClaudeAgentOptions(include_partial_messages=False),
+            ):
+                pass
+
+        assert captured_options.get("options").include_partial_messages is True
+
+
+class TestQueryGracefulFallback:
+    @pytest.mark.asyncio
+    async def test_falls_back_to_original_query_when_posthog_not_configured(self):
+        result_msg = _make_result_message()
+        messages_from_sdk = [result_msg]
+
+        with (
+            patch(
+                "posthog.ai.claude_agent_sdk.PostHogClaudeAgentProcessor",
+                side_effect=ValueError("API key is required"),
+            ),
+            patch(
+                "claude_agent_sdk.query",
+                side_effect=lambda **kwargs: _fake_query(messages_from_sdk),
+            ),
+        ):
+            collected = []
+            async for msg in posthog_query(
+                prompt="Hello", options=ClaudeAgentOptions()
+            ):
+                collected.append(msg)
+
+        assert len(collected) == 1
+        assert collected[0] is result_msg
+
+    @pytest.mark.asyncio
+    async def test_non_config_errors_propagate(self):
+        with patch(
+            "posthog.ai.claude_agent_sdk.PostHogClaudeAgentProcessor",
+            side_effect=RuntimeError("unexpected init bug"),
+        ):
+            with pytest.raises(RuntimeError, match="unexpected init bug"):
+                async for _ in posthog_query(
+                    prompt="Hello", options=ClaudeAgentOptions()
+                ):
+                    pass
diff --git a/posthog/test/ai/gemini/test_gemini.py b/posthog/test/ai/gemini/test_gemini.py
new file mode 100644
index 00000000..9bdb7831
--- /dev/null
+++ b/posthog/test/ai/gemini/test_gemini.py
@@ -0,0 +1,1577 @@
+import json
+import os
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+try:
+    from google import genai as google_genai
+
+    from posthog.ai.gemini import Client
+
+    GEMINI_AVAILABLE = True
+except ImportError:
+    GEMINI_AVAILABLE = False
+
+GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
+
+pytestmark = pytest.mark.skipif(
+    not GEMINI_AVAILABLE, reason="Google Gemini package is not available"
+)
+
+
+@pytest.fixture
+def mock_client():
+    with patch("posthog.client.Client") as mock_client:
+        mock_client.privacy_mode = False
+        yield mock_client
+
+
+@pytest.fixture
+def mock_gemini_response():
+    mock_response = MagicMock()
+    mock_response.text = "Test response from Gemini"
+
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 20
+    mock_usage.candidates_token_count = 10
+    # Ensure cache and reasoning tokens are not present (not MagicMock)
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    # Make model_dump() return a proper dict for serialization
+    mock_usage.model_dump.return_value = {
+        "prompt_token_count": 20,
+        "candidates_token_count": 10,
+        "cached_content_token_count": 0,
+        "thoughts_token_count": 0,
+    }
+    mock_response.usage_metadata = mock_usage
+
+    mock_candidate = MagicMock()
+    mock_candidate.text = "Test response from Gemini"
+    mock_finish_reason = MagicMock()
+    mock_finish_reason.name = "STOP"
+    mock_candidate.finish_reason = mock_finish_reason
+    mock_content = MagicMock()
+    mock_part = MagicMock()
+    mock_part.text = "Test response from Gemini"
+    mock_content.parts = [mock_part]
+    mock_candidate.content = mock_content
+    mock_response.candidates = [mock_candidate]
+
+    return mock_response
+
+
+@pytest.fixture
+def mock_google_genai_client():
+    """Mock for the new google-genai Client"""
+    with patch.object(google_genai, "Client") as mock_client_class:
+        mock_client_instance = MagicMock()
+        mock_models = MagicMock()
+        mock_client_instance.models = mock_models
+        mock_client_class.return_value = mock_client_instance
+        yield mock_client_instance
+
+
+@pytest.fixture
+def mock_gemini_response_with_function_calls():
+    mock_response = MagicMock()
+
+    # Mock usage metadata
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 25
+    mock_usage.candidates_token_count = 15
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    # Make model_dump() return a proper dict for serialization
+    mock_usage.model_dump.return_value = {
+        "prompt_token_count": 25,
+        "candidates_token_count": 15,
+        "cached_content_token_count": 0,
+        "thoughts_token_count": 0,
+    }
+    mock_response.usage_metadata = mock_usage
+
+    # Mock function call
+    mock_function_call = MagicMock()
+    mock_function_call.name = "get_current_weather"
+    mock_function_call.args = {"location": "San Francisco"}
+
+    # Mock text part 1
+    mock_text_part1 = MagicMock()
+    mock_text_part1.text = "I'll check the weather for you."
+    # Make hasattr(part, "text") return True
+    type(mock_text_part1).text = mock_text_part1.text
+
+    # Mock text part 2
+    mock_text_part2 = MagicMock()
+    mock_text_part2.text = " Let me look that up."
+    type(mock_text_part2).text = mock_text_part2.text
+
+    # Mock function call part - need to ensure hasattr() works correctly
+    mock_function_part = MagicMock()
+    mock_function_part.function_call = mock_function_call
+    # Make hasattr(part, "function_call") return True
+    type(mock_function_part).function_call = mock_function_part.function_call
+    # Ensure hasattr(part, "text") returns False for the function part
+    del mock_function_part.text
+
+    # Mock content with 2 text parts and 1 function call part
+    mock_content = MagicMock()
+    mock_content.parts = [mock_text_part1, mock_text_part2, mock_function_part]
+
+    # Mock candidate
+    mock_candidate = MagicMock()
+    mock_candidate.content = mock_content
+    mock_response.candidates = [mock_candidate]
+
+    return mock_response
+
+
+@pytest.fixture
+def mock_gemini_response_function_calls_only():
+    mock_response = MagicMock()
+
+    # Mock usage metadata
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 30
+    mock_usage.candidates_token_count = 12
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    # Make model_dump() return a proper dict for serialization
+    mock_usage.model_dump.return_value = {
+        "prompt_token_count": 30,
+        "candidates_token_count": 12,
+        "cached_content_token_count": 0,
+        "thoughts_token_count": 0,
+    }
+    mock_response.usage_metadata = mock_usage
+
+    # Mock function call
+    mock_function_call = MagicMock()
+    mock_function_call.name = "get_current_weather"
+    mock_function_call.args = {"location": "New York", "unit": "fahrenheit"}
+
+    # Mock function call part (no text part) - need to ensure hasattr() works correctly
+    mock_function_part = MagicMock()
+    mock_function_part.function_call = mock_function_call
+    # Make hasattr(part, "function_call") return True
+    type(mock_function_part).function_call = mock_function_part.function_call
+    # Ensure hasattr(part, "text") returns False for the function part
+    del mock_function_part.text
+
+    # Mock content with only function call part
+    mock_content = MagicMock()
+    mock_content.parts = [mock_function_part]
+
+    # Mock candidate
+    mock_candidate = MagicMock()
+    mock_candidate.content = mock_content
+    mock_response.candidates = [mock_candidate]
+
+    return mock_response
+
+
+def test_new_client_basic_generation(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test the new Client/Models API structure"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Tell me a fun fact about hedgehogs"],
+        posthog_distinct_id="test-id",
+        posthog_properties={"foo": "bar"},
+    )
+
+    assert response == mock_gemini_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.0-flash"
+    assert props["$ai_input_tokens"] == 20
+    assert props["$ai_output_tokens"] == 10
+    assert props["foo"] == "bar"
+    assert "$ai_trace_id" in props
+    assert props["$ai_latency"] > 0
+    assert props["$ai_stop_reason"] == "STOP"
+    # Verify raw usage metadata is passed for backend processing
+    assert "$ai_usage" in props
+    assert props["$ai_usage"] is not None
+    # Verify it's JSON-serializable
+    json.dumps(props["$ai_usage"])
+    # Verify it has expected structure
+    assert isinstance(props["$ai_usage"], dict)
+    assert "prompt_token_count" in props["$ai_usage"]
+    assert "candidates_token_count" in props["$ai_usage"]
+
+
+def test_new_client_streaming_with_generate_content_stream(
+    mock_client, mock_google_genai_client
+):
+    """Test the new generate_content_stream method"""
+
+    def mock_streaming_response():
+        mock_chunk1 = MagicMock()
+        mock_chunk1.text = "Hello "
+        mock_usage1 = MagicMock()
+        mock_usage1.prompt_token_count = 10
+        mock_usage1.candidates_token_count = 5
+        mock_usage1.cached_content_token_count = 0
+        mock_usage1.thoughts_token_count = 0
+        mock_chunk1.usage_metadata = mock_usage1
+
+        mock_chunk2 = MagicMock()
+        mock_chunk2.text = "world!"
+        mock_usage2 = MagicMock()
+        mock_usage2.prompt_token_count = 10
+        mock_usage2.candidates_token_count = 10
+        mock_usage2.cached_content_token_count = 0
+        mock_usage2.thoughts_token_count = 0
+        mock_chunk2.usage_metadata = mock_usage2
+
+        yield mock_chunk1
+        yield mock_chunk2
+
+    # Mock the generate_content_stream method
+    mock_google_genai_client.models.generate_content_stream.return_value = (
+        mock_streaming_response()
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content_stream(
+        model="gemini-2.0-flash",
+        contents=["Write a short story"],
+        posthog_distinct_id="test-id",
+        posthog_properties={"feature": "streaming"},
+    )
+
+    chunks = list(response)
+    assert len(chunks) == 2
+    assert chunks[0].text == "Hello "
+    assert chunks[1].text == "world!"
+
+    # Check that the streaming event was captured
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.0-flash"
+    assert props["$ai_input_tokens"] == 10
+    assert props["$ai_output_tokens"] == 10
+    assert props["feature"] == "streaming"
+    assert isinstance(props["$ai_latency"], float)
+
+
+def test_new_client_streaming_with_tools(mock_client, mock_google_genai_client):
+    """Test that tools are captured in streaming mode"""
+
+    def mock_streaming_response():
+        mock_chunk1 = MagicMock()
+        mock_chunk1.text = "I'll check "
+        mock_usage1 = MagicMock()
+        mock_usage1.prompt_token_count = 15
+        mock_usage1.candidates_token_count = 5
+        mock_usage1.cached_content_token_count = 0
+        mock_usage1.thoughts_token_count = 0
+        mock_chunk1.usage_metadata = mock_usage1
+
+        mock_chunk2 = MagicMock()
+        mock_chunk2.text = "the weather"
+        mock_usage2 = MagicMock()
+        mock_usage2.prompt_token_count = 15
+        mock_usage2.candidates_token_count = 10
+        mock_usage2.cached_content_token_count = 0
+        mock_usage2.thoughts_token_count = 0
+        mock_chunk2.usage_metadata = mock_usage2
+
+        yield mock_chunk1
+        yield mock_chunk2
+
+    # Mock the generate_content_stream method
+    mock_google_genai_client.models.generate_content_stream.return_value = (
+        mock_streaming_response()
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    # Create mock tools configuration
+    mock_tool = MagicMock()
+    mock_tool.function_declarations = [
+        MagicMock(
+            name="get_current_weather",
+            description="Gets the current weather for a given location.",
+            parameters=MagicMock(
+                type="OBJECT",
+                properties={
+                    "location": MagicMock(
+                        type="STRING",
+                        description="The city and state, e.g. San Francisco, CA",
+                    )
+                },
+                required=["location"],
+            ),
+        )
+    ]
+
+    mock_config = MagicMock()
+    mock_config.tools = [mock_tool]
+
+    response = client.models.generate_content_stream(
+        model="gemini-2.0-flash",
+        contents=["What's the weather in SF?"],
+        config=mock_config,
+        posthog_distinct_id="test-id",
+        posthog_properties={"feature": "streaming_with_tools"},
+    )
+
+    chunks = list(response)
+    assert len(chunks) == 2
+    assert chunks[0].text == "I'll check "
+    assert chunks[1].text == "the weather"
+
+    # Check that the streaming event was captured with tools
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.0-flash"
+    assert props["$ai_input_tokens"] == 15
+    assert props["$ai_output_tokens"] == 10
+    assert props["feature"] == "streaming_with_tools"
+    assert isinstance(props["$ai_latency"], float)
+
+    # Verify that tools are captured in the $ai_tools property in streaming mode
+    assert props["$ai_tools"] == [mock_tool]
+
+
+def test_new_client_groups(mock_client, mock_google_genai_client, mock_gemini_response):
+    """Test groups functionality with new Client API"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+        posthog_groups={"company": "company_123"},
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    assert call_args["groups"] == {"company": "company_123"}
+
+
+def test_new_client_privacy_mode_local(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test local privacy mode with new Client API"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+        posthog_privacy_mode=True,
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] is None
+    assert props["$ai_output_choices"] is None
+
+
+def test_new_client_privacy_mode_global(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test global privacy mode with new Client API"""
+    mock_client.privacy_mode = True
+
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] is None
+    assert props["$ai_output_choices"] is None
+
+
+def test_new_client_different_input_formats(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test different input formats with new Client API"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    # Test string input
+    client.models.generate_content(
+        model="gemini-2.0-flash", contents="Hello", posthog_distinct_id="test-id"
+    )
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] == [{"role": "user", "content": "Hello"}]
+
+    # Test Gemini-specific format with parts array (like in the screenshot)
+    mock_client.reset_mock()
+    client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=[{"role": "user", "parts": [{"text": "hey"}]}],
+        posthog_distinct_id="test-id",
+    )
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] == [
+        {"role": "user", "content": [{"type": "text", "text": "hey"}]}
+    ]
+
+    # Test multiple parts in the parts array
+    mock_client.reset_mock()
+    client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=[{"role": "user", "parts": [{"text": "Hello "}, {"text": "world"}]}],
+        posthog_distinct_id="test-id",
+    )
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] == [
+        {
+            "role": "user",
+            "content": [
+                {"type": "text", "text": "Hello "},
+                {"type": "text", "text": "world"},
+            ],
+        }
+    ]
+
+    # Test list input with string
+    mock_client.capture.reset_mock()
+    client.models.generate_content(
+        model="gemini-2.0-flash", contents=["List item"], posthog_distinct_id="test-id"
+    )
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] == [{"role": "user", "content": "List item"}]
+
+
+def test_new_client_model_parameters(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test model parameters with new Client API"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+        temperature=0.7,
+        max_tokens=100,
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_model_parameters"]["temperature"] == 0.7
+    assert props["$ai_model_parameters"]["max_tokens"] == 100
+
+
+def test_new_client_default_settings(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test client with default PostHog settings"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    client = Client(
+        api_key="test-key",
+        posthog_client=mock_client,
+        posthog_distinct_id="default_user",
+        posthog_properties={"team": "ai"},
+        posthog_privacy_mode=False,
+        posthog_groups={"company": "acme_corp"},
+    )
+
+    # Call without overriding defaults
+    client.models.generate_content(model="gemini-2.0-flash", contents=["Hello"])
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "default_user"
+    assert call_args["groups"] == {"company": "acme_corp"}
+    assert props["team"] == "ai"
+
+
+def test_new_client_override_defaults(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test overriding client defaults per call"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    client = Client(
+        api_key="test-key",
+        posthog_client=mock_client,
+        posthog_distinct_id="default_user",
+        posthog_properties={"team": "ai"},
+        posthog_privacy_mode=False,
+        posthog_groups={"company": "acme_corp"},
+    )
+
+    # Override defaults in call
+    client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="specific_user",
+        posthog_properties={"feature": "chat", "urgent": True},
+        posthog_privacy_mode=True,
+        posthog_groups={"organization": "special_org"},
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Check overrides
+    assert call_args["distinct_id"] == "specific_user"
+    assert call_args["groups"] == {"organization": "special_org"}
+    assert props["$ai_input"] is None  # privacy mode was overridden
+
+    # Check merged properties (defaults + call-specific)
+    assert props["team"] == "ai"  # from defaults
+    assert props["feature"] == "chat"  # from call
+    assert props["urgent"] is True  # from call
+
+
+def test_vertex_ai_parameters_passed_through(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test that Vertex AI parameters are properly passed to genai.Client"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    # Mock credentials object
+    mock_credentials = MagicMock()
+    mock_debug_config = MagicMock()
+    mock_http_options = MagicMock()
+
+    # Create client with Vertex AI parameters
+    Client(
+        vertexai=True,
+        credentials=mock_credentials,
+        project="test-project",
+        location="us-central1",
+        debug_config=mock_debug_config,
+        http_options=mock_http_options,
+        posthog_client=mock_client,
+    )
+
+    # Verify genai.Client was called with correct parameters
+    google_genai.Client.assert_called_once_with(
+        vertexai=True,
+        credentials=mock_credentials,
+        project="test-project",
+        location="us-central1",
+        debug_config=mock_debug_config,
+        http_options=mock_http_options,
+    )
+
+
+def test_api_key_mode(mock_client, mock_google_genai_client):
+    """Test API key authentication mode"""
+
+    # Create client with just API key (traditional mode)
+    Client(
+        api_key="test-api-key",
+        posthog_client=mock_client,
+    )
+
+    # Verify genai.Client was called with only api_key
+    google_genai.Client.assert_called_once_with(api_key="test-api-key")
+
+
+def test_vertex_ai_mode_with_optional_api_key(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test Vertex AI mode with optional API key"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    mock_credentials = MagicMock()
+
+    # Create client with Vertex AI + API key
+    Client(
+        vertexai=True,
+        api_key="test-api-key",
+        credentials=mock_credentials,
+        project="test-project",
+        posthog_client=mock_client,
+    )
+
+    # Verify genai.Client was called with both Vertex AI params and API key
+    google_genai.Client.assert_called_once_with(
+        vertexai=True,
+        api_key="test-api-key",
+        credentials=mock_credentials,
+        project="test-project",
+    )
+
+
+def test_tool_use_response(mock_client, mock_google_genai_client, mock_gemini_response):
+    """Test that tools defined in config are captured in $ai_tools property"""
+    mock_google_genai_client.models.generate_content.return_value = mock_gemini_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    # Create mock tools configuration
+    mock_tool = MagicMock()
+    mock_tool.function_declarations = [
+        MagicMock(
+            name="get_current_weather",
+            description="Gets the current weather for a given location.",
+            parameters=MagicMock(
+                type="OBJECT",
+                properties={
+                    "location": MagicMock(
+                        type="STRING",
+                        description="The city and state, e.g. San Francisco, CA",
+                    )
+                },
+                required=["location"],
+            ),
+        )
+    ]
+
+    mock_config = MagicMock()
+    mock_config.tools = [mock_tool]
+    # Explicitly specify this config doesn't have system_instruction
+    del mock_config.system_instruction
+
+    response = client.models.generate_content(
+        model="gemini-2.5-flash",
+        contents=["hey"],
+        config=mock_config,
+        posthog_distinct_id="test-id",
+        posthog_properties={"foo": "bar"},
+    )
+
+    assert response == mock_gemini_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.5-flash"
+    assert props["$ai_input"] == [{"role": "user", "content": "hey"}]
+    assert props["$ai_output_choices"] == [
+        {
+            "role": "assistant",
+            "content": [{"type": "text", "text": "Test response from Gemini"}],
+        }
+    ]
+    assert props["$ai_input_tokens"] == 20
+    assert props["$ai_output_tokens"] == 10
+    assert props["$ai_http_status"] == 200
+    assert props["foo"] == "bar"
+    assert isinstance(props["$ai_latency"], float)
+    # Verify that tools are captured in the $ai_tools property
+    assert props["$ai_tools"] == [mock_tool]
+
+
+def test_function_calls_in_output_choices(
+    mock_client, mock_google_genai_client, mock_gemini_response_with_function_calls
+):
+    """Test that function calls are properly included in $ai_output_choices"""
+    mock_google_genai_client.models.generate_content.return_value = (
+        mock_gemini_response_with_function_calls
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content(
+        model="gemini-2.5-flash",
+        contents=["What's the weather in San Francisco?"],
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_gemini_response_with_function_calls
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.5-flash"
+    assert props["$ai_output_choices"] == [
+        {
+            "role": "assistant",
+            "content": [
+                {"type": "text", "text": "I'll check the weather for you."},
+                {"type": "text", "text": " Let me look that up."},
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "get_current_weather",
+                        "arguments": {"location": "San Francisco"},
+                    },
+                },
+            ],
+        }
+    ]
+
+    # Check token usage
+    assert props["$ai_input_tokens"] == 25
+    assert props["$ai_output_tokens"] == 15
+    assert props["$ai_http_status"] == 200
+
+
+def test_function_calls_only_no_content(
+    mock_client, mock_google_genai_client, mock_gemini_response_function_calls_only
+):
+    """Test function calls without text content in $ai_output_choices"""
+    mock_google_genai_client.models.generate_content.return_value = (
+        mock_gemini_response_function_calls_only
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content(
+        model="gemini-2.5-flash",
+        contents=["Get weather for New York"],
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_gemini_response_function_calls_only
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.5-flash"
+    assert props["$ai_output_choices"] == [
+        {
+            "role": "assistant",
+            "content": [
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "get_current_weather",
+                        "arguments": {"location": "New York", "unit": "fahrenheit"},
+                    },
+                }
+            ],
+        }
+    ]
+
+    # Check token usage
+    assert props["$ai_input_tokens"] == 30
+    assert props["$ai_output_tokens"] == 12
+    assert props["$ai_http_status"] == 200
+
+
+def test_cache_and_reasoning_tokens(mock_client, mock_google_genai_client):
+    """Test that cache and reasoning tokens are properly extracted"""
+    # Create a mock response with cache and reasoning tokens
+    mock_response = MagicMock()
+    mock_response.text = "Test response with cache"
+
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 100
+    mock_usage.candidates_token_count = 50
+    mock_usage.cached_content_token_count = 30  # Cache tokens
+    mock_usage.thoughts_token_count = 10  # Reasoning tokens
+    mock_response.usage_metadata = mock_usage
+
+    # Mock candidates
+    mock_candidate = MagicMock()
+    mock_candidate.text = "Test response with cache"
+    mock_response.candidates = [mock_candidate]
+
+    mock_google_genai_client.models.generate_content.return_value = mock_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content(
+        model="gemini-2.5-pro",
+        contents="Test with cache",
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Check that all token types are present
+    assert props["$ai_input_tokens"] == 100
+    assert props["$ai_output_tokens"] == 50
+    assert props["$ai_cache_read_input_tokens"] == 30
+    assert props["$ai_reasoning_tokens"] == 10
+
+
+def test_streaming_cache_and_reasoning_tokens(mock_client, mock_google_genai_client):
+    """Test that cache and reasoning tokens are properly extracted in streaming"""
+    # Create mock chunks with cache and reasoning tokens
+    chunk1 = MagicMock()
+    chunk1.text = "Hello "
+    chunk1_usage = MagicMock()
+    chunk1_usage.prompt_token_count = 100
+    chunk1_usage.candidates_token_count = 5
+    chunk1_usage.cached_content_token_count = 30  # Cache tokens
+    chunk1_usage.thoughts_token_count = 0
+    # Make model_dump() return a proper dict for serialization
+    chunk1_usage.model_dump.return_value = {
+        "prompt_token_count": 100,
+        "candidates_token_count": 5,
+        "cached_content_token_count": 30,
+        "thoughts_token_count": 0,
+    }
+    chunk1.usage_metadata = chunk1_usage
+
+    chunk2 = MagicMock()
+    chunk2.text = "world!"
+    chunk2_usage = MagicMock()
+    chunk2_usage.prompt_token_count = 100
+    chunk2_usage.candidates_token_count = 10
+    chunk2_usage.cached_content_token_count = 30  # Same cache tokens
+    chunk2_usage.thoughts_token_count = 5  # Reasoning tokens
+    # Make model_dump() return a proper dict for serialization
+    chunk2_usage.model_dump.return_value = {
+        "prompt_token_count": 100,
+        "candidates_token_count": 10,
+        "cached_content_token_count": 30,
+        "thoughts_token_count": 5,
+    }
+    chunk2.usage_metadata = chunk2_usage
+
+    mock_stream = iter([chunk1, chunk2])
+    mock_google_genai_client.models.generate_content_stream.return_value = mock_stream
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content_stream(
+        model="gemini-2.5-pro",
+        contents="Test streaming with cache",
+        posthog_distinct_id="test-id",
+    )
+
+    # Consume the stream
+    result = list(response)
+    assert len(result) == 2
+
+    # Check PostHog capture was called
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Check that all token types are present (should use final chunk's usage)
+    assert props["$ai_input_tokens"] == 100
+    assert props["$ai_output_tokens"] == 10
+    assert props["$ai_cache_read_input_tokens"] == 30
+    assert props["$ai_reasoning_tokens"] == 5
+
+    # Verify raw usage is captured in streaming mode (merged from chunks)
+    assert "$ai_usage" in props
+    assert props["$ai_usage"] is not None
+    # Verify it's JSON-serializable
+    json.dumps(props["$ai_usage"])
+    # Verify it has expected structure
+    assert isinstance(props["$ai_usage"], dict)
+    assert "prompt_token_count" in props["$ai_usage"]
+    assert "candidates_token_count" in props["$ai_usage"]
+
+
+def test_web_search_grounding(mock_client, mock_google_genai_client):
+    """Test web search detection via grounding_metadata."""
+
+    # Create mock response with grounding metadata
+    mock_response = MagicMock()
+
+    # Mock usage metadata
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 60
+    mock_usage.candidates_token_count = 40
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    mock_response.usage_metadata = mock_usage
+
+    # Mock grounding metadata
+    mock_grounding_chunk = MagicMock()
+    mock_grounding_chunk.uri = "https://example.com"
+
+    mock_grounding_metadata = MagicMock()
+    mock_grounding_metadata.grounding_chunks = [mock_grounding_chunk]
+
+    # Mock text part
+    mock_text_part = MagicMock()
+    mock_text_part.text = "According to search results..."
+    type(mock_text_part).text = mock_text_part.text
+
+    # Mock content with parts
+    mock_content = MagicMock()
+    mock_content.parts = [mock_text_part]
+
+    # Mock candidate with grounding metadata
+    mock_candidate = MagicMock()
+    mock_candidate.content = mock_content
+    mock_candidate.grounding_metadata = mock_grounding_metadata
+    type(mock_candidate).grounding_metadata = mock_candidate.grounding_metadata
+
+    mock_response.candidates = [mock_candidate]
+    mock_response.text = "According to search results..."
+
+    # Mock the generate_content method
+    mock_google_genai_client.models.generate_content.return_value = mock_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+    response = client.models.generate_content(
+        model="gemini-2.5-flash",
+        contents="What's the latest news?",
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Verify web search count is detected (binary for grounding)
+    assert props["$ai_web_search_count"] == 1
+    assert props["$ai_input_tokens"] == 60
+    assert props["$ai_output_tokens"] == 40
+
+
+def test_streaming_with_web_search(mock_client, mock_google_genai_client):
+    """Test that web search count is properly captured in streaming mode."""
+
+    def mock_streaming_response():
+        # Create chunk 1 with grounding metadata
+        mock_chunk1 = MagicMock()
+        mock_chunk1.text = "According to "
+
+        mock_usage1 = MagicMock()
+        mock_usage1.prompt_token_count = 30
+        mock_usage1.candidates_token_count = 5
+        mock_usage1.cached_content_token_count = 0
+        mock_usage1.thoughts_token_count = 0
+        mock_chunk1.usage_metadata = mock_usage1
+
+        # Add grounding metadata to first chunk
+        mock_grounding_chunk = MagicMock()
+        mock_grounding_chunk.uri = "https://example.com"
+
+        mock_grounding_metadata = MagicMock()
+        mock_grounding_metadata.grounding_chunks = [mock_grounding_chunk]
+
+        mock_candidate1 = MagicMock()
+        mock_candidate1.grounding_metadata = mock_grounding_metadata
+        type(mock_candidate1).grounding_metadata = mock_candidate1.grounding_metadata
+
+        mock_chunk1.candidates = [mock_candidate1]
+
+        # Create chunk 2
+        mock_chunk2 = MagicMock()
+        mock_chunk2.text = "search results..."
+
+        mock_usage2 = MagicMock()
+        mock_usage2.prompt_token_count = 30
+        mock_usage2.candidates_token_count = 15
+        mock_usage2.cached_content_token_count = 0
+        mock_usage2.thoughts_token_count = 0
+        mock_chunk2.usage_metadata = mock_usage2
+
+        mock_candidate2 = MagicMock()
+        mock_chunk2.candidates = [mock_candidate2]
+
+        yield mock_chunk1
+        yield mock_chunk2
+
+    # Mock the generate_content_stream method
+    mock_google_genai_client.models.generate_content_stream.return_value = (
+        mock_streaming_response()
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content_stream(
+        model="gemini-2.5-flash",
+        contents="What's the latest news?",
+        posthog_distinct_id="test-id",
+    )
+
+    chunks = list(response)
+    assert len(chunks) == 2
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Verify web search count is detected (binary for grounding)
+    assert props["$ai_web_search_count"] == 1
+    assert props["$ai_input_tokens"] == 30
+    assert props["$ai_output_tokens"] == 15
+
+
+def test_empty_grounding_metadata_no_web_search(mock_client, mock_google_genai_client):
+    """Test that empty grounding_metadata (all null fields) does not count as web search."""
+
+    # Create mock response with empty grounding metadata (all null fields)
+    mock_response = MagicMock()
+
+    # Mock usage metadata
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 10
+    mock_usage.candidates_token_count = 10
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    mock_response.usage_metadata = mock_usage
+
+    # Mock empty grounding metadata (all fields are None)
+    mock_grounding_metadata = MagicMock()
+    mock_grounding_metadata.web_search_queries = None
+    mock_grounding_metadata.grounding_chunks = None
+    mock_grounding_metadata.grounding_supports = None
+    mock_grounding_metadata.retrieval_metadata = None
+    mock_grounding_metadata.retrieval_queries = None
+    mock_grounding_metadata.search_entry_point = None
+
+    # Mock text part
+    mock_text_part = MagicMock()
+    mock_text_part.text = "Hey there! How can I help you today?"
+    type(mock_text_part).text = mock_text_part.text
+
+    # Mock content with parts
+    mock_content = MagicMock()
+    mock_content.parts = [mock_text_part]
+
+    # Mock candidate with empty grounding metadata
+    mock_candidate = MagicMock()
+    mock_candidate.content = mock_content
+    mock_candidate.grounding_metadata = mock_grounding_metadata
+    type(mock_candidate).grounding_metadata = mock_candidate.grounding_metadata
+
+    mock_response.candidates = [mock_candidate]
+    mock_response.text = "Hey there! How can I help you today?"
+
+    # Mock the generate_content method
+    mock_google_genai_client.models.generate_content.return_value = mock_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content(
+        model="gemini-2.5-flash",
+        contents="Hello",
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Verify web search count is 0 (not present in properties when 0)
+    assert "$ai_web_search_count" not in props
+    assert props["$ai_input_tokens"] == 10
+    assert props["$ai_output_tokens"] == 10
+
+
+def test_empty_array_grounding_metadata_no_web_search(
+    mock_client, mock_google_genai_client
+):
+    """Test that grounding_metadata with empty arrays does not count as web search."""
+
+    # Create mock response with grounding metadata having empty arrays
+    mock_response = MagicMock()
+
+    # Mock usage metadata
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 15
+    mock_usage.candidates_token_count = 12
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    mock_response.usage_metadata = mock_usage
+
+    # Mock grounding metadata with empty arrays
+    mock_grounding_metadata = MagicMock()
+    mock_grounding_metadata.web_search_queries = []
+    mock_grounding_metadata.grounding_chunks = []
+    mock_grounding_metadata.grounding_supports = []
+
+    # Mock text part
+    mock_text_part = MagicMock()
+    mock_text_part.text = "I can help with that."
+    type(mock_text_part).text = mock_text_part.text
+
+    # Mock content with parts
+    mock_content = MagicMock()
+    mock_content.parts = [mock_text_part]
+
+    # Mock candidate with grounding metadata containing empty arrays
+    mock_candidate = MagicMock()
+    mock_candidate.content = mock_content
+    mock_candidate.grounding_metadata = mock_grounding_metadata
+    type(mock_candidate).grounding_metadata = mock_candidate.grounding_metadata
+
+    mock_response.candidates = [mock_candidate]
+    mock_response.text = "I can help with that."
+
+    # Mock the generate_content method
+    mock_google_genai_client.models.generate_content.return_value = mock_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content(
+        model="gemini-2.5-flash",
+        contents="What can you do?",
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Verify web search count is 0 (not present in properties when 0)
+    assert "$ai_web_search_count" not in props
+    assert props["$ai_input_tokens"] == 15
+    assert props["$ai_output_tokens"] == 12
+
+
+@pytest.mark.parametrize("candidates_value", [None, []])
+def test_falsy_candidates_no_web_search(
+    mock_client, mock_google_genai_client, candidates_value
+):
+    """Test that response with falsy candidates does not crash web search extraction."""
+
+    mock_response = MagicMock()
+
+    # Mock usage metadata
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 5
+    mock_usage.candidates_token_count = 8
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    mock_response.usage_metadata = mock_usage
+
+    # candidates attribute exists but is falsy
+    mock_response.candidates = candidates_value
+    mock_response.text = "Hello!"
+
+    mock_google_genai_client.models.generate_content.return_value = mock_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    response = client.models.generate_content(
+        model="gemini-2.5-flash",
+        contents="Hi",
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Should not crash and web search count should not be present
+    assert "$ai_web_search_count" not in props
+    assert props["$ai_input_tokens"] == 5
+    assert props["$ai_output_tokens"] == 8
+
+
+@pytest.fixture
+def mock_embed_content_response():
+    mock_response = MagicMock()
+    mock_embedding1 = MagicMock()
+    mock_embedding1.values = [0.1, 0.2, 0.3]
+    mock_embedding1.statistics = None
+    mock_response.embeddings = [mock_embedding1]
+    return mock_response
+
+
+@pytest.fixture
+def mock_embed_content_response_with_stats():
+    mock_response = MagicMock()
+    mock_embedding1 = MagicMock()
+    mock_embedding1.values = [0.1, 0.2, 0.3]
+    mock_stats1 = MagicMock()
+    mock_stats1.token_count = 5
+    mock_embedding1.statistics = mock_stats1
+    mock_embedding2 = MagicMock()
+    mock_embedding2.values = [0.4, 0.5, 0.6]
+    mock_stats2 = MagicMock()
+    mock_stats2.token_count = 8
+    mock_embedding2.statistics = mock_stats2
+    mock_response.embeddings = [mock_embedding1, mock_embedding2]
+    return mock_response
+
+
+def test_embed_content_basic(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.models.embed_content.return_value = (
+        mock_embed_content_response
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+    response = client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello world",
+        posthog_distinct_id="test-id",
+        posthog_properties={"foo": "bar"},
+    )
+
+    assert response == mock_embed_content_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_embedding"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-embedding-001"
+    assert props["$ai_input"] == "Hello world"
+    assert props["$ai_http_status"] == 200
+    assert isinstance(props["$ai_latency"], float)
+    assert "$ai_trace_id" in props
+    assert props["$ai_base_url"] == "https://generativelanguage.googleapis.com"
+    assert props["foo"] == "bar"
+
+    # Verify the underlying call received the right args
+    mock_google_genai_client.models.embed_content.assert_called_once_with(
+        model="gemini-embedding-001", contents="Hello world"
+    )
+
+
+def test_embed_content_with_token_counts(
+    mock_client, mock_google_genai_client, mock_embed_content_response_with_stats
+):
+    mock_google_genai_client.models.embed_content.return_value = (
+        mock_embed_content_response_with_stats
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+    client.models.embed_content(
+        model="gemini-embedding-001",
+        contents=["Hello", "World"],
+        posthog_distinct_id="test-id",
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_input_tokens"] == 13  # 5 + 8
+
+
+def test_embed_content_without_token_counts(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.models.embed_content.return_value = (
+        mock_embed_content_response
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+    client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello",
+        posthog_distinct_id="test-id",
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_input_tokens"] == 0
+
+
+def test_embed_content_privacy_mode(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.models.embed_content.return_value = (
+        mock_embed_content_response
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+    client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Secret text",
+        posthog_distinct_id="test-id",
+        posthog_privacy_mode=True,
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_input"] is None
+
+
+def test_embed_content_no_distinct_id(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.models.embed_content.return_value = (
+        mock_embed_content_response
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+    client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello",
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Should fall back to trace_id as distinct_id
+    assert call_args["distinct_id"] == props["$ai_trace_id"]
+    assert props["$process_person_profile"] is False
+
+
+def test_embed_content_default_params(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.models.embed_content.return_value = (
+        mock_embed_content_response
+    )
+
+    client = Client(
+        api_key="test-key",
+        posthog_client=mock_client,
+        posthog_distinct_id="default-id",
+        posthog_properties={"team": "ai"},
+        posthog_groups={"company": "test-co"},
+    )
+    client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello",
+        posthog_properties={"extra": "prop"},
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "default-id"
+    assert props["team"] == "ai"
+    assert props["extra"] == "prop"
+    assert call_args["groups"] == {"company": "test-co"}
+
+
+def test_embed_content_error_handling(mock_client, mock_google_genai_client):
+    mock_google_genai_client.models.embed_content.side_effect = Exception("API error")
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+
+    with pytest.raises(Exception, match="API error"):
+        client.models.embed_content(
+            model="gemini-embedding-001",
+            contents="Hello",
+            posthog_distinct_id="test-id",
+        )
+
+    # Event should still be captured
+    assert mock_client.capture.call_count == 1
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_is_error"] is True
+    assert props["$ai_error"] == "API error"
+    assert props["$ai_http_status"] == 0
+
+
+def test_embed_content_kwargs_passthrough(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.models.embed_content.return_value = (
+        mock_embed_content_response
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+    client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello",
+        posthog_distinct_id="test-id",
+        config={"output_dimensionality": 64},
+    )
+
+    mock_google_genai_client.models.embed_content.assert_called_once_with(
+        model="gemini-embedding-001",
+        contents="Hello",
+        config={"output_dimensionality": 64},
+    )
+
+
+@pytest.mark.skipif(not GOOGLE_API_KEY, reason="GOOGLE_API_KEY is not set")
+def test_embed_content_integration(mock_client):
+    client = Client(api_key=GOOGLE_API_KEY, posthog_client=mock_client)
+    response = client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello world",
+        posthog_distinct_id="test-id",
+    )
+
+    # Verify real response
+    assert response.embeddings is not None
+    assert len(response.embeddings) > 0
+    assert isinstance(response.embeddings[0].values, list)
+    assert all(isinstance(v, float) for v in response.embeddings[0].values)
+
+    # Verify event captured
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert call_args["event"] == "$ai_embedding"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-embedding-001"
+    assert props["$ai_input"] == "Hello world"
+    assert props["$ai_latency"] > 0
+
+
+@pytest.mark.skipif(not GOOGLE_API_KEY, reason="GOOGLE_API_KEY is not set")
+def test_embed_content_integration_batch(mock_client):
+    client = Client(api_key=GOOGLE_API_KEY, posthog_client=mock_client)
+    inputs = ["Hello", "World", "Test"]
+    response = client.models.embed_content(
+        model="gemini-embedding-001",
+        contents=inputs,
+        posthog_distinct_id="test-id",
+    )
+
+    assert response.embeddings is not None
+    assert len(response.embeddings) == len(inputs)
+
+
+@pytest.mark.parametrize(
+    "finish_reason_name,response_text",
+    [
+        ("STOP", "Test"),
+        ("MAX_TOKENS", "Truncated"),
+    ],
+)
+def test_stop_reason_captured(
+    mock_client, mock_google_genai_client, finish_reason_name, response_text
+):
+    mock_response = MagicMock()
+    mock_response.text = response_text
+
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 10
+    mock_usage.candidates_token_count = 5
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    mock_usage.model_dump.return_value = {
+        "prompt_token_count": 10,
+        "candidates_token_count": 5,
+    }
+    mock_response.usage_metadata = mock_usage
+
+    mock_candidate = MagicMock()
+    mock_candidate.finish_reason = MagicMock()
+    mock_candidate.finish_reason.name = finish_reason_name
+    mock_candidate.content = MagicMock()
+    mock_candidate.content.parts = [MagicMock(text=response_text)]
+    mock_response.candidates = [mock_candidate]
+
+    mock_google_genai_client.models.generate_content.return_value = mock_response
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+    client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_stop_reason"] == finish_reason_name
+
+
+def test_stop_reason_streaming(mock_client, mock_google_genai_client):
+    def mock_streaming_response():
+        mock_chunk1 = MagicMock()
+        mock_chunk1.text = "Hello "
+        mock_usage1 = MagicMock()
+        mock_usage1.prompt_token_count = 10
+        mock_usage1.candidates_token_count = 5
+        mock_usage1.cached_content_token_count = 0
+        mock_usage1.thoughts_token_count = 0
+        mock_chunk1.usage_metadata = mock_usage1
+        # No candidates with finish_reason on first chunk
+        mock_chunk1.candidates = []
+
+        mock_chunk2 = MagicMock()
+        mock_chunk2.text = "world!"
+        mock_usage2 = MagicMock()
+        mock_usage2.prompt_token_count = 10
+        mock_usage2.candidates_token_count = 10
+        mock_usage2.cached_content_token_count = 0
+        mock_usage2.thoughts_token_count = 0
+        mock_chunk2.usage_metadata = mock_usage2
+        # Final chunk has finish_reason
+        mock_candidate = MagicMock()
+        mock_candidate.finish_reason = MagicMock()
+        mock_candidate.finish_reason.name = "STOP"
+        mock_candidate.content = MagicMock()
+        mock_candidate.content.parts = [MagicMock(text="world!")]
+        mock_chunk2.candidates = [mock_candidate]
+
+        yield mock_chunk1
+        yield mock_chunk2
+
+    mock_google_genai_client.models.generate_content_stream.return_value = (
+        mock_streaming_response()
+    )
+
+    client = Client(api_key="test-key", posthog_client=mock_client)
+    response = client.models.generate_content_stream(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+    )
+
+    list(response)
+
+    assert mock_client.capture.call_count == 1
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_stop_reason"] == "STOP"
+
+
+GEMINI_API_KEY = os.getenv("GEMINI_API_KEY")
+
+
+@pytest.mark.skipif(not GEMINI_API_KEY, reason="GEMINI_API_KEY is not set")
+def test_integration_stop_reason(mock_client):
+    client = Client(api_key=GEMINI_API_KEY, posthog_client=mock_client)
+    client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents="Say hi",
+        posthog_distinct_id="test-id",
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_stop_reason"] is not None
+    assert isinstance(props["$ai_stop_reason"], str)
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_input_tokens"] > 0
diff --git a/posthog/test/ai/gemini/test_gemini_async.py b/posthog/test/ai/gemini/test_gemini_async.py
new file mode 100644
index 00000000..53f85b26
--- /dev/null
+++ b/posthog/test/ai/gemini/test_gemini_async.py
@@ -0,0 +1,1152 @@
+import os
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+
+try:
+    from google import genai as google_genai
+
+    from posthog.ai.gemini import AsyncClient
+
+    GEMINI_AVAILABLE = True
+except ImportError:
+    GEMINI_AVAILABLE = False
+
+GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
+
+pytestmark = [
+    pytest.mark.skipif(
+        not GEMINI_AVAILABLE, reason="Google Gemini package is not available"
+    ),
+    pytest.mark.asyncio,
+]
+
+
+@pytest.fixture
+def mock_client():
+    with patch("posthog.client.Client") as mock_client:
+        mock_client.privacy_mode = False
+        yield mock_client
+
+
+@pytest.fixture
+def mock_gemini_response():
+    mock_response = MagicMock()
+    mock_response.text = "Test response from Gemini"
+
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 20
+    mock_usage.candidates_token_count = 10
+    # Ensure cache and reasoning tokens are not present (not MagicMock)
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    mock_response.usage_metadata = mock_usage
+
+    mock_candidate = MagicMock()
+    mock_candidate.text = "Test response from Gemini"
+    mock_content = MagicMock()
+    mock_part = MagicMock()
+    mock_part.text = "Test response from Gemini"
+    mock_content.parts = [mock_part]
+    mock_candidate.content = mock_content
+    mock_response.candidates = [mock_candidate]
+
+    return mock_response
+
+
+@pytest.fixture
+def mock_google_genai_client():
+    """Mock for the google-genai Client with async support"""
+    with patch.object(google_genai, "Client") as mock_client_class:
+        mock_client_instance = MagicMock()
+        mock_models = MagicMock()
+        mock_aio = MagicMock()
+        mock_aio_models = MagicMock()
+
+        mock_client_instance.models = mock_models
+        mock_client_instance.aio = mock_aio
+        mock_aio.models = mock_aio_models
+
+        mock_client_class.return_value = mock_client_instance
+        yield mock_client_instance
+
+
+@pytest.fixture
+def mock_gemini_response_with_function_calls():
+    mock_response = MagicMock()
+
+    # Mock usage metadata
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 25
+    mock_usage.candidates_token_count = 15
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    mock_response.usage_metadata = mock_usage
+
+    # Mock function call
+    mock_function_call = MagicMock()
+    mock_function_call.name = "get_current_weather"
+    mock_function_call.args = {"location": "San Francisco"}
+
+    # Mock text part 1
+    mock_text_part1 = MagicMock()
+    mock_text_part1.text = "I'll check the weather for you."
+    type(mock_text_part1).text = mock_text_part1.text
+
+    # Mock text part 2
+    mock_text_part2 = MagicMock()
+    mock_text_part2.text = " Let me look that up."
+    type(mock_text_part2).text = mock_text_part2.text
+
+    # Mock function call part
+    mock_function_part = MagicMock()
+    mock_function_part.function_call = mock_function_call
+    type(mock_function_part).function_call = mock_function_part.function_call
+    del mock_function_part.text
+
+    # Mock content with 2 text parts and 1 function call part
+    mock_content = MagicMock()
+    mock_content.parts = [mock_text_part1, mock_text_part2, mock_function_part]
+
+    # Mock candidate
+    mock_candidate = MagicMock()
+    mock_candidate.content = mock_content
+    mock_response.candidates = [mock_candidate]
+
+    return mock_response
+
+
+async def test_async_client_basic_generation(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test the async Client/AsyncModels API structure"""
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    response = await client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Tell me a fun fact about hedgehogs"],
+        posthog_distinct_id="test-id",
+        posthog_properties={"foo": "bar"},
+    )
+
+    assert response == mock_gemini_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.0-flash"
+    assert props["$ai_input_tokens"] == 20
+    assert props["$ai_output_tokens"] == 10
+    assert props["foo"] == "bar"
+    assert "$ai_trace_id" in props
+    assert props["$ai_latency"] > 0
+
+
+async def test_async_client_streaming_with_generate_content_stream(
+    mock_client, mock_google_genai_client
+):
+    """Test the async generate_content_stream method"""
+
+    async def mock_streaming_response():
+        mock_chunk1 = MagicMock()
+        mock_chunk1.text = "Hello "
+        mock_usage1 = MagicMock()
+        mock_usage1.prompt_token_count = 10
+        mock_usage1.candidates_token_count = 5
+        mock_usage1.cached_content_token_count = 0
+        mock_usage1.thoughts_token_count = 0
+        mock_chunk1.usage_metadata = mock_usage1
+        yield mock_chunk1
+
+        mock_chunk2 = MagicMock()
+        mock_chunk2.text = "world!"
+        mock_usage2 = MagicMock()
+        mock_usage2.prompt_token_count = 10
+        mock_usage2.candidates_token_count = 10
+        mock_usage2.cached_content_token_count = 0
+        mock_usage2.thoughts_token_count = 0
+        mock_chunk2.usage_metadata = mock_usage2
+        yield mock_chunk2
+
+    # Mock the async generate_content_stream method
+    mock_google_genai_client.aio.models.generate_content_stream = AsyncMock(
+        return_value=mock_streaming_response()
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    response = await client.models.generate_content_stream(
+        model="gemini-2.0-flash",
+        contents=["Write a short story"],
+        posthog_distinct_id="test-id",
+        posthog_properties={"feature": "streaming"},
+    )
+
+    chunks = []
+    async for chunk in response:
+        chunks.append(chunk)
+
+    assert len(chunks) == 2
+    assert chunks[0].text == "Hello "
+    assert chunks[1].text == "world!"
+
+    # Check that the streaming event was captured
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.0-flash"
+    assert props["$ai_input_tokens"] == 10
+    assert props["$ai_output_tokens"] == 10
+    assert props["feature"] == "streaming"
+    assert isinstance(props["$ai_latency"], float)
+
+
+async def test_async_client_streaming_with_tools(mock_client, mock_google_genai_client):
+    """Test that tools are captured in async streaming mode"""
+
+    async def mock_streaming_response():
+        mock_chunk1 = MagicMock()
+        mock_chunk1.text = "I'll check "
+        mock_usage1 = MagicMock()
+        mock_usage1.prompt_token_count = 15
+        mock_usage1.candidates_token_count = 5
+        mock_usage1.cached_content_token_count = 0
+        mock_usage1.thoughts_token_count = 0
+        mock_chunk1.usage_metadata = mock_usage1
+        yield mock_chunk1
+
+        mock_chunk2 = MagicMock()
+        mock_chunk2.text = "the weather"
+        mock_usage2 = MagicMock()
+        mock_usage2.prompt_token_count = 15
+        mock_usage2.candidates_token_count = 10
+        mock_usage2.cached_content_token_count = 0
+        mock_usage2.thoughts_token_count = 0
+        mock_chunk2.usage_metadata = mock_usage2
+        yield mock_chunk2
+
+    # Mock the async generate_content_stream method
+    mock_google_genai_client.aio.models.generate_content_stream = AsyncMock(
+        return_value=mock_streaming_response()
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    # Create mock tools configuration
+    mock_tool = MagicMock()
+    mock_tool.function_declarations = [
+        MagicMock(
+            name="get_current_weather",
+            description="Gets the current weather for a given location.",
+            parameters=MagicMock(
+                type="OBJECT",
+                properties={
+                    "location": MagicMock(
+                        type="STRING",
+                        description="The city and state, e.g. San Francisco, CA",
+                    )
+                },
+                required=["location"],
+            ),
+        )
+    ]
+
+    mock_config = MagicMock()
+    mock_config.tools = [mock_tool]
+
+    response = await client.models.generate_content_stream(
+        model="gemini-2.0-flash",
+        contents=["What's the weather in SF?"],
+        config=mock_config,
+        posthog_distinct_id="test-id",
+        posthog_properties={"feature": "streaming_with_tools"},
+    )
+
+    chunks = []
+    async for chunk in response:
+        chunks.append(chunk)
+
+    assert len(chunks) == 2
+    assert chunks[0].text == "I'll check "
+    assert chunks[1].text == "the weather"
+
+    # Check that the streaming event was captured with tools
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.0-flash"
+    assert props["$ai_input_tokens"] == 15
+    assert props["$ai_output_tokens"] == 10
+    assert props["feature"] == "streaming_with_tools"
+    assert isinstance(props["$ai_latency"], float)
+
+    # Verify that tools are captured in the $ai_tools property in streaming mode
+    assert props["$ai_tools"] == [mock_tool]
+
+
+async def test_async_client_groups(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test groups functionality with async Client API"""
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    await client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+        posthog_groups={"company": "company_123"},
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    assert call_args["groups"] == {"company": "company_123"}
+
+
+async def test_async_client_privacy_mode_local(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test local privacy mode with async Client API"""
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    await client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+        posthog_privacy_mode=True,
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] is None
+    assert props["$ai_output_choices"] is None
+
+
+async def test_async_client_privacy_mode_global(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test global privacy mode with async Client API"""
+    mock_client.privacy_mode = True
+
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    await client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] is None
+    assert props["$ai_output_choices"] is None
+
+
+async def test_async_client_different_input_formats(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test different input formats with async Client API"""
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    # Test string input
+    await client.models.generate_content(
+        model="gemini-2.0-flash", contents="Hello", posthog_distinct_id="test-id"
+    )
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] == [{"role": "user", "content": "Hello"}]
+
+    # Test Gemini-specific format with parts array
+    mock_client.reset_mock()
+    await client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=[{"role": "user", "parts": [{"text": "hey"}]}],
+        posthog_distinct_id="test-id",
+    )
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] == [
+        {"role": "user", "content": [{"type": "text", "text": "hey"}]}
+    ]
+
+    # Test multiple parts in the parts array
+    mock_client.reset_mock()
+    await client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=[{"role": "user", "parts": [{"text": "Hello "}, {"text": "world"}]}],
+        posthog_distinct_id="test-id",
+    )
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] == [
+        {
+            "role": "user",
+            "content": [
+                {"type": "text", "text": "Hello "},
+                {"type": "text", "text": "world"},
+            ],
+        }
+    ]
+
+    # Test list input with string
+    mock_client.capture.reset_mock()
+    await client.models.generate_content(
+        model="gemini-2.0-flash", contents=["List item"], posthog_distinct_id="test-id"
+    )
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_input"] == [{"role": "user", "content": "List item"}]
+
+
+async def test_async_client_model_parameters(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test model parameters with async Client API"""
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    await client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="test-id",
+        temperature=0.7,
+        max_tokens=100,
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert props["$ai_model_parameters"]["temperature"] == 0.7
+    assert props["$ai_model_parameters"]["max_tokens"] == 100
+
+
+async def test_async_client_default_settings(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test async client with default PostHog settings"""
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response
+    )
+
+    client = AsyncClient(
+        api_key="test-key",
+        posthog_client=mock_client,
+        posthog_distinct_id="default_user",
+        posthog_properties={"team": "ai"},
+        posthog_privacy_mode=False,
+        posthog_groups={"company": "acme_corp"},
+    )
+
+    # Call without overriding defaults
+    await client.models.generate_content(model="gemini-2.0-flash", contents=["Hello"])
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "default_user"
+    assert call_args["groups"] == {"company": "acme_corp"}
+    assert props["team"] == "ai"
+
+
+async def test_async_client_override_defaults(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test overriding async client defaults per call"""
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response
+    )
+
+    client = AsyncClient(
+        api_key="test-key",
+        posthog_client=mock_client,
+        posthog_distinct_id="default_user",
+        posthog_properties={"team": "ai"},
+        posthog_privacy_mode=False,
+        posthog_groups={"company": "acme_corp"},
+    )
+
+    # Override defaults in call
+    await client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=["Hello"],
+        posthog_distinct_id="specific_user",
+        posthog_properties={"feature": "chat", "urgent": True},
+        posthog_privacy_mode=True,
+        posthog_groups={"organization": "special_org"},
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Check overrides
+    assert call_args["distinct_id"] == "specific_user"
+    assert call_args["groups"] == {"organization": "special_org"}
+    assert props["$ai_input"] is None  # privacy mode was overridden
+
+    # Check merged properties (defaults + call-specific)
+    assert props["team"] == "ai"  # from defaults
+    assert props["feature"] == "chat"  # from call
+    assert props["urgent"] is True  # from call
+
+
+async def test_async_vertex_ai_parameters_passed_through(
+    mock_client, mock_google_genai_client, mock_gemini_response
+):
+    """Test that Vertex AI parameters are properly passed to genai.Client"""
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response
+    )
+
+    # Mock credentials object
+    mock_credentials = MagicMock()
+    mock_debug_config = MagicMock()
+    mock_http_options = MagicMock()
+
+    # Create client with Vertex AI parameters
+    AsyncClient(
+        vertexai=True,
+        credentials=mock_credentials,
+        project="test-project",
+        location="us-central1",
+        debug_config=mock_debug_config,
+        http_options=mock_http_options,
+        posthog_client=mock_client,
+    )
+
+    # Verify genai.Client was called with correct parameters
+    google_genai.Client.assert_called_once_with(
+        vertexai=True,
+        credentials=mock_credentials,
+        project="test-project",
+        location="us-central1",
+        debug_config=mock_debug_config,
+        http_options=mock_http_options,
+    )
+
+
+async def test_async_api_key_mode(mock_client, mock_google_genai_client):
+    """Test API key authentication mode with async client"""
+
+    # Create async client with just API key (traditional mode)
+    AsyncClient(
+        api_key="test-api-key",
+        posthog_client=mock_client,
+    )
+
+    # Verify genai.Client was called with only api_key
+    google_genai.Client.assert_called_once_with(api_key="test-api-key")
+
+
+async def test_async_function_calls_in_output_choices(
+    mock_client, mock_google_genai_client, mock_gemini_response_with_function_calls
+):
+    """Test that function calls are properly included in $ai_output_choices with async"""
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_gemini_response_with_function_calls
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    response = await client.models.generate_content(
+        model="gemini-2.5-flash",
+        contents=["What's the weather in San Francisco?"],
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_gemini_response_with_function_calls
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-2.5-flash"
+    assert props["$ai_output_choices"] == [
+        {
+            "role": "assistant",
+            "content": [
+                {"type": "text", "text": "I'll check the weather for you."},
+                {"type": "text", "text": " Let me look that up."},
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "get_current_weather",
+                        "arguments": {"location": "San Francisco"},
+                    },
+                },
+            ],
+        }
+    ]
+
+    # Check token usage
+    assert props["$ai_input_tokens"] == 25
+    assert props["$ai_output_tokens"] == 15
+    assert props["$ai_http_status"] == 200
+
+
+async def test_async_cache_and_reasoning_tokens(mock_client, mock_google_genai_client):
+    """Test that cache and reasoning tokens are properly extracted with async"""
+    # Create a mock response with cache and reasoning tokens
+    mock_response = MagicMock()
+    mock_response.text = "Test response with cache"
+
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 100
+    mock_usage.candidates_token_count = 50
+    mock_usage.cached_content_token_count = 30  # Cache tokens
+    mock_usage.thoughts_token_count = 10  # Reasoning tokens
+    mock_response.usage_metadata = mock_usage
+
+    # Mock candidates
+    mock_candidate = MagicMock()
+    mock_candidate.text = "Test response with cache"
+    mock_response.candidates = [mock_candidate]
+
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    response = await client.models.generate_content(
+        model="gemini-2.5-pro",
+        contents="Test with cache",
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Check that all token types are present
+    assert props["$ai_input_tokens"] == 100
+    assert props["$ai_output_tokens"] == 50
+    assert props["$ai_cache_read_input_tokens"] == 30
+    assert props["$ai_reasoning_tokens"] == 10
+
+
+async def test_async_streaming_cache_and_reasoning_tokens(
+    mock_client, mock_google_genai_client
+):
+    """Test that cache and reasoning tokens are properly extracted in async streaming"""
+
+    async def mock_streaming_response():
+        # Create mock chunks with cache and reasoning tokens
+        chunk1 = MagicMock()
+        chunk1.text = "Hello "
+        chunk1_usage = MagicMock()
+        chunk1_usage.prompt_token_count = 100
+        chunk1_usage.candidates_token_count = 5
+        chunk1_usage.cached_content_token_count = 30  # Cache tokens
+        chunk1_usage.thoughts_token_count = 0
+        chunk1.usage_metadata = chunk1_usage
+        yield chunk1
+
+        chunk2 = MagicMock()
+        chunk2.text = "world!"
+        chunk2_usage = MagicMock()
+        chunk2_usage.prompt_token_count = 100
+        chunk2_usage.candidates_token_count = 10
+        chunk2_usage.cached_content_token_count = 30  # Same cache tokens
+        chunk2_usage.thoughts_token_count = 5  # Reasoning tokens
+        chunk2.usage_metadata = chunk2_usage
+        yield chunk2
+
+    mock_google_genai_client.aio.models.generate_content_stream = AsyncMock(
+        return_value=mock_streaming_response()
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    response = await client.models.generate_content_stream(
+        model="gemini-2.5-pro",
+        contents="Test streaming with cache",
+        posthog_distinct_id="test-id",
+    )
+
+    # Consume the stream
+    result = []
+    async for chunk in response:
+        result.append(chunk)
+
+    assert len(result) == 2
+
+    # Check PostHog capture was called
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Check that all token types are present (should use final chunk's usage)
+    assert props["$ai_input_tokens"] == 100
+    assert props["$ai_output_tokens"] == 10
+    assert props["$ai_cache_read_input_tokens"] == 30
+    assert props["$ai_reasoning_tokens"] == 5
+
+
+async def test_async_web_search_grounding(mock_client, mock_google_genai_client):
+    """Test async web search detection via grounding_metadata."""
+
+    # Create mock response with grounding metadata
+    mock_response = MagicMock()
+
+    # Mock usage metadata
+    mock_usage = MagicMock()
+    mock_usage.prompt_token_count = 60
+    mock_usage.candidates_token_count = 40
+    mock_usage.cached_content_token_count = 0
+    mock_usage.thoughts_token_count = 0
+    mock_response.usage_metadata = mock_usage
+
+    # Mock grounding metadata
+    mock_grounding_chunk = MagicMock()
+    mock_grounding_chunk.uri = "https://example.com"
+
+    mock_grounding_metadata = MagicMock()
+    mock_grounding_metadata.grounding_chunks = [mock_grounding_chunk]
+
+    # Mock text part
+    mock_text_part = MagicMock()
+    mock_text_part.text = "According to search results..."
+    type(mock_text_part).text = mock_text_part.text
+
+    # Mock content with parts
+    mock_content = MagicMock()
+    mock_content.parts = [mock_text_part]
+
+    # Mock candidate with grounding metadata
+    mock_candidate = MagicMock()
+    mock_candidate.content = mock_content
+    mock_candidate.grounding_metadata = mock_grounding_metadata
+    type(mock_candidate).grounding_metadata = mock_candidate.grounding_metadata
+
+    mock_response.candidates = [mock_candidate]
+    mock_response.text = "According to search results..."
+
+    # Mock the async generate_content method
+    mock_google_genai_client.aio.models.generate_content = AsyncMock(
+        return_value=mock_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+    response = await client.models.generate_content(
+        model="gemini-2.5-flash",
+        contents="What's the latest news?",
+        posthog_distinct_id="test-id",
+    )
+
+    assert response == mock_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Verify web search count is detected (binary for grounding)
+    assert props["$ai_web_search_count"] == 1
+    assert props["$ai_input_tokens"] == 60
+    assert props["$ai_output_tokens"] == 40
+
+
+async def test_async_streaming_with_web_search(mock_client, mock_google_genai_client):
+    """Test that web search count is properly captured in async streaming mode."""
+
+    async def mock_streaming_response():
+        # Create chunk 1 with grounding metadata
+        mock_chunk1 = MagicMock()
+        mock_chunk1.text = "According to "
+
+        mock_usage1 = MagicMock()
+        mock_usage1.prompt_token_count = 30
+        mock_usage1.candidates_token_count = 5
+        mock_usage1.cached_content_token_count = 0
+        mock_usage1.thoughts_token_count = 0
+        mock_chunk1.usage_metadata = mock_usage1
+
+        # Add grounding metadata to first chunk
+        mock_grounding_chunk = MagicMock()
+        mock_grounding_chunk.uri = "https://example.com"
+
+        mock_grounding_metadata = MagicMock()
+        mock_grounding_metadata.grounding_chunks = [mock_grounding_chunk]
+
+        mock_candidate1 = MagicMock()
+        mock_candidate1.grounding_metadata = mock_grounding_metadata
+        type(mock_candidate1).grounding_metadata = mock_candidate1.grounding_metadata
+
+        mock_chunk1.candidates = [mock_candidate1]
+        yield mock_chunk1
+
+        # Create chunk 2
+        mock_chunk2 = MagicMock()
+        mock_chunk2.text = "search results..."
+
+        mock_usage2 = MagicMock()
+        mock_usage2.prompt_token_count = 30
+        mock_usage2.candidates_token_count = 15
+        mock_usage2.cached_content_token_count = 0
+        mock_usage2.thoughts_token_count = 0
+        mock_chunk2.usage_metadata = mock_usage2
+
+        mock_candidate2 = MagicMock()
+        mock_chunk2.candidates = [mock_candidate2]
+        yield mock_chunk2
+
+    # Mock the async generate_content_stream method
+    mock_google_genai_client.aio.models.generate_content_stream = AsyncMock(
+        return_value=mock_streaming_response()
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    response = await client.models.generate_content_stream(
+        model="gemini-2.5-flash",
+        contents="What's the latest news?",
+        posthog_distinct_id="test-id",
+    )
+
+    chunks = []
+    async for chunk in response:
+        chunks.append(chunk)
+
+    assert len(chunks) == 2
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Verify web search count is detected (binary for grounding)
+    assert props["$ai_web_search_count"] == 1
+    assert props["$ai_input_tokens"] == 30
+    assert props["$ai_output_tokens"] == 15
+
+
+@pytest.fixture
+def mock_embed_content_response():
+    mock_response = MagicMock()
+    mock_embedding1 = MagicMock()
+    mock_embedding1.values = [0.1, 0.2, 0.3]
+    mock_embedding1.statistics = None
+    mock_response.embeddings = [mock_embedding1]
+    return mock_response
+
+
+@pytest.fixture
+def mock_embed_content_response_with_stats():
+    mock_response = MagicMock()
+    mock_embedding1 = MagicMock()
+    mock_embedding1.values = [0.1, 0.2, 0.3]
+    mock_stats1 = MagicMock()
+    mock_stats1.token_count = 5
+    mock_embedding1.statistics = mock_stats1
+    mock_embedding2 = MagicMock()
+    mock_embedding2.values = [0.4, 0.5, 0.6]
+    mock_stats2 = MagicMock()
+    mock_stats2.token_count = 8
+    mock_embedding2.statistics = mock_stats2
+    mock_response.embeddings = [mock_embedding1, mock_embedding2]
+    return mock_response
+
+
+async def test_async_embed_content_basic(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.aio.models.embed_content = AsyncMock(
+        return_value=mock_embed_content_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+    response = await client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello world",
+        posthog_distinct_id="test-id",
+        posthog_properties={"foo": "bar"},
+    )
+
+    assert response == mock_embed_content_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_embedding"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-embedding-001"
+    assert props["$ai_input"] == "Hello world"
+    assert props["$ai_http_status"] == 200
+    assert isinstance(props["$ai_latency"], float)
+    assert "$ai_trace_id" in props
+    assert props["$ai_base_url"] == "https://generativelanguage.googleapis.com"
+    assert props["foo"] == "bar"
+
+    # Verify the underlying call received the right args
+    mock_google_genai_client.aio.models.embed_content.assert_called_once_with(
+        model="gemini-embedding-001", contents="Hello world"
+    )
+
+
+async def test_async_embed_content_with_token_counts(
+    mock_client, mock_google_genai_client, mock_embed_content_response_with_stats
+):
+    mock_google_genai_client.aio.models.embed_content = AsyncMock(
+        return_value=mock_embed_content_response_with_stats
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+    await client.models.embed_content(
+        model="gemini-embedding-001",
+        contents=["Hello", "World"],
+        posthog_distinct_id="test-id",
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_input_tokens"] == 13  # 5 + 8
+
+
+async def test_async_embed_content_without_token_counts(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.aio.models.embed_content = AsyncMock(
+        return_value=mock_embed_content_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+    await client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello",
+        posthog_distinct_id="test-id",
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_input_tokens"] == 0
+
+
+async def test_async_embed_content_privacy_mode(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.aio.models.embed_content = AsyncMock(
+        return_value=mock_embed_content_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+    await client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Secret text",
+        posthog_distinct_id="test-id",
+        posthog_privacy_mode=True,
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_input"] is None
+
+
+async def test_async_embed_content_no_distinct_id(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.aio.models.embed_content = AsyncMock(
+        return_value=mock_embed_content_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+    await client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello",
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Should fall back to trace_id as distinct_id
+    assert call_args["distinct_id"] == props["$ai_trace_id"]
+    assert props["$process_person_profile"] is False
+
+
+async def test_async_embed_content_default_params(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.aio.models.embed_content = AsyncMock(
+        return_value=mock_embed_content_response
+    )
+
+    client = AsyncClient(
+        api_key="test-key",
+        posthog_client=mock_client,
+        posthog_distinct_id="default-id",
+        posthog_properties={"team": "ai"},
+        posthog_groups={"company": "test-co"},
+    )
+    await client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello",
+        posthog_properties={"extra": "prop"},
+    )
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "default-id"
+    assert props["team"] == "ai"
+    assert props["extra"] == "prop"
+    assert call_args["groups"] == {"company": "test-co"}
+
+
+async def test_async_embed_content_error_handling(
+    mock_client, mock_google_genai_client
+):
+    mock_google_genai_client.aio.models.embed_content = AsyncMock(
+        side_effect=Exception("API error")
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    with pytest.raises(Exception, match="API error"):
+        await client.models.embed_content(
+            model="gemini-embedding-001",
+            contents="Hello",
+            posthog_distinct_id="test-id",
+        )
+
+    # Event should still be captured
+    assert mock_client.capture.call_count == 1
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_is_error"] is True
+    assert props["$ai_error"] == "API error"
+    assert props["$ai_http_status"] == 0
+
+
+async def test_async_embed_content_kwargs_passthrough(
+    mock_client, mock_google_genai_client, mock_embed_content_response
+):
+    mock_google_genai_client.aio.models.embed_content = AsyncMock(
+        return_value=mock_embed_content_response
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+    await client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello",
+        posthog_distinct_id="test-id",
+        config={"output_dimensionality": 64},
+    )
+
+    mock_google_genai_client.aio.models.embed_content.assert_called_once_with(
+        model="gemini-embedding-001",
+        contents="Hello",
+        config={"output_dimensionality": 64},
+    )
+
+
+@pytest.mark.skipif(not GOOGLE_API_KEY, reason="GOOGLE_API_KEY is not set")
+async def test_async_embed_content_integration(mock_client):
+    client = AsyncClient(api_key=GOOGLE_API_KEY, posthog_client=mock_client)
+    response = await client.models.embed_content(
+        model="gemini-embedding-001",
+        contents="Hello world",
+        posthog_distinct_id="test-id",
+    )
+
+    # Verify real response
+    assert response.embeddings is not None
+    assert len(response.embeddings) > 0
+    assert isinstance(response.embeddings[0].values, list)
+    assert all(isinstance(v, float) for v in response.embeddings[0].values)
+
+    # Verify event captured
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert call_args["event"] == "$ai_embedding"
+    assert props["$ai_provider"] == "gemini"
+    assert props["$ai_model"] == "gemini-embedding-001"
+    assert props["$ai_input"] == "Hello world"
+    assert props["$ai_latency"] > 0
+
+
+@pytest.mark.skipif(not GOOGLE_API_KEY, reason="GOOGLE_API_KEY is not set")
+async def test_async_embed_content_integration_batch(mock_client):
+    client = AsyncClient(api_key=GOOGLE_API_KEY, posthog_client=mock_client)
+    inputs = ["Hello", "World", "Test"]
+    response = await client.models.embed_content(
+        model="gemini-embedding-001",
+        contents=inputs,
+        posthog_distinct_id="test-id",
+    )
+
+    assert response.embeddings is not None
+    assert len(response.embeddings) == len(inputs)
+
+
+async def test_async_client_streaming_supports_async_with(
+    mock_client, mock_google_genai_client
+):
+    """Regression test for #393: generate_content_stream must support `async with`."""
+
+    async def mock_streaming_response():
+        chunk = MagicMock()
+        chunk.text = "Hi"
+        usage = MagicMock()
+        usage.prompt_token_count = 5
+        usage.candidates_token_count = 3
+        usage.cached_content_token_count = 0
+        usage.thoughts_token_count = 0
+        chunk.usage_metadata = usage
+        yield chunk
+
+    mock_google_genai_client.aio.models.generate_content_stream = AsyncMock(
+        return_value=mock_streaming_response()
+    )
+
+    client = AsyncClient(api_key="test-key", posthog_client=mock_client)
+
+    response = await client.models.generate_content_stream(
+        model="gemini-2.0-flash",
+        contents=["Hi"],
+        posthog_distinct_id="test-id",
+    )
+
+    chunks = []
+    async with response as stream:
+        async for chunk in stream:
+            chunks.append(chunk)
+
+    assert len(chunks) == 1
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    assert call_args["event"] == "$ai_generation"
+    assert call_args["properties"]["$ai_provider"] == "gemini"
diff --git a/posthog/test/ai/langchain/__init__.py b/posthog/test/ai/langchain/__init__.py
new file mode 100644
index 00000000..a7a40c96
--- /dev/null
+++ b/posthog/test/ai/langchain/__init__.py
@@ -0,0 +1,5 @@
+import pytest
+
+pytest.importorskip("langchain_core")
+pytest.importorskip("langchain_community")
+pytest.importorskip("langgraph")
diff --git a/posthog/test/ai/langchain/test_callbacks.py b/posthog/test/ai/langchain/test_callbacks.py
new file mode 100644
index 00000000..8cda547c
--- /dev/null
+++ b/posthog/test/ai/langchain/test_callbacks.py
@@ -0,0 +1,2648 @@
+import asyncio
+import logging
+import math
+import os
+import time
+import uuid
+from typing import List, Literal, Optional, TypedDict, Union
+from unittest.mock import patch, MagicMock
+
+import pytest
+
+try:
+    from langchain_anthropic.chat_models import ChatAnthropic
+    from langchain_community.chat_models.fake import FakeMessagesListChatModel
+    from langchain_community.llms.fake import FakeListLLM, FakeStreamingListLLM
+    from langchain_core.messages import AIMessage, HumanMessage
+    from langchain_core.prompts import ChatPromptTemplate
+    from langchain_core.runnables import RunnableLambda
+    from langchain_core.tools import tool
+    from langchain_openai.chat_models import ChatOpenAI
+    from langgraph.graph.state import END, START, StateGraph
+    from langgraph.prebuilt import create_react_agent
+
+    from posthog.ai.langchain import CallbackHandler
+    from posthog.ai.langchain.callbacks import GenerationMetadata, SpanMetadata
+
+    LANGCHAIN_AVAILABLE = True
+except ImportError:
+
+    class FakeListLLM:
+        pass
+
+    class FakeStreamingListLLM:
+        pass
+
+    class HumanMessage:
+        pass
+
+    class AIMessage:
+        pass
+
+    LANGCHAIN_AVAILABLE = False
+
+
+# Skip all tests if LangChain is not available
+pytestmark = pytest.mark.skipif(
+    not LANGCHAIN_AVAILABLE, reason="LangChain package is not available"
+)
+
+OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
+ANTHROPIC_API_KEY = os.getenv("ANTHROPIC_API_KEY")
+
+
+@pytest.fixture(scope="function")
+def mock_client():
+    with patch("posthog.client.Client") as mock_client:
+        mock_client.privacy_mode = False
+        logging.getLogger("posthog").setLevel(logging.DEBUG)
+        yield mock_client
+
+
+def test_parent_capture(mock_client):
+    callbacks = CallbackHandler(mock_client)
+    parent_run_id = uuid.uuid4()
+    run_id = uuid.uuid4()
+    callbacks._set_parent_of_run(run_id, parent_run_id)
+    assert callbacks._parent_tree == {run_id: parent_run_id}
+    callbacks._pop_parent_of_run(run_id)
+    assert callbacks._parent_tree == {}
+    callbacks._pop_parent_of_run(parent_run_id)  # should not raise
+
+
+def test_find_root_run(mock_client):
+    callbacks = CallbackHandler(mock_client)
+    root_run_id = uuid.uuid4()
+    parent_run_id = uuid.uuid4()
+    run_id = uuid.uuid4()
+    callbacks._set_parent_of_run(run_id, parent_run_id)
+    callbacks._set_parent_of_run(parent_run_id, root_run_id)
+    assert callbacks._find_root_run(run_id) == root_run_id
+    new_run_id = uuid.uuid4()
+    assert callbacks._find_root_run(new_run_id) == new_run_id
+
+
+def test_trace_id_generation(mock_client):
+    callbacks = CallbackHandler(mock_client)
+    run_id = uuid.uuid4()
+    with patch("uuid.uuid4", return_value=run_id):
+        assert callbacks._get_trace_id(run_id) == run_id
+    run_id = uuid.uuid4()
+    callbacks = CallbackHandler(mock_client, trace_id=run_id)
+    assert callbacks._get_trace_id(uuid.uuid4()) == run_id
+
+
+def test_metadata_capture(mock_client):
+    callbacks = CallbackHandler(mock_client)
+    run_id = uuid.uuid4()
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_llm_metadata(
+            {"kwargs": {"openai_api_base": "https://us.posthog.com"}},
+            run_id,
+            messages=[{"role": "user", "content": "Who won the world series in 2020?"}],
+            invocation_params={"temperature": 0.5},
+            metadata={"ls_model_name": "hog-mini", "ls_provider": "posthog"},
+            name="test",
+        )
+    expected = GenerationMetadata(
+        model="hog-mini",
+        input=[{"role": "user", "content": "Who won the world series in 2020?"}],
+        start_time=1234567890,
+        model_params={"temperature": 0.5},
+        provider="posthog",
+        base_url="https://us.posthog.com",
+        name="test",
+        end_time=None,
+        posthog_properties=None,
+    )
+    assert callbacks._runs[run_id] == expected
+    with patch("time.time", return_value=1234567891):
+        run = callbacks._pop_run_metadata(run_id)
+    expected.end_time = 1234567891
+    assert run == expected
+    assert callbacks._runs == {}
+    callbacks._pop_run_metadata(uuid.uuid4())  # should not raise
+
+
+def test_run_metadata_capture(mock_client):
+    callbacks = CallbackHandler(mock_client)
+    run_id = uuid.uuid4()
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_trace_or_span_metadata(None, 1, run_id)
+    expected = SpanMetadata(
+        name="trace",
+        input=1,
+        start_time=1234567890,
+        end_time=None,
+    )
+    assert callbacks._runs[run_id] == expected
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_trace_or_span_metadata(None, 1, run_id, uuid.uuid4())
+    expected = SpanMetadata(
+        name="span",
+        input=1,
+        start_time=1234567890,
+        end_time=None,
+    )
+    assert callbacks._runs[run_id] == expected
+
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_trace_or_span_metadata({"name": "test"}, 1, run_id)
+    expected = SpanMetadata(
+        name="test",
+        input=1,
+        start_time=1234567890,
+        end_time=None,
+    )
+    assert callbacks._runs[run_id] == expected
+
+
+@pytest.mark.parametrize("stream", [True, False])
+def test_basic_chat_chain(mock_client, stream):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", "You are a helpful assistant."),
+            ("user", "Who won the world series in 2020?"),
+        ]
+    )
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="The Los Angeles Dodgers won the World Series in 2020.",
+                usage_metadata={
+                    "input_tokens": 10,
+                    "output_tokens": 10,
+                    "total_tokens": 20,
+                },
+            )
+        ]
+    )
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    if stream:
+        result = [m for m in chain.stream({}, config={"callbacks": callbacks})][0]
+    else:
+        result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "The Los Angeles Dodgers won the World Series in 2020."
+    assert mock_client.capture.call_count == 3
+
+    span_args = mock_client.capture.call_args_list[0][1]
+    span_props = span_args["properties"]
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    trace_args = mock_client.capture.call_args_list[2][1]
+    trace_props = trace_args["properties"]
+
+    # Span is first
+    assert span_args["event"] == "$ai_span"
+    assert span_props["$ai_trace_id"] == generation_props["$ai_trace_id"]
+    assert span_props["$ai_parent_id"] == trace_props["$ai_trace_id"]
+    assert "$ai_span_id" in span_props
+
+    # Generation is second
+    assert generation_args["event"] == "$ai_generation"
+    assert "distinct_id" in generation_args
+    assert generation_props["$ai_framework"] == "langchain"
+    assert "$ai_model" in generation_props
+    assert "$ai_provider" in generation_props
+    assert generation_props["$ai_input"] == [
+        {"role": "system", "content": "You are a helpful assistant."},
+        {"role": "user", "content": "Who won the world series in 2020?"},
+    ]
+    assert generation_props["$ai_output_choices"] == [
+        {
+            "role": "assistant",
+            "content": "The Los Angeles Dodgers won the World Series in 2020.",
+        }
+    ]
+    assert generation_props["$ai_input_tokens"] == 10
+    assert generation_props["$ai_output_tokens"] == 10
+    assert generation_props["$ai_http_status"] == 200
+    assert isinstance(generation_props["$ai_latency"], float)
+    assert "$ai_span_id" in generation_props
+    assert generation_props["$ai_parent_id"] == trace_props["$ai_trace_id"]
+    assert generation_props["$ai_trace_id"] == trace_props["$ai_trace_id"]
+    assert generation_props["$ai_span_name"] == "FakeMessagesListChatModel"
+
+    # Trace is last
+    assert trace_args["event"] == "$ai_trace"
+    assert "$ai_trace_id" in trace_props
+    assert "$ai_parent_id" not in trace_props
+
+
+@pytest.mark.parametrize("stream", [True, False])
+async def test_async_basic_chat_chain(mock_client, stream):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", "You are a helpful assistant."),
+            ("user", "Who won the world series in 2020?"),
+        ]
+    )
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="The Los Angeles Dodgers won the World Series in 2020.",
+                usage_metadata={
+                    "input_tokens": 10,
+                    "output_tokens": 10,
+                    "total_tokens": 20,
+                },
+            )
+        ]
+    )
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    if stream:
+        result = [m async for m in chain.astream({}, config={"callbacks": callbacks})][
+            0
+        ]
+    else:
+        result = await chain.ainvoke({}, config={"callbacks": callbacks})
+    assert result.content == "The Los Angeles Dodgers won the World Series in 2020."
+    assert mock_client.capture.call_count == 3
+
+    span_args = mock_client.capture.call_args_list[0][1]
+    span_props = span_args["properties"]
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+    trace_args = mock_client.capture.call_args_list[2][1]
+    trace_props = trace_args["properties"]
+
+    # Span is first
+    assert span_args["event"] == "$ai_span"
+    assert span_props["$ai_trace_id"] == generation_props["$ai_trace_id"]
+    assert span_props["$ai_parent_id"] == trace_props["$ai_trace_id"]
+    assert "$ai_span_id" in span_props
+
+    # Generation is second
+    assert generation_args["event"] == "$ai_generation"
+    assert "distinct_id" in generation_args
+    assert "$ai_model" in generation_props
+    assert "$ai_provider" in generation_props
+    assert generation_props["$ai_input"] == [
+        {"role": "system", "content": "You are a helpful assistant."},
+        {"role": "user", "content": "Who won the world series in 2020?"},
+    ]
+    assert generation_props["$ai_output_choices"] == [
+        {
+            "role": "assistant",
+            "content": "The Los Angeles Dodgers won the World Series in 2020.",
+        }
+    ]
+    assert generation_props["$ai_input_tokens"] == 10
+    assert generation_props["$ai_output_tokens"] == 10
+    assert generation_props["$ai_http_status"] == 200
+    assert isinstance(generation_props["$ai_latency"], float)
+    assert "$ai_span_id" in generation_props
+    assert generation_props["$ai_parent_id"] == trace_props["$ai_trace_id"]
+    assert generation_props["$ai_trace_id"] == trace_props["$ai_trace_id"]
+
+    # Trace is last
+    assert trace_args["event"] == "$ai_trace"
+    assert "distinct_id" in generation_args
+    assert trace_props["$ai_trace_id"] == generation_props["$ai_trace_id"]
+    assert "$ai_parent_id" not in trace_props
+
+
+@pytest.mark.parametrize(
+    "Model,stream",
+    [
+        (FakeListLLM, True),
+        (FakeListLLM, False),
+        (FakeStreamingListLLM, True),
+        (FakeStreamingListLLM, False),
+    ],
+)
+def test_basic_llm_chain(mock_client, Model, stream):
+    model = Model(responses=["The Los Angeles Dodgers won the World Series in 2020."])
+    callbacks: List[CallbackHandler] = [CallbackHandler(mock_client)]
+
+    if stream:
+        result = "".join(
+            [
+                m
+                for m in model.stream(
+                    "Who won the world series in 2020?", config={"callbacks": callbacks}
+                )
+            ]
+        )
+    else:
+        result = model.invoke(
+            "Who won the world series in 2020?", config={"callbacks": callbacks}
+        )
+    assert result == "The Los Angeles Dodgers won the World Series in 2020."
+
+    assert mock_client.capture.call_count == 1
+    args = mock_client.capture.call_args_list[0][1]
+    props = args["properties"]
+
+    assert args["event"] == "$ai_generation"
+    assert "distinct_id" in args
+    assert "$ai_model" in props
+    assert "$ai_provider" in props
+    assert props["$ai_input"] == ["Who won the world series in 2020?"]
+    assert props["$ai_output_choices"] == [
+        "The Los Angeles Dodgers won the World Series in 2020."
+    ]
+    assert props["$ai_http_status"] == 200
+    assert props["$ai_trace_id"] is not None
+    assert isinstance(props["$ai_latency"], float)
+
+
+@pytest.mark.parametrize(
+    "Model,stream",
+    [
+        (FakeListLLM, True),
+        (FakeListLLM, False),
+        (FakeStreamingListLLM, True),
+        (FakeStreamingListLLM, False),
+    ],
+)
+async def test_async_basic_llm_chain(mock_client, Model, stream):
+    model = Model(responses=["The Los Angeles Dodgers won the World Series in 2020."])
+    callbacks: List[CallbackHandler] = [CallbackHandler(mock_client)]
+
+    if stream:
+        result = "".join(
+            [
+                m
+                async for m in model.astream(
+                    "Who won the world series in 2020?", config={"callbacks": callbacks}
+                )
+            ]
+        )
+    else:
+        result = await model.ainvoke(
+            "Who won the world series in 2020?", config={"callbacks": callbacks}
+        )
+    assert result == "The Los Angeles Dodgers won the World Series in 2020."
+
+    assert mock_client.capture.call_count == 1
+    args = mock_client.capture.call_args_list[0][1]
+    props = args["properties"]
+
+    assert args["event"] == "$ai_generation"
+    assert "distinct_id" in args
+    assert "$ai_model" in props
+    assert "$ai_provider" in props
+    assert props["$ai_input"] == ["Who won the world series in 2020?"]
+    assert props["$ai_output_choices"] == [
+        "The Los Angeles Dodgers won the World Series in 2020."
+    ]
+    assert props["$ai_http_status"] == 200
+    assert props["$ai_trace_id"] is not None
+    assert isinstance(props["$ai_latency"], float)
+
+
+def test_trace_id_and_inputs_for_multiple_chains(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("user", "Foo {var}"),
+        ]
+    )
+    model = FakeMessagesListChatModel(responses=[AIMessage(content="Bar")])
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model | RunnableLambda(lambda x: [x]) | model
+    result = chain.invoke({"var": "bar"}, config={"callbacks": callbacks})
+
+    assert result.content == "Bar"
+    # span, generation, span, generation, trace
+    assert mock_client.capture.call_count == 5
+
+    first_span_args = mock_client.capture.call_args_list[0][1]
+    first_span_props = first_span_args["properties"]
+
+    first_generation_args = mock_client.capture.call_args_list[1][1]
+    first_generation_props = first_generation_args["properties"]
+
+    second_span_args = mock_client.capture.call_args_list[2][1]
+    second_span_props = second_span_args["properties"]
+
+    second_generation_args = mock_client.capture.call_args_list[3][1]
+    second_generation_props = second_generation_args["properties"]
+
+    trace_args = mock_client.capture.call_args_list[4][1]
+    trace_props = trace_args["properties"]
+
+    # Prompt span
+    assert first_span_args["event"] == "$ai_span"
+    assert first_span_props["$ai_input_state"] == {"var": "bar"}
+    assert first_span_props["$ai_trace_id"] == trace_props["$ai_trace_id"]
+    assert first_span_props["$ai_parent_id"] == trace_props["$ai_trace_id"]
+    assert "$ai_span_id" in first_span_props
+    assert first_span_props["$ai_output_state"] == ChatPromptTemplate(
+        messages=[HumanMessage(content="Foo bar")]
+    ).invoke({})
+
+    # first model
+    assert first_generation_args["event"] == "$ai_generation"
+    assert "distinct_id" in first_generation_args
+    assert "$ai_model" in first_generation_props
+    assert "$ai_provider" in first_generation_props
+    assert first_generation_props["$ai_input"] == [
+        {"role": "user", "content": "Foo bar"}
+    ]
+    assert first_generation_props["$ai_output_choices"] == [
+        {"role": "assistant", "content": "Bar"}
+    ]
+    assert first_generation_props["$ai_http_status"] == 200
+    assert isinstance(first_generation_props["$ai_latency"], float)
+    assert "$ai_span_id" in first_generation_props
+    assert first_generation_props["$ai_parent_id"] == trace_props["$ai_trace_id"]
+    assert first_generation_props["$ai_trace_id"] == trace_props["$ai_trace_id"]
+
+    # lambda span
+    assert second_span_args["event"] == "$ai_span"
+    assert second_span_props["$ai_input_state"].content == "Bar"
+    assert second_span_props["$ai_trace_id"] == trace_props["$ai_trace_id"]
+    assert second_span_props["$ai_parent_id"] == trace_props["$ai_trace_id"]
+    assert "$ai_span_id" in second_span_props
+    assert second_span_props["$ai_output_state"][0].content == "Bar"
+
+    # second model
+    assert second_generation_args["event"] == "$ai_generation"
+    assert "distinct_id" in second_generation_args
+    assert "$ai_model" in second_generation_props
+    assert "$ai_provider" in second_generation_props
+    assert second_generation_props["$ai_input"] == [
+        {"role": "assistant", "content": "Bar"}
+    ]
+    assert second_generation_props["$ai_output_choices"] == [
+        {"role": "assistant", "content": "Bar"}
+    ]
+    assert second_generation_props["$ai_http_status"] == 200
+    assert second_generation_props["$ai_trace_id"] is not None
+    assert isinstance(second_generation_props["$ai_latency"], float)
+
+    # trace
+    assert trace_args["event"] == "$ai_trace"
+    assert "distinct_id" in trace_args
+    assert trace_props["$ai_input_state"] == {"var": "bar"}
+    assert isinstance(trace_props["$ai_output_state"], AIMessage)
+    assert trace_props["$ai_output_state"].content == "Bar"
+    assert trace_props["$ai_trace_id"] is not None
+    assert trace_props["$ai_span_name"] == "RunnableSequence"
+
+
+def test_personless_mode(mock_client):
+    prompt = ChatPromptTemplate.from_messages([("user", "Foo")])
+    chain = prompt | FakeMessagesListChatModel(responses=[AIMessage(content="Bar")])
+    chain.invoke({}, config={"callbacks": [CallbackHandler(mock_client)]})
+    assert mock_client.capture.call_count == 3
+    span_args = mock_client.capture.call_args_list[0][1]
+    generation_args = mock_client.capture.call_args_list[1][1]
+    trace_args = mock_client.capture.call_args_list[2][1]
+
+    # span
+    assert span_args["event"] == "$ai_span"
+    assert span_args["properties"]["$process_person_profile"] is False
+    # generation
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_args["properties"]["$process_person_profile"] is False
+    # trace
+    assert trace_args["event"] == "$ai_trace"
+    assert trace_args["properties"]["$process_person_profile"] is False
+
+    id = uuid.uuid4()
+    chain.invoke(
+        {}, config={"callbacks": [CallbackHandler(mock_client, distinct_id=id)]}
+    )
+    assert mock_client.capture.call_count == 6
+    span_args = mock_client.capture.call_args_list[3][1]
+    generation_args = mock_client.capture.call_args_list[4][1]
+    trace_args = mock_client.capture.call_args_list[5][1]
+
+    # span
+    assert "$process_person_profile" not in span_args["properties"]
+    assert span_args["distinct_id"] == id
+    # generation
+    assert "$process_person_profile" not in generation_args["properties"]
+    assert generation_args["distinct_id"] == id
+    # trace
+    assert "$process_person_profile" not in trace_args["properties"]
+    assert trace_args["distinct_id"] == id
+
+
+def test_personless_mode_exception(mock_client):
+    prompt = ChatPromptTemplate.from_messages([("user", "Foo")])
+    chain = prompt | ChatOpenAI(api_key="test", model="gpt-4o-mini")
+    callbacks = CallbackHandler(mock_client)
+    with pytest.raises(Exception):
+        chain.invoke({}, config={"callbacks": [callbacks]})
+    assert mock_client.capture.call_count == 3
+    span_args = mock_client.capture.call_args_list[0][1]
+    generation_args = mock_client.capture.call_args_list[1][1]
+    trace_args = mock_client.capture.call_args_list[2][1]
+
+    # span
+    assert span_args["event"] == "$ai_span"
+    assert span_args["properties"]["$process_person_profile"] is False
+    # generation
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_args["properties"]["$process_person_profile"] is False
+    # trace
+    assert trace_args["event"] == "$ai_trace"
+    assert trace_args["properties"]["$process_person_profile"] is False
+
+    id = uuid.uuid4()
+    with pytest.raises(Exception):
+        chain.invoke(
+            {}, config={"callbacks": [CallbackHandler(mock_client, distinct_id=id)]}
+        )
+    assert mock_client.capture.call_count == 6
+    span_args = mock_client.capture.call_args_list[3][1]
+    generation_args = mock_client.capture.call_args_list[4][1]
+    trace_args = mock_client.capture.call_args_list[5][1]
+
+    # span
+    assert span_args["event"] == "$ai_span"
+    assert "$process_person_profile" not in span_args["properties"]
+    assert span_args["distinct_id"] == id
+
+    # generation
+    assert generation_args["event"] == "$ai_generation"
+    assert "$process_person_profile" not in generation_args["properties"]
+    assert generation_args["distinct_id"] == id
+
+    # trace
+    assert trace_args["event"] == "$ai_trace"
+    assert "$process_person_profile" not in trace_args["properties"]
+    assert trace_args["distinct_id"] == id
+
+
+def test_metadata(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("user", "Foo"),
+        ]
+    )
+    model = FakeMessagesListChatModel(responses=[AIMessage(content="Bar")])
+    callbacks = [
+        CallbackHandler(
+            mock_client,
+            trace_id="test-trace-id",
+            distinct_id="test_id",
+            properties={"foo": "bar"},
+        )
+    ]
+    chain = prompt | model
+    result = chain.invoke({"plan": None}, config={"callbacks": callbacks})
+
+    assert result.content == "Bar"
+    assert mock_client.capture.call_count == 3
+
+    span_call_args = mock_client.capture.call_args_list[0][1]
+    span_call_props = span_call_args["properties"]
+    assert span_call_args["distinct_id"] == "test_id"
+    assert span_call_args["event"] == "$ai_span"
+    assert span_call_props["$ai_trace_id"] == "test-trace-id"
+    assert span_call_props["foo"] == "bar"
+    assert "$ai_parent_id" in span_call_props
+    assert "$ai_span_id" in span_call_props
+
+    generation_call_args = mock_client.capture.call_args_list[1][1]
+    generation_call_props = generation_call_args["properties"]
+    assert generation_call_args["distinct_id"] == "test_id"
+    assert generation_call_args["event"] == "$ai_generation"
+    assert generation_call_props["$ai_trace_id"] == "test-trace-id"
+    assert generation_call_props["foo"] == "bar"
+    assert generation_call_props["$ai_input"] == [{"role": "user", "content": "Foo"}]
+    assert generation_call_props["$ai_output_choices"] == [
+        {"role": "assistant", "content": "Bar"}
+    ]
+    assert generation_call_props["$ai_http_status"] == 200
+    assert isinstance(generation_call_props["$ai_latency"], float)
+
+    trace_call_args = mock_client.capture.call_args_list[2][1]
+    trace_call_props = trace_call_args["properties"]
+    assert trace_call_args["distinct_id"] == "test_id"
+    assert trace_call_args["event"] == "$ai_trace"
+    assert trace_call_props["$ai_trace_id"] == "test-trace-id"
+    assert trace_call_props["$ai_span_name"] == "RunnableSequence"
+    assert trace_call_props["foo"] == "bar"
+    assert trace_call_props["$ai_input_state"] == {"plan": None}
+    assert isinstance(trace_call_props["$ai_output_state"], AIMessage)
+    assert trace_call_props["$ai_output_state"].content == "Bar"
+
+
+class FakeGraphState(TypedDict):
+    messages: List[Union[HumanMessage, AIMessage]]
+    xyz: Optional[str]
+
+
+def test_graph_state(mock_client):
+    config = {"callbacks": [CallbackHandler(mock_client)]}
+
+    graph = StateGraph(FakeGraphState)
+    graph.add_node(
+        "fake_plain",
+        lambda state: {
+            "messages": [
+                *state["messages"],
+                AIMessage(content="Let's explore bar."),
+            ],
+            "xyz": "abc",
+        },
+    )
+    intermediate_chain = ChatPromptTemplate.from_messages(
+        [("user", "Question: What's a bar?")]
+    ) | FakeMessagesListChatModel(
+        responses=[
+            AIMessage(content="It's a type of greeble."),
+        ]
+    )
+    graph.add_node(
+        "fake_llm",
+        lambda state: {
+            "messages": [
+                *state["messages"],
+                intermediate_chain.invoke(state),
+            ],
+            "xyz": state["xyz"],
+        },
+    )
+    graph.add_edge(START, "fake_plain")
+    graph.add_edge("fake_plain", "fake_llm")
+    graph.add_edge("fake_llm", END)
+
+    initial_state = {"messages": [HumanMessage(content="What's a bar?")], "xyz": None}
+    result = graph.compile().invoke(initial_state, config=config)
+
+    assert len(result["messages"]) == 3
+    assert isinstance(result["messages"][0], HumanMessage)
+    assert result["messages"][0].content == "What's a bar?"
+    assert isinstance(result["messages"][1], AIMessage)
+    assert result["messages"][1].content == "Let's explore bar."
+    assert isinstance(result["messages"][2], AIMessage)
+    assert result["messages"][2].content == "It's a type of greeble."
+
+    assert mock_client.capture.call_count == 6
+    calls = [call[1] for call in mock_client.capture.call_args_list]
+
+    # The trace event is captured at the end
+    trace_args = calls[-1]
+    trace_props = calls[-1]["properties"]
+
+    # Events are captured in the reverse order.
+    # Check all trace_ids
+    for call in calls:
+        assert call["properties"]["$ai_trace_id"] == trace_props["$ai_trace_id"]
+
+    # 1. Span, finish initialization
+    second_state = {
+        "messages": [
+            HumanMessage(content="What's a bar?"),
+            AIMessage(content="Let's explore bar."),
+        ],
+        "xyz": "abc",
+    }
+
+    # 1. Span - the fake_plain node, which doesn't do anything
+    assert calls[0]["event"] == "$ai_span"
+    assert calls[0]["properties"]["$ai_parent_id"] == trace_props["$ai_trace_id"]
+    assert "$ai_span_id" in calls[0]["properties"]
+    assert calls[0]["properties"]["$ai_span_name"] == "fake_plain"
+    assert calls[0]["properties"]["$ai_input_state"] == initial_state
+    assert calls[0]["properties"]["$ai_output_state"] == second_state
+
+    # 2. Span - the ChatPromptTemplate within fake_llm's FakeMessagesListChatModel
+    assert calls[1]["event"] == "$ai_span"
+    assert (
+        calls[1]["properties"]["$ai_parent_id"] == calls[3]["properties"]["$ai_span_id"]
+    )
+    assert "$ai_span_id" in calls[1]["properties"]
+    assert calls[1]["properties"]["$ai_span_name"] == "ChatPromptTemplate"
+
+    # 3. Generation - the FakeMessagesListChatModel within fake_llm's RunnableSequence
+    assert calls[2]["event"] == "$ai_generation"
+    assert (
+        calls[2]["properties"]["$ai_parent_id"] == calls[3]["properties"]["$ai_span_id"]
+    )
+    assert "$ai_span_id" in calls[2]["properties"]
+    assert calls[2]["properties"]["$ai_span_name"] == "FakeMessagesListChatModel"
+
+    # 4. Span - RunnableSequence within fake_llm
+    assert calls[3]["event"] == "$ai_span"
+    assert (
+        calls[3]["properties"]["$ai_parent_id"] == calls[4]["properties"]["$ai_span_id"]
+    )
+    assert "$ai_span_id" in calls[3]["properties"]
+    assert calls[3]["properties"]["$ai_span_name"] == "RunnableSequence"
+
+    # 5. Span - the fake_llm node
+    assert calls[4]["event"] == "$ai_span"
+    assert calls[4]["properties"]["$ai_parent_id"] == trace_props["$ai_trace_id"]
+    assert "$ai_span_id" in calls[4]["properties"]
+    assert calls[4]["properties"]["$ai_span_name"] == "fake_llm"
+
+    # 6. Trace
+    assert trace_args["event"] == "$ai_trace"
+    assert trace_props["$ai_span_name"] == "LangGraph"
+
+    assert len(trace_props["$ai_input_state"]["messages"]) == 1
+    assert isinstance(trace_props["$ai_input_state"]["messages"][0], HumanMessage)
+    assert trace_props["$ai_input_state"]["messages"][0].content == "What's a bar?"
+    assert trace_props["$ai_input_state"]["messages"][0].type == "human"
+    assert trace_props["$ai_input_state"]["xyz"] is None
+    assert len(trace_props["$ai_output_state"]["messages"]) == 3
+
+    assert isinstance(trace_props["$ai_output_state"]["messages"][0], HumanMessage)
+    assert trace_props["$ai_output_state"]["messages"][0].content == "What's a bar?"
+    assert isinstance(trace_props["$ai_output_state"]["messages"][1], AIMessage)
+    assert (
+        trace_props["$ai_output_state"]["messages"][1].content == "Let's explore bar."
+    )
+    assert isinstance(trace_props["$ai_output_state"]["messages"][2], AIMessage)
+    assert (
+        trace_props["$ai_output_state"]["messages"][2].content
+        == "It's a type of greeble."
+    )
+    assert trace_args["properties"]["$ai_output_state"]["xyz"] == "abc"
+
+
+def test_callbacks_logic(mock_client):
+    prompt = ChatPromptTemplate.from_messages([("user", "Foo")])
+    model = FakeMessagesListChatModel(responses=[AIMessage(content="Bar")])
+    callbacks = CallbackHandler(
+        mock_client,
+        trace_id="test-trace-id",
+        distinct_id="test_id",
+        properties={"foo": "bar"},
+    )
+    chain = prompt | model
+
+    chain.invoke({}, config={"callbacks": [callbacks]})
+    assert callbacks._runs == {}
+    assert callbacks._parent_tree == {}
+
+    def assert_intermediary_run(m):
+        assert len(callbacks._runs) != 0
+        run = next(iter(callbacks._runs.values()))
+        assert run.name == "RunnableSequence"
+        assert run.input == {}
+        assert run.start_time is not None
+        assert len(callbacks._parent_tree.items()) == 1
+        return [m]
+
+    (chain | RunnableLambda(assert_intermediary_run) | model).invoke(
+        {}, config={"callbacks": [callbacks]}
+    )
+    assert callbacks._runs == {}
+    assert callbacks._parent_tree == {}
+
+
+def test_exception_in_chain(mock_client):
+    def runnable(_):
+        raise ValueError("test")
+
+    callbacks = CallbackHandler(mock_client)
+    with pytest.raises(ValueError):
+        RunnableLambda(runnable).invoke({}, config={"callbacks": [callbacks]})
+
+    assert callbacks._runs == {}
+    assert callbacks._parent_tree == {}
+    assert mock_client.capture.call_count == 1
+    trace_call_args = mock_client.capture.call_args_list[0][1]
+    assert trace_call_args["event"] == "$ai_trace"
+    assert trace_call_args["properties"]["$ai_span_name"] == "runnable"
+
+
+def test_openai_error(mock_client):
+    prompt = ChatPromptTemplate.from_messages([("user", "Foo")])
+    chain = prompt | ChatOpenAI(api_key="test", model="gpt-4o-mini")
+    callbacks = CallbackHandler(mock_client)
+
+    # 401
+    with pytest.raises(Exception):
+        chain.invoke({}, config={"callbacks": [callbacks]})
+
+    assert callbacks._runs == {}
+    assert callbacks._parent_tree == {}
+    assert mock_client.capture.call_count == 3
+    generation_args = mock_client.capture.call_args_list[1][1]
+    props = generation_args["properties"]
+    assert props["$ai_http_status"] == 401
+    assert props["$ai_input"] == [{"role": "user", "content": "Foo"}]
+    assert "$ai_output_choices" not in props
+
+
+@pytest.mark.skipif(not OPENAI_API_KEY, reason="OpenAI API key not set")
+def test_openai_chain(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", 'You must always answer with "Bar".'),
+            ("user", "Foo"),
+        ]
+    )
+    chain = prompt | ChatOpenAI(
+        api_key=OPENAI_API_KEY,
+        model="gpt-4o-mini",
+        temperature=0,
+        max_tokens=1,
+    )
+    callbacks = CallbackHandler(
+        mock_client,
+        trace_id="test-trace-id",
+        distinct_id="test_id",
+        properties={"foo": "bar"},
+    )
+    start_time = time.time()
+    result = chain.invoke({}, config={"callbacks": [callbacks]})
+    approximate_latency = math.floor(time.time() - start_time)
+
+    assert result.content == "Bar"
+    assert mock_client.capture.call_count == 3
+
+    gen_args = mock_client.capture.call_args_list[1][1]
+    gen_props = gen_args["properties"]
+    assert gen_args["event"] == "$ai_generation"
+    assert gen_props["$ai_trace_id"] == "test-trace-id"
+    assert gen_props["$ai_provider"] == "openai"
+    assert gen_props["$ai_model"] == "gpt-4o-mini"
+    assert gen_props["foo"] == "bar"
+
+    # langchain-openai for langchain v3
+    if "max_completion_tokens" in gen_props["$ai_model_parameters"]:
+        assert gen_props["$ai_model_parameters"] == {
+            "temperature": 0.0,
+            "max_completion_tokens": 1,
+            "stream": False,
+        }
+    else:
+        assert gen_props["$ai_model_parameters"] == {
+            "temperature": 0.0,
+            "max_tokens": 1,
+            "n": 1,
+            "stream": False,
+        }
+    assert gen_props["$ai_input"] == [
+        {"role": "system", "content": 'You must always answer with "Bar".'},
+        {"role": "user", "content": "Foo"},
+    ]
+    assert gen_props["$ai_output_choices"] == [
+        {"role": "assistant", "content": "Bar", "refusal": None}
+    ]
+    assert gen_props["$ai_http_status"] == 200
+    assert isinstance(gen_props["$ai_latency"], float)
+    assert (
+        min(approximate_latency - 1, 0)
+        <= math.floor(gen_props["$ai_latency"])
+        <= approximate_latency
+    )
+    assert gen_props["$ai_input_tokens"] == 20
+    assert gen_props["$ai_output_tokens"] == 1
+    assert gen_props["$ai_stop_reason"] == "stop"
+
+
+@pytest.mark.skipif(not OPENAI_API_KEY, reason="OpenAI API key not set")
+def test_openai_captures_multiple_generations(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", 'You must always answer with "Bar".'),
+            ("user", "Foo"),
+        ]
+    )
+    chain = prompt | ChatOpenAI(
+        api_key=OPENAI_API_KEY,
+        model="gpt-4o-mini",
+        temperature=0,
+        max_tokens=1,
+        n=2,
+    )
+    callbacks = CallbackHandler(mock_client)
+    result = chain.invoke({}, config={"callbacks": [callbacks]})
+
+    assert result.content == "Bar"
+    assert mock_client.capture.call_count == 3
+
+    gen_args = mock_client.capture.call_args_list[1][1]
+    gen_props = gen_args["properties"]
+    trace_args = mock_client.capture.call_args_list[2][1]
+    trace_props = trace_args["properties"]
+
+    assert gen_args["event"] == "$ai_generation"
+    assert gen_props["$ai_input"] == [
+        {"role": "system", "content": 'You must always answer with "Bar".'},
+        {"role": "user", "content": "Foo"},
+    ]
+    assert gen_props["$ai_output_choices"] == [
+        {"role": "assistant", "content": "Bar", "refusal": None},
+        {
+            "role": "assistant",
+            "content": "Bar",
+        },
+    ]
+
+    # langchain-openai for langchain v3
+    if "max_completion_tokens" in gen_props["$ai_model_parameters"]:
+        assert gen_props["$ai_model_parameters"] == {
+            "temperature": 0.0,
+            "max_completion_tokens": 1,
+            "stream": False,
+            "n": 2,
+        }
+    else:
+        assert gen_props["$ai_model_parameters"] == {
+            "temperature": 0.0,
+            "max_tokens": 1,
+            "stream": False,
+            "n": 2,
+        }
+    assert gen_props["$ai_http_status"] == 200
+
+    assert trace_args["event"] == "$ai_trace"
+    assert trace_props["$ai_input_state"] == {}
+    assert isinstance(trace_props["$ai_output_state"], AIMessage)
+
+
+@pytest.mark.skipif(not OPENAI_API_KEY, reason="OpenAI API key not set")
+def test_openai_streaming(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", 'You must always answer with "Bar".'),
+            ("user", "Foo"),
+        ]
+    )
+    chain = prompt | ChatOpenAI(
+        api_key=OPENAI_API_KEY,
+        model="gpt-4o-mini",
+        temperature=0,
+        max_tokens=1,
+        stream=True,
+        stream_usage=True,
+    )
+    callbacks = CallbackHandler(mock_client)
+    result = [m for m in chain.stream({}, config={"callbacks": [callbacks]})]
+    result = sum(result[1:], result[0])
+
+    assert result.content == "Bar"
+    assert mock_client.capture.call_count == 3
+
+    gen_args = mock_client.capture.call_args_list[1][1]
+    gen_props = gen_args["properties"]
+    trace_args = mock_client.capture.call_args_list[2][1]
+    trace_props = trace_args["properties"]
+
+    assert gen_args["event"] == "$ai_generation"
+    assert gen_props["$ai_model_parameters"]["stream"]
+    assert gen_props["$ai_input"] == [
+        {"role": "system", "content": 'You must always answer with "Bar".'},
+        {"role": "user", "content": "Foo"},
+    ]
+    assert gen_props["$ai_output_choices"] == [{"role": "assistant", "content": "Bar"}]
+    assert gen_props["$ai_http_status"] == 200
+    assert gen_props["$ai_input_tokens"] == 20
+    assert gen_props["$ai_output_tokens"] == 1
+
+    assert trace_args["event"] == "$ai_trace"
+    assert trace_props["$ai_input_state"] == {"input": ""}
+    assert isinstance(trace_props["$ai_output_state"], AIMessage)
+
+
+@pytest.mark.skipif(not OPENAI_API_KEY, reason="OpenAI API key not set")
+async def test_async_openai_streaming(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", 'You must always answer with "Bar".'),
+            ("user", "Foo"),
+        ]
+    )
+    chain = prompt | ChatOpenAI(
+        api_key=OPENAI_API_KEY,
+        model="gpt-4o-mini",
+        temperature=0,
+        max_tokens=1,
+        stream=True,
+        stream_usage=True,
+    )
+    callbacks = CallbackHandler(mock_client)
+    result = [m async for m in chain.astream({}, config={"callbacks": [callbacks]})]
+    result = sum(result[1:], result[0])
+
+    assert result.content == "Bar"
+    assert mock_client.capture.call_count == 3
+
+    gen_args = mock_client.capture.call_args_list[1][1]
+    gen_props = gen_args["properties"]
+    trace_args = mock_client.capture.call_args_list[2][1]
+    trace_props = trace_args["properties"]
+
+    assert gen_args["event"] == "$ai_generation"
+    assert gen_props["$ai_model_parameters"]["stream"]
+    assert gen_props["$ai_input"] == [
+        {"role": "system", "content": 'You must always answer with "Bar".'},
+        {"role": "user", "content": "Foo"},
+    ]
+    assert gen_props["$ai_output_choices"] == [{"role": "assistant", "content": "Bar"}]
+    assert gen_props["$ai_http_status"] == 200
+    assert gen_props["$ai_input_tokens"] == 20
+    assert gen_props["$ai_output_tokens"] == 1
+
+    assert trace_args["event"] == "$ai_trace"
+    assert trace_props["$ai_input_state"] == {"input": ""}
+    assert isinstance(trace_props["$ai_output_state"], AIMessage)
+
+
+def test_base_url_retrieval(mock_client):
+    prompt = ChatPromptTemplate.from_messages([("user", "Foo")])
+    chain = prompt | ChatOpenAI(
+        api_key="test",
+        model="posthog-mini",
+        base_url="https://test.posthog.com",
+    )
+    callbacks = CallbackHandler(mock_client)
+    with pytest.raises(Exception):
+        chain.invoke({}, config={"callbacks": [callbacks]})
+
+    assert mock_client.capture.call_count == 3
+    generation_call = mock_client.capture.call_args_list[1][1]
+    assert generation_call["properties"]["$ai_base_url"] == "https://test.posthog.com"
+
+
+def test_groups(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", 'You must always answer with "Bar".'),
+            ("user", "Foo"),
+        ]
+    )
+    model = FakeMessagesListChatModel(responses=[AIMessage(content="Bar")])
+    chain = prompt | model
+    callbacks = CallbackHandler(mock_client, groups={"company": "test_company"})
+    chain.invoke({}, config={"callbacks": [callbacks]})
+
+    assert mock_client.capture.call_count == 3
+    generation_call = mock_client.capture.call_args_list[1][1]
+    assert generation_call["groups"] == {"company": "test_company"}
+
+
+def test_privacy_mode_local(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", 'You must always answer with "Bar".'),
+            ("user", "Foo"),
+        ]
+    )
+    model = FakeMessagesListChatModel(responses=[AIMessage(content="Bar")])
+    chain = prompt | model
+    callbacks = CallbackHandler(mock_client, privacy_mode=True)
+    chain.invoke({}, config={"callbacks": [callbacks]})
+
+    assert mock_client.capture.call_count == 3
+    generation_call = mock_client.capture.call_args_list[1][1]
+    assert generation_call["properties"]["$ai_input"] is None
+    assert generation_call["properties"]["$ai_output_choices"] is None
+
+
+def test_privacy_mode_global(mock_client):
+    mock_client.privacy_mode = True
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", 'You must always answer with "Bar".'),
+            ("user", "Foo"),
+        ]
+    )
+    model = FakeMessagesListChatModel(responses=[AIMessage(content="Bar")])
+    chain = prompt | model
+    callbacks = CallbackHandler(mock_client)
+    chain.invoke({}, config={"callbacks": [callbacks]})
+
+    assert mock_client.capture.call_count == 3
+    generation_call = mock_client.capture.call_args_list[1][1]
+    assert generation_call["properties"]["$ai_input"] is None
+    assert generation_call["properties"]["$ai_output_choices"] is None
+
+
+@pytest.mark.skipif(not ANTHROPIC_API_KEY, reason="ANTHROPIC_API_KEY is not set")
+def test_anthropic_chain(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", 'You must always answer with "Bar".'),
+            ("user", "Foo"),
+        ]
+    )
+    chain = prompt | ChatAnthropic(
+        api_key=ANTHROPIC_API_KEY,
+        model="claude-sonnet-4-5-20250929",
+        temperature=0,
+        max_tokens=1024,
+    )
+    callbacks = CallbackHandler(
+        mock_client,
+        trace_id="test-trace-id",
+        distinct_id="test_id",
+        properties={"foo": "bar"},
+    )
+    start_time = time.time()
+    result = chain.invoke({}, config={"callbacks": [callbacks]})
+    approximate_latency = math.floor(time.time() - start_time)
+
+    assert result.content == "Bar"
+    assert mock_client.capture.call_count == 3
+
+    gen_args = mock_client.capture.call_args_list[1][1]
+    gen_props = gen_args["properties"]
+    trace_args = mock_client.capture.call_args_list[2][1]
+    trace_props = trace_args["properties"]
+
+    assert gen_args["event"] == "$ai_generation"
+    assert gen_props["$ai_trace_id"] == "test-trace-id"
+    assert gen_props["$ai_provider"] == "anthropic"
+    assert gen_props["$ai_model"] == "claude-sonnet-4-5-20250929"
+    assert gen_props["foo"] == "bar"
+
+    assert gen_props["$ai_model_parameters"] == {
+        "temperature": 0.0,
+        "max_tokens": 1024,
+        "streaming": False,
+    }
+    assert gen_props["$ai_input"] == [
+        {"role": "system", "content": 'You must always answer with "Bar".'},
+        {"role": "user", "content": "Foo"},
+    ]
+    assert gen_props["$ai_output_choices"] == [{"role": "assistant", "content": "Bar"}]
+    assert gen_props["$ai_http_status"] == 200
+    assert isinstance(gen_props["$ai_latency"], float)
+    assert (
+        min(approximate_latency - 1, 0)
+        <= math.floor(gen_props["$ai_latency"])
+        <= approximate_latency
+    )
+    assert gen_props["$ai_input_tokens"] == 17
+    assert gen_props["$ai_output_tokens"] == 4
+    assert gen_props["$ai_stop_reason"] == "end_turn"
+
+    assert trace_args["event"] == "$ai_trace"
+    assert trace_props["$ai_input_state"] == {}
+    assert isinstance(trace_props["$ai_output_state"], AIMessage)
+
+
+@pytest.mark.skipif(not ANTHROPIC_API_KEY, reason="ANTHROPIC_API_KEY is not set")
+async def test_async_anthropic_streaming(mock_client):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", 'You must always answer with "Bar".'),
+            ("user", "Foo"),
+        ]
+    )
+    chain = prompt | ChatAnthropic(
+        api_key=ANTHROPIC_API_KEY,
+        model="claude-sonnet-4-5-20250929",
+        temperature=0,
+        max_tokens=1024,
+        streaming=True,
+        stream_usage=True,
+    )
+    callbacks = CallbackHandler(mock_client)
+    result = [m async for m in chain.astream({}, config={"callbacks": [callbacks]})]
+    result = sum(result[1:], result[0])
+
+    assert result.content == "Bar"
+    assert mock_client.capture.call_count == 3
+
+    gen_args = mock_client.capture.call_args_list[1][1]
+    gen_props = gen_args["properties"]
+    trace_args = mock_client.capture.call_args_list[2][1]
+    trace_props = trace_args["properties"]
+
+    assert gen_args["event"] == "$ai_generation"
+    assert gen_props["$ai_model_parameters"]["streaming"]
+    assert gen_props["$ai_input"] == [
+        {"role": "system", "content": 'You must always answer with "Bar".'},
+        {"role": "user", "content": "Foo"},
+    ]
+    assert gen_props["$ai_output_choices"] == [{"role": "assistant", "content": "Bar"}]
+    assert gen_props["$ai_http_status"] == 200
+    assert gen_props["$ai_input_tokens"] == 17
+    assert gen_props["$ai_output_tokens"] is not None
+
+    assert trace_args["event"] == "$ai_trace"
+    assert trace_props["$ai_input_state"] == {
+        "input": "",
+    }
+    assert isinstance(trace_props["$ai_output_state"], AIMessage)
+
+
+def test_metadata_tools(mock_client):
+    callbacks = CallbackHandler(mock_client)
+    run_id = uuid.uuid4()
+    tools = [
+        [
+            {
+                "type": "function",
+                "function": {
+                    "name": "foo",
+                    "description": "The foo.",
+                    "parameters": {
+                        "properties": {
+                            "bar": {
+                                "description": "The bar of foo.",
+                                "type": "string",
+                            },
+                        },
+                        "required": ["query_description", "query_kind"],
+                        "type": "object",
+                        "additionalProperties": False,
+                    },
+                    "strict": True,
+                },
+            }
+        ]
+    ]
+
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_llm_metadata(
+            {"kwargs": {"openai_api_base": "https://us.posthog.com"}},
+            run_id,
+            messages=[{"role": "user", "content": "What's the weather like in SF?"}],
+            invocation_params={"temperature": 0.5, "tools": tools},
+            metadata={"ls_model_name": "hog-mini", "ls_provider": "posthog"},
+            name="test",
+        )
+    expected = GenerationMetadata(
+        model="hog-mini",
+        input=[{"role": "user", "content": "What's the weather like in SF?"}],
+        start_time=1234567890,
+        model_params={"temperature": 0.5},
+        provider="posthog",
+        base_url="https://us.posthog.com",
+        name="test",
+        tools=tools,
+        end_time=None,
+        posthog_properties=None,
+    )
+    assert callbacks._runs[run_id] == expected
+    with patch("time.time", return_value=1234567891):
+        run = callbacks._pop_run_metadata(run_id)
+    expected.end_time = 1234567891
+    assert run == expected
+    assert callbacks._runs == {}
+
+
+def test_tool_calls(mock_client):
+    prompt = ChatPromptTemplate.from_messages([("user", "Foo")])
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Bar",
+                additional_kwargs={
+                    "tool_calls": [
+                        {
+                            "type": "function",
+                            "id": "123",
+                            "function": {
+                                "name": "test",
+                                "args": '{"a": 1}',
+                            },
+                        }
+                    ]
+                },
+            )
+        ]
+    )
+    chain = prompt | model
+    callbacks = CallbackHandler(mock_client)
+    chain.invoke({}, config={"callbacks": [callbacks]})
+
+    assert mock_client.capture.call_count == 3
+    generation_call = mock_client.capture.call_args_list[1][1]
+    assert generation_call["properties"]["$ai_output_choices"][0]["tool_calls"] == [
+        {
+            "type": "function",
+            "id": "123",
+            "function": {
+                "name": "test",
+                "args": '{"a": 1}',
+            },
+        }
+    ]
+    assert (
+        "additional_kwargs"
+        not in generation_call["properties"]["$ai_output_choices"][0]
+    )
+
+
+async def test_async_traces(mock_client):
+    async def sleep(x):  # -> Any:
+        await asyncio.sleep(0.1)
+        return x
+
+    prompt = ChatPromptTemplate.from_messages([("user", "Foo")])
+    chain1 = RunnableLambda(sleep)
+    chain2 = prompt | FakeMessagesListChatModel(responses=[AIMessage(content="Bar")])
+
+    cb = CallbackHandler(mock_client)
+
+    start_time = time.time()
+    await asyncio.gather(
+        chain1.ainvoke({}, config={"callbacks": [cb]}),
+        chain2.ainvoke({}, config={"callbacks": [cb]}),
+    )
+    approximate_latency = math.floor(time.time() - start_time)
+    assert mock_client.capture.call_count == 4
+
+    first_call, second_call, third_call, fourth_call = (
+        mock_client.capture.call_args_list
+    )
+    assert first_call[1]["event"] == "$ai_span"
+    assert second_call[1]["event"] == "$ai_generation"
+    assert third_call[1]["event"] == "$ai_trace"
+    assert third_call[1]["properties"]["$ai_span_name"] == "RunnableSequence"
+    assert fourth_call[1]["event"] == "$ai_trace"
+    assert fourth_call[1]["properties"]["$ai_span_name"] == "sleep"
+    assert (
+        min(approximate_latency - 1, 0)
+        <= math.floor(third_call[1]["properties"]["$ai_latency"])
+        <= approximate_latency
+    )
+
+
+@pytest.mark.skipif(not OPENAI_API_KEY, reason="OPENAI_API_KEY is not set")
+def test_langgraph_agent(mock_client):
+    @tool
+    def get_weather(city: Literal["nyc", "sf"]):
+        """
+        Use this to get weather information.
+
+        Args:
+            city: The city to get weather information for.
+        """
+        if city == "sf":
+            return "It's always sunny in sf"
+        return "No info"
+
+    tools = [get_weather]
+    model = ChatOpenAI(api_key=OPENAI_API_KEY, model="gpt-4o-mini", temperature=0)
+    graph = create_react_agent(model, tools=tools)
+    inputs = {"messages": [("user", "what is the weather in sf")]}
+    cb = CallbackHandler(
+        mock_client, trace_id="test-trace-id", distinct_id="test-distinct-id"
+    )
+    graph.invoke(inputs, config={"callbacks": [cb]})
+    calls = [call[1] for call in mock_client.capture.call_args_list]
+    assert len(calls) == 15
+    for call in calls:
+        assert call["properties"]["$ai_trace_id"] == "test-trace-id"
+    assert len([call for call in calls if call["event"] == "$ai_generation"]) == 2
+    assert len([call for call in calls if call["event"] == "$ai_span"]) == 12
+    assert len([call for call in calls if call["event"] == "$ai_trace"]) == 1
+
+
+@pytest.mark.parametrize("trace_id", ["test-trace-id", None])
+def test_span_set_parent_ids(mock_client, trace_id):
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            ("system", "You are a helpful assistant."),
+            ("user", "Who won the world series in 2020?"),
+        ]
+    )
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(content="The Los Angeles Dodgers won the World Series in 2020.")
+        ]
+    )
+    callbacks = [CallbackHandler(mock_client, trace_id=trace_id)]
+    chain = prompt | model
+    chain.invoke({}, config={"callbacks": callbacks})
+
+    assert mock_client.capture.call_count == 3
+
+    span_props = mock_client.capture.call_args_list[0][1]
+    assert (
+        span_props["properties"]["$ai_trace_id"]
+        == span_props["properties"]["$ai_parent_id"]
+    )
+
+    generation_props = mock_client.capture.call_args_list[1][1]
+    assert (
+        generation_props["properties"]["$ai_trace_id"]
+        == generation_props["properties"]["$ai_parent_id"]
+    )
+
+
+@pytest.mark.parametrize("trace_id", ["test-trace-id", None])
+def test_span_set_parent_ids_for_third_level_run(mock_client, trace_id):
+    def span_1(_):
+        def span_2(_):
+            def span_3(_):
+                return "span 3"
+
+            return RunnableLambda(span_3)
+
+        return RunnableLambda(span_2)
+
+    callbacks = [CallbackHandler(mock_client, trace_id=trace_id)]
+    chain = RunnableLambda(span_1)
+    chain.invoke({}, config={"callbacks": callbacks})
+
+    assert mock_client.capture.call_count == 3
+
+    calls = mock_client.capture.call_args_list
+    span_props_2 = calls[0][1]["properties"]
+    span_props_1 = calls[1][1]["properties"]
+    trace_props = calls[2][1]["properties"]
+
+    assert span_props_2["$ai_parent_id"] == span_props_1["$ai_span_id"]
+    assert span_props_1["$ai_parent_id"] == trace_props["$ai_trace_id"]
+
+
+def test_captures_error_with_details_in_span(mock_client):
+    def span(_):
+        raise ValueError("test")
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = RunnableLambda(span) | RunnableLambda(lambda _: "foo")
+    try:
+        chain.invoke({}, config={"callbacks": callbacks})
+    except ValueError:
+        pass
+
+    assert mock_client.capture.call_count == 2
+    assert (
+        mock_client.capture.call_args_list[1][1]["properties"]["$ai_error"]
+        == "ValueError: test"
+    )
+    assert mock_client.capture.call_args_list[1][1]["properties"]["$ai_is_error"]
+
+
+def test_captures_error_without_details_in_span(mock_client):
+    def span(_):
+        raise ValueError
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = RunnableLambda(span) | RunnableLambda(lambda _: "foo")
+    try:
+        chain.invoke({}, config={"callbacks": callbacks})
+    except ValueError:
+        pass
+
+    assert mock_client.capture.call_count == 2
+    assert (
+        mock_client.capture.call_args_list[1][1]["properties"]["$ai_error"]
+        == "ValueError"
+    )
+    assert mock_client.capture.call_args_list[1][1]["properties"]["$ai_is_error"]
+
+
+def test_openai_reasoning_tokens(mock_client):
+    """Test that OpenAI reasoning tokens are captured correctly."""
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Think step by step about this problem")]
+    )
+
+    # Mock response with reasoning tokens in output_token_details
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Let me think through this step by step...",
+                usage_metadata={
+                    "input_tokens": 10,
+                    "output_tokens": 25,
+                    "total_tokens": 35,
+                    "output_token_details": {"reasoning": 15},  # 15 reasoning tokens
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Let me think through this step by step..."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 10
+    assert generation_props["$ai_output_tokens"] == 25
+    assert generation_props["$ai_reasoning_tokens"] == 15
+
+
+def test_anthropic_cache_write_and_read_tokens(mock_client):
+    """Test that Anthropic cache creation and read tokens are captured correctly."""
+    prompt = ChatPromptTemplate.from_messages([("user", "Analyze this large document")])
+
+    # First call with cache creation
+    model_write = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="I've analyzed the document and cached the context.",
+                usage_metadata={
+                    "total_tokens": 1050,
+                    "input_tokens": 1000,
+                    "output_tokens": 50,
+                    "cache_creation_input_tokens": 800,  # Anthropic cache write
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model_write
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "I've analyzed the document and cached the context."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 1000
+    assert generation_props["$ai_output_tokens"] == 50
+    assert generation_props["$ai_cache_creation_input_tokens"] == 800
+    assert generation_props["$ai_cache_read_input_tokens"] == 0
+    assert generation_props["$ai_reasoning_tokens"] == 0
+
+    # Reset mock for second call
+    mock_client.reset_mock()
+
+    # Second call with cache read
+    model_read = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Using cached analysis to provide quick response.",
+                usage_metadata={
+                    "input_tokens": 1200,
+                    "output_tokens": 30,
+                    "total_tokens": 1230,
+                    "cache_read_input_tokens": 800,  # Anthropic cache read
+                },
+            )
+        ]
+    )
+
+    chain = prompt | model_read
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Using cached analysis to provide quick response."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert (
+        generation_props["$ai_input_tokens"] == 1200
+    )  # No provider metadata, no subtraction
+    assert generation_props["$ai_output_tokens"] == 30
+    assert generation_props["$ai_cache_creation_input_tokens"] == 0
+    assert generation_props["$ai_cache_read_input_tokens"] == 800
+    assert generation_props["$ai_reasoning_tokens"] == 0
+
+
+def test_anthropic_provider_subtracts_cache_tokens(mock_client):
+    """Test that Anthropic provider correctly subtracts cache tokens from input tokens."""
+    from langchain_core.outputs import LLMResult, ChatGeneration
+    from langchain_core.messages import AIMessage
+    from uuid import uuid4
+
+    cb = CallbackHandler(mock_client)
+    run_id = uuid4()
+
+    # Set up with Anthropic provider
+    cb._set_llm_metadata(
+        serialized={},
+        run_id=run_id,
+        messages=[{"role": "user", "content": "test"}],
+        metadata={"ls_provider": "anthropic", "ls_model_name": "claude-3-sonnet"},
+    )
+
+    # Response with cache tokens: 1200 input (includes 800 cached)
+    response = LLMResult(
+        generations=[
+            [
+                ChatGeneration(
+                    message=AIMessage(content="Response"),
+                    generation_info={
+                        "usage_metadata": {
+                            "input_tokens": 1200,
+                            "output_tokens": 50,
+                            "cache_read_input_tokens": 800,
+                        }
+                    },
+                )
+            ]
+        ],
+        llm_output={},
+    )
+
+    cb._pop_run_and_capture_generation(run_id, None, response)
+
+    generation_args = mock_client.capture.call_args_list[0][1]
+    assert generation_args["properties"]["$ai_input_tokens"] == 400  # 1200 - 800
+    assert generation_args["properties"]["$ai_cache_read_input_tokens"] == 800
+
+
+def test_anthropic_provider_subtracts_cache_write_tokens(mock_client):
+    """Test that Anthropic provider correctly subtracts cache write tokens from input tokens."""
+    from langchain_core.outputs import LLMResult, ChatGeneration
+    from langchain_core.messages import AIMessage
+    from uuid import uuid4
+
+    cb = CallbackHandler(mock_client)
+    run_id = uuid4()
+
+    # Set up with Anthropic provider
+    cb._set_llm_metadata(
+        serialized={},
+        run_id=run_id,
+        messages=[{"role": "user", "content": "test"}],
+        metadata={"ls_provider": "anthropic", "ls_model_name": "claude-3-sonnet"},
+    )
+
+    # Response with cache creation: 1000 input (includes 800 being written to cache)
+    response = LLMResult(
+        generations=[
+            [
+                ChatGeneration(
+                    message=AIMessage(content="Response"),
+                    generation_info={
+                        "usage_metadata": {
+                            "input_tokens": 1000,
+                            "output_tokens": 50,
+                            "cache_creation_input_tokens": 800,
+                        }
+                    },
+                )
+            ]
+        ],
+        llm_output={},
+    )
+
+    cb._pop_run_and_capture_generation(run_id, None, response)
+
+    generation_args = mock_client.capture.call_args_list[0][1]
+    assert generation_args["properties"]["$ai_input_tokens"] == 200  # 1000 - 800
+    assert generation_args["properties"]["$ai_cache_creation_input_tokens"] == 800
+
+
+def test_anthropic_provider_subtracts_both_cache_read_and_write_tokens(mock_client):
+    """Test that Anthropic provider correctly subtracts both cache read and write tokens."""
+    from langchain_core.outputs import LLMResult, ChatGeneration
+    from langchain_core.messages import AIMessage
+    from uuid import uuid4
+
+    cb = CallbackHandler(mock_client)
+    run_id = uuid4()
+
+    # Set up with Anthropic provider
+    cb._set_llm_metadata(
+        serialized={},
+        run_id=run_id,
+        messages=[{"role": "user", "content": "test"}],
+        metadata={"ls_provider": "anthropic", "ls_model_name": "claude-3-sonnet"},
+    )
+
+    # Response with both cache read and creation
+    response = LLMResult(
+        generations=[
+            [
+                ChatGeneration(
+                    message=AIMessage(content="Response"),
+                    generation_info={
+                        "usage_metadata": {
+                            "input_tokens": 2000,
+                            "output_tokens": 50,
+                            "cache_read_input_tokens": 800,
+                            "cache_creation_input_tokens": 500,
+                        }
+                    },
+                )
+            ]
+        ],
+        llm_output={},
+    )
+
+    cb._pop_run_and_capture_generation(run_id, None, response)
+
+    generation_args = mock_client.capture.call_args_list[0][1]
+    # 2000 - 800 (read) - 500 (write) = 700
+    assert generation_args["properties"]["$ai_input_tokens"] == 700
+    assert generation_args["properties"]["$ai_cache_read_input_tokens"] == 800
+    assert generation_args["properties"]["$ai_cache_creation_input_tokens"] == 500
+
+
+def test_openai_cache_read_tokens(mock_client):
+    """Test that OpenAI cache read tokens are captured correctly."""
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Use the cached prompt for this request")]
+    )
+
+    # Mock response with cache read tokens in input_token_details
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Response using cached prompt context.",
+                usage_metadata={
+                    "input_tokens": 150,
+                    "output_tokens": 40,
+                    "total_tokens": 190,
+                    "input_token_details": {
+                        "cache_read": 100,  # 100 tokens read from cache
+                        "cache_creation": 0,
+                    },
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Response using cached prompt context."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 150  # No subtraction for OpenAI
+    assert generation_props["$ai_output_tokens"] == 40
+    assert generation_props["$ai_cache_read_input_tokens"] == 100
+    assert generation_props["$ai_cache_creation_input_tokens"] == 0
+    assert generation_props["$ai_reasoning_tokens"] == 0
+
+
+def test_openai_cache_creation_tokens(mock_client):
+    """Test that OpenAI cache creation tokens are captured correctly."""
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Create a cache for this large prompt context")]
+    )
+
+    # Mock response with cache creation tokens in input_token_details
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Created cache for the prompt context.",
+                usage_metadata={
+                    "input_tokens": 2000,
+                    "output_tokens": 25,
+                    "total_tokens": 2025,
+                    "input_token_details": {
+                        "cache_creation": 1500,  # 1500 tokens written to cache
+                        "cache_read": 0,
+                    },
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Created cache for the prompt context."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 2000
+    assert generation_props["$ai_output_tokens"] == 25
+    assert generation_props["$ai_cache_creation_input_tokens"] == 1500
+    assert generation_props["$ai_cache_read_input_tokens"] == 0
+    assert generation_props["$ai_reasoning_tokens"] == 0
+
+
+def test_combined_reasoning_and_cache_tokens(mock_client):
+    """Test that both reasoning tokens and cache tokens can be captured together."""
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Think through this cached problem")]
+    )
+
+    # Mock response with both reasoning and cache tokens
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Let me reason through this using cached context...",
+                usage_metadata={
+                    "input_tokens": 500,
+                    "output_tokens": 100,
+                    "total_tokens": 600,
+                    "input_token_details": {"cache_read": 300, "cache_creation": 0},
+                    "output_token_details": {"reasoning": 60},  # 60 reasoning tokens
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Let me reason through this using cached context..."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    assert generation_props["$ai_input_tokens"] == 500  # No subtraction for OpenAI
+    assert generation_props["$ai_output_tokens"] == 100
+    assert generation_props["$ai_cache_read_input_tokens"] == 300
+    assert generation_props["$ai_cache_creation_input_tokens"] == 0
+    assert generation_props["$ai_reasoning_tokens"] == 60
+
+
+@pytest.mark.skipif(not OPENAI_API_KEY, reason="OPENAI_API_KEY is not set")
+def test_openai_reasoning_tokens_o4_mini(mock_client):
+    model = ChatOpenAI(
+        api_key=OPENAI_API_KEY, model="o4-mini", max_completion_tokens=10
+    )
+    cb = CallbackHandler(
+        mock_client, trace_id="test-trace-id", distinct_id="test-distinct-id"
+    )
+    model.invoke("what is the weather in sf", config={"callbacks": [cb]})
+    call = mock_client.capture.call_args_list[0][1]
+    assert call["properties"]["$ai_reasoning_tokens"] is not None
+    assert call["properties"]["$ai_input_tokens"] is not None
+    assert call["properties"]["$ai_output_tokens"] is not None
+
+
+def test_callback_handler_without_client():
+    """Test that CallbackHandler works properly when no PostHog client is passed."""
+    with patch("posthog.ai.langchain.callbacks.setup") as mock_setup:
+        mock_client = mock_setup.return_value
+
+        callbacks = CallbackHandler()
+
+        # Verify that setup() was called
+        mock_setup.assert_called_once()
+
+        # Verify that the client was set to the result of setup()
+        assert callbacks._ph_client == mock_client
+
+        # Test that the callback handler works with a simple chain
+        prompt = ChatPromptTemplate.from_messages([("user", "Foo")])
+        model = FakeMessagesListChatModel(responses=[AIMessage(content="Bar")])
+        chain = prompt | model
+
+        # This should work and call the mock client
+        result = chain.invoke({}, config={"callbacks": [callbacks]})
+        assert result.content == "Bar"
+
+        # Verify that the mock client was used for capturing events
+        assert mock_client.capture.call_count == 3
+
+
+def test_convert_message_to_dict_tool_calls():
+    """Test that _convert_message_to_dict properly converts tool calls in AIMessage."""
+    from posthog.ai.langchain.callbacks import _convert_message_to_dict
+    from langchain_core.messages import AIMessage
+    from langchain_core.messages.tool import ToolCall
+
+    # Create an AIMessage with tool calls
+    tool_calls = [
+        ToolCall(
+            id="call_123",
+            name="get_weather",
+            args={"city": "San Francisco", "units": "celsius"},
+        )
+    ]
+
+    ai_message = AIMessage(
+        content="I'll check the weather for you.", tool_calls=tool_calls
+    )
+
+    # Convert to dict
+    result = _convert_message_to_dict(ai_message)
+
+    # Verify the conversion
+    assert result["role"] == "assistant"
+    assert result["content"] == "I'll check the weather for you."
+    assert result["tool_calls"] == [
+        {
+            "type": "function",
+            "id": "call_123",
+            "function": {
+                "name": "get_weather",
+                "arguments": '{"city": "San Francisco", "units": "celsius"}',
+            },
+        }
+    ]
+
+
+def test_tool_definition(mock_client):
+    """Test that tools defined in invocation parameters are captured in $ai_tools property"""
+    callbacks = CallbackHandler(mock_client)
+    run_id = uuid.uuid4()
+
+    # Define tools to be passed to the invocation parameters
+    tools = [
+        {
+            "type": "function",
+            "function": {
+                "name": "get_weather",
+                "description": "Get the current weather for a specific location",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city or location name to get weather for",
+                        }
+                    },
+                    "required": ["location"],
+                },
+            },
+        }
+    ]
+
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_llm_metadata(
+            {"kwargs": {"openai_api_base": "https://api.openai.com/v1"}},
+            run_id,
+            messages=[{"role": "user", "content": "hey"}],
+            invocation_params={"temperature": 0.7, "tools": tools},
+            metadata={"ls_model_name": "gpt-4o-mini", "ls_provider": "openai"},
+            name="test",
+        )
+
+    expected = GenerationMetadata(
+        model="gpt-4o-mini",
+        input=[{"role": "user", "content": "hey"}],
+        start_time=1234567890,
+        model_params={"temperature": 0.7},
+        provider="openai",
+        base_url="https://api.openai.com/v1",
+        name="test",
+        tools=tools,
+        end_time=None,
+    )
+    assert callbacks._runs[run_id] == expected
+
+    with patch("time.time", return_value=1234567891):
+        run = callbacks._pop_run_metadata(run_id)
+    expected.end_time = 1234567891
+    assert run == expected
+    assert callbacks._runs == {}
+
+    # Now test that the tools are properly captured in the PostHog event
+    mock_response = MagicMock()
+    mock_response.generations = [[MagicMock()]]
+
+    callbacks._capture_generation(
+        trace_id=run_id,
+        run_id=run_id,
+        run=run,
+        output=mock_response,
+        parent_run_id=None,
+    )
+
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == run_id
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "openai"
+    assert props["$ai_model"] == "gpt-4o-mini"
+    assert props["$ai_input"] == [{"role": "user", "content": "hey"}]
+    assert props["$ai_model_parameters"] == {"temperature": 0.7}
+    assert props["$ai_base_url"] == "https://api.openai.com/v1"
+    assert props["$ai_span_name"] == "test"
+    assert props["$ai_span_id"] == run_id
+    assert props["$ai_trace_id"] == run_id
+    assert props["$ai_latency"] == 1.0
+    # Verify that tools are captured in the $ai_tools property
+    assert props["$ai_tools"] == tools
+
+
+def test_cache_read_tokens_subtraction_from_input_tokens(mock_client):
+    """Test that cache_read_tokens are properly subtracted from input_tokens.
+
+    This tests the logic in callbacks.py lines 757-758:
+        if normalized_usage.input_tokens and normalized_usage.cache_read_tokens:
+            normalized_usage.input_tokens = max(normalized_usage.input_tokens - normalized_usage.cache_read_tokens, 0)
+    """
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Use the cached prompt for this request")]
+    )
+
+    # Scenario 1: input_tokens includes cache_read_tokens (typical case)
+    # input_tokens=150 includes 100 cache_read tokens, so actual input is 50
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Response using cached prompt context.",
+                usage_metadata={
+                    "input_tokens": 150,  # Total includes cache reads
+                    "output_tokens": 40,
+                    "total_tokens": 190,
+                    "cache_read_input_tokens": 100,  # 100 tokens read from cache
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Response using cached prompt context."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    # Input tokens not reduced without provider metadata
+    assert generation_props["$ai_input_tokens"] == 150
+    assert generation_props["$ai_output_tokens"] == 40
+    assert generation_props["$ai_cache_read_input_tokens"] == 100
+
+
+def test_cache_read_tokens_subtraction_prevents_negative(mock_client):
+    """Test that cache_read_tokens subtraction doesn't result in negative input_tokens.
+
+    This tests the max(..., 0) part of the logic in callbacks.py lines 757-758.
+    """
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Edge case with large cache read")]
+    )
+
+    # Edge case: cache_read_tokens >= input_tokens
+    # This could happen in some API responses where accounting differs
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Response with edge case token counts.",
+                usage_metadata={
+                    "input_tokens": 80,
+                    "output_tokens": 20,
+                    "total_tokens": 100,
+                    "cache_read_input_tokens": 100,  # More than input_tokens
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Response with edge case token counts."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    # Input tokens not reduced without provider metadata
+    assert generation_props["$ai_input_tokens"] == 80
+    assert generation_props["$ai_output_tokens"] == 20
+    assert generation_props["$ai_cache_read_input_tokens"] == 100
+
+
+def test_no_cache_read_tokens_no_subtraction(mock_client):
+    """Test that when there are no cache_read_tokens, input_tokens remain unchanged.
+
+    This tests the conditional check before the subtraction in callbacks.py line 757.
+    """
+    prompt = ChatPromptTemplate.from_messages(
+        [("user", "Normal request without cache")]
+    )
+
+    # No cache usage - input_tokens should remain as-is
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Response without cache.",
+                usage_metadata={
+                    "input_tokens": 100,
+                    "output_tokens": 30,
+                    "total_tokens": 130,
+                    # No cache_read_input_tokens
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Response without cache."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    # Input tokens should remain unchanged at 100
+    assert generation_props["$ai_input_tokens"] == 100
+    assert generation_props["$ai_output_tokens"] == 30
+    assert generation_props["$ai_cache_read_input_tokens"] == 0
+
+
+def test_zero_input_tokens_with_cache_read(mock_client):
+    """Test edge case where input_tokens is 0 but cache_read_tokens exist.
+
+    This tests the falsy check in the conditional (line 757).
+    """
+    prompt = ChatPromptTemplate.from_messages([("user", "Edge case query")])
+
+    # Edge case: input_tokens is 0 (falsy), should skip subtraction
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Response.",
+                usage_metadata={
+                    "input_tokens": 0,
+                    "output_tokens": 10,
+                    "total_tokens": 10,
+                    "cache_read_input_tokens": 50,
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Response."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    # Input tokens should remain 0 (no subtraction because input_tokens is falsy)
+    assert generation_props["$ai_input_tokens"] == 0
+    assert generation_props["$ai_output_tokens"] == 10
+    assert generation_props["$ai_cache_read_input_tokens"] == 50
+
+
+def test_non_anthropic_cache_write_tokens_not_subtracted_from_input(mock_client):
+    """Test that cache_creation_input_tokens do NOT affect input_tokens for non-Anthropic providers.
+
+    When no provider metadata is set (or for non-Anthropic providers), cache tokens should
+    NOT be subtracted from input_tokens. This is because different providers report tokens
+    differently - only Anthropic's LangChain integration requires subtraction.
+    """
+    prompt = ChatPromptTemplate.from_messages([("user", "Create cache")])
+
+    # Cache creation without cache read
+    model = FakeMessagesListChatModel(
+        responses=[
+            AIMessage(
+                content="Creating cache.",
+                usage_metadata={
+                    "input_tokens": 1000,
+                    "output_tokens": 20,
+                    "total_tokens": 1020,
+                    "cache_creation_input_tokens": 800,  # Cache write, not read
+                },
+            )
+        ]
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    result = chain.invoke({}, config={"callbacks": callbacks})
+
+    assert result.content == "Creating cache."
+    assert mock_client.capture.call_count == 3
+
+    generation_args = mock_client.capture.call_args_list[1][1]
+    generation_props = generation_args["properties"]
+
+    assert generation_args["event"] == "$ai_generation"
+    # Input tokens should NOT be reduced by cache_creation_input_tokens
+    assert generation_props["$ai_input_tokens"] == 1000
+    assert generation_props["$ai_output_tokens"] == 20
+    assert generation_props["$ai_cache_creation_input_tokens"] == 800
+    assert generation_props["$ai_cache_read_input_tokens"] == 0
+
+
+def test_agent_action_and_finish_imports():
+    """
+    Regression test for LangChain 1.0+ compatibility (Issue #362).
+    Verifies that AgentAction and AgentFinish can be imported and used.
+    This test ensures the imports work with both LangChain 0.x and 1.0+.
+    """
+    # Import the types that caused the compatibility issue
+    try:
+        from langchain_core.agents import AgentAction, AgentFinish
+    except (ImportError, ModuleNotFoundError):
+        from langchain.schema.agent import AgentAction, AgentFinish  # type: ignore
+
+    # Verify they're available in the callbacks module
+    from posthog.ai.langchain.callbacks import CallbackHandler
+
+    # Test on_agent_action with mock data
+    mock_client = MagicMock()
+    callbacks = CallbackHandler(mock_client)
+    run_id = uuid.uuid4()
+    parent_run_id = uuid.uuid4()
+
+    # Create mock AgentAction
+    action = AgentAction(tool="test_tool", tool_input="test_input", log="test_log")
+
+    # Should not raise an exception
+    callbacks.on_agent_action(action, run_id=run_id, parent_run_id=parent_run_id)
+
+    # Verify parent was set
+    assert run_id in callbacks._parent_tree
+    assert callbacks._parent_tree[run_id] == parent_run_id
+
+    # Test on_agent_finish with mock data
+    finish = AgentFinish(return_values={"output": "test_output"}, log="finish_log")
+
+    # Should not raise an exception
+    callbacks.on_agent_finish(finish, run_id=run_id, parent_run_id=parent_run_id)
+
+    # Verify capture was called
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    assert call_args["event"] == "$ai_span"
+
+
+def test_posthog_properties_field_in_generation_metadata(mock_client):
+    """Test that posthog_properties is properly stored in GenerationMetadata."""
+    callbacks = CallbackHandler(mock_client)
+    run_id = uuid.uuid4()
+
+    # Test with billable=True
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_llm_metadata(
+            {"kwargs": {"openai_api_base": "https://api.openai.com"}},
+            run_id,
+            messages=[{"role": "user", "content": "Test message"}],
+            invocation_params={"temperature": 0.5},
+            metadata={
+                "ls_model_name": "gpt-4o",
+                "ls_provider": "openai",
+                "posthog_properties": {"$ai_billable": True},
+            },
+            name="test",
+        )
+
+    expected = GenerationMetadata(
+        model="gpt-4o",
+        input=[{"role": "user", "content": "Test message"}],
+        start_time=1234567890,
+        model_params={"temperature": 0.5},
+        provider="openai",
+        base_url="https://api.openai.com",
+        name="test",
+        posthog_properties={"$ai_billable": True},
+        end_time=None,
+    )
+    assert callbacks._runs[run_id] == expected
+    assert callbacks._runs[run_id].posthog_properties == {"$ai_billable": True}
+
+    callbacks._pop_run_metadata(run_id)
+
+    # Test with billable=False (explicit)
+    run_id2 = uuid.uuid4()
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_llm_metadata(
+            {"kwargs": {"openai_api_base": "https://api.openai.com"}},
+            run_id2,
+            messages=[{"role": "user", "content": "Test message"}],
+            invocation_params={"temperature": 0.5},
+            metadata={
+                "ls_model_name": "gpt-4o",
+                "ls_provider": "openai",
+                "posthog_properties": {"$ai_billable": False},
+            },
+            name="test",
+        )
+
+    assert callbacks._runs[run_id2].posthog_properties == {"$ai_billable": False}
+    callbacks._pop_run_metadata(run_id2)
+
+    # Test when posthog_properties not provided
+    run_id3 = uuid.uuid4()
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_llm_metadata(
+            {"kwargs": {"openai_api_base": "https://api.openai.com"}},
+            run_id3,
+            messages=[{"role": "user", "content": "Test message"}],
+            invocation_params={"temperature": 0.5},
+            metadata={"ls_model_name": "gpt-4o", "ls_provider": "openai"},
+            name="test",
+        )
+
+    assert callbacks._runs[run_id3].posthog_properties is None
+
+
+def test_billable_property_in_generation_event(mock_client):
+    """Test that the billable property is captured in the $ai_generation event."""
+    callbacks = CallbackHandler(mock_client)
+
+    # We need to test the _set_llm_metadata directly since FakeMessagesListChatModel
+    # doesn't support metadata in the same way as real models
+    run_id = uuid.uuid4()
+    with patch("time.time", return_value=1234567890):
+        callbacks._set_llm_metadata(
+            {},
+            run_id,
+            messages=[{"role": "user", "content": "Test"}],
+            metadata={
+                "posthog_properties": {"$ai_billable": True},
+                "ls_model_name": "test-model",
+            },
+            invocation_params={},
+        )
+
+    mock_response = MagicMock()
+    mock_response.generations = [[MagicMock()]]
+
+    with patch("time.time", return_value=1234567891):
+        run = callbacks._pop_run_metadata(run_id)
+
+    callbacks._capture_generation(
+        trace_id=run_id,
+        run_id=run_id,
+        run=run,
+        output=mock_response,
+        parent_run_id=None,
+    )
+
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_billable"] is True
+
+
+def test_billable_defaults_to_false_in_event(mock_client):
+    """Test that $ai_billable is not present when not specified."""
+    prompt = ChatPromptTemplate.from_messages([("user", "Test query")])
+    model = FakeMessagesListChatModel(
+        responses=[AIMessage(content="Test response")],
+    )
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = prompt | model
+    chain.invoke({}, config={"callbacks": callbacks})
+
+    generation_call = None
+    for call in mock_client.capture.call_args_list:
+        if call[1]["event"] == "$ai_generation":
+            generation_call = call
+            break
+
+    assert generation_call is not None
+    props = generation_call[1]["properties"]
+    assert "$ai_billable" not in props
+
+
+def test_billable_with_real_chain(mock_client):
+    """Test billable tracking through a complete chain execution with mocked metadata."""
+    callbacks = CallbackHandler(mock_client)
+    run_id = uuid.uuid4()
+
+    with patch("time.time", return_value=1000.0):
+        callbacks._set_llm_metadata(
+            {},
+            run_id,
+            messages=[{"role": "user", "content": "What's the weather?"}],
+            metadata={
+                "ls_model_name": "fake-model",
+                "ls_provider": "fake",
+                "posthog_properties": {"$ai_billable": True},
+            },
+            invocation_params={"temperature": 0.7},
+        )
+
+    assert callbacks._runs[run_id].posthog_properties == {"$ai_billable": True}
+
+    mock_response = MagicMock()
+    mock_response.generations = [[MagicMock()]]
+
+    with patch("time.time", return_value=1001.0):
+        run = callbacks._pop_run_metadata(run_id)
+
+    callbacks._capture_generation(
+        trace_id=run_id,
+        run_id=run_id,
+        run=run,
+        output=mock_response,
+        parent_run_id=None,
+    )
+
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_billable"] is True
+    assert props["$ai_model"] == "fake-model"
+    assert props["$ai_provider"] == "fake"
+
+
+# Exception Capture Integration Tests
+
+
+def test_exception_autocapture_on_span_error():
+    """Test that capture_exception is called when a span errors and autocapture is enabled."""
+    mock_client = MagicMock()
+    mock_client.privacy_mode = False
+    mock_client.enable_exception_autocapture = True
+    mock_client.capture_exception.return_value = "exception-uuid-123"
+
+    def failing_span(_):
+        raise ValueError("test error")
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = RunnableLambda(failing_span)
+
+    try:
+        chain.invoke({}, config={"callbacks": callbacks})
+    except ValueError:
+        pass
+
+    # Verify capture_exception was called
+    assert mock_client.capture_exception.call_count == 1
+    exception_call = mock_client.capture_exception.call_args
+    assert isinstance(exception_call[0][0], ValueError)
+    assert str(exception_call[0][0]) == "test error"
+
+
+def test_exception_autocapture_adds_exception_id_to_span_event():
+    """Test that $exception_event_id is added to the span event properties."""
+    mock_client = MagicMock()
+    mock_client.privacy_mode = False
+    mock_client.enable_exception_autocapture = True
+    mock_client.capture_exception.return_value = "exception-uuid-456"
+
+    def failing_span(_):
+        raise ValueError("test error")
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = RunnableLambda(failing_span)
+
+    try:
+        chain.invoke({}, config={"callbacks": callbacks})
+    except ValueError:
+        pass
+
+    # Find the span event (should have $ai_is_error=True)
+    span_calls = [
+        call
+        for call in mock_client.capture.call_args_list
+        if call[1].get("properties", {}).get("$ai_is_error") is True
+    ]
+    assert len(span_calls) >= 1
+
+    span_props = span_calls[0][1]["properties"]
+    assert span_props["$exception_event_id"] == "exception-uuid-456"
+    assert span_props["$ai_error"] == "ValueError: test error"
+
+
+def test_exception_autocapture_disabled_does_not_capture():
+    """Test that capture_exception is NOT called when autocapture is disabled."""
+    mock_client = MagicMock()
+    mock_client.privacy_mode = False
+    mock_client.enable_exception_autocapture = False
+
+    def failing_span(_):
+        raise ValueError("test error")
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = RunnableLambda(failing_span)
+
+    try:
+        chain.invoke({}, config={"callbacks": callbacks})
+    except ValueError:
+        pass
+
+    # Verify capture_exception was NOT called
+    assert mock_client.capture_exception.call_count == 0
+
+    # But the span event should still have error info
+    span_calls = [
+        call
+        for call in mock_client.capture.call_args_list
+        if call[1].get("properties", {}).get("$ai_is_error") is True
+    ]
+    assert len(span_calls) >= 1
+
+    span_props = span_calls[0][1]["properties"]
+    assert "$exception_event_id" not in span_props
+    assert span_props["$ai_error"] == "ValueError: test error"
+
+
+def test_exception_autocapture_on_llm_generation_error(mock_client):
+    """Test that capture_exception is called when an LLM generation fails."""
+    mock_client.privacy_mode = False
+    mock_client.enable_exception_autocapture = True
+    mock_client.capture_exception.return_value = "exception-uuid-789"
+
+    callbacks = CallbackHandler(mock_client)
+    run_id = uuid.uuid4()
+
+    # Simulate LLM start
+    callbacks.on_llm_start(
+        serialized={"kwargs": {"openai_api_base": "https://api.openai.com"}},
+        prompts=["Hello"],
+        run_id=run_id,
+    )
+
+    # Simulate LLM error
+    error = Exception("API rate limit exceeded")
+    callbacks.on_llm_error(error, run_id=run_id)
+
+    # Verify capture_exception was called
+    assert mock_client.capture_exception.call_count == 1
+    exception_call = mock_client.capture_exception.call_args
+    assert exception_call[0][0] is error
+
+    # Verify the generation event has $exception_event_id
+    generation_calls = [
+        call
+        for call in mock_client.capture.call_args_list
+        if call[1].get("event") == "$ai_generation"
+    ]
+    assert len(generation_calls) == 1
+
+    gen_props = generation_calls[0][1]["properties"]
+    assert gen_props["$exception_event_id"] == "exception-uuid-789"
+    assert gen_props["$ai_is_error"] is True
+
+
+def test_exception_autocapture_passes_ai_properties_to_exception():
+    """Test that AI properties are passed to the exception event."""
+    mock_client = MagicMock()
+    mock_client.privacy_mode = False
+    mock_client.enable_exception_autocapture = True
+    mock_client.capture_exception.return_value = "exception-uuid-abc"
+
+    callbacks = CallbackHandler(
+        mock_client,
+        distinct_id="user-123",
+        properties={"custom_prop": "custom_value"},
+    )
+    run_id = uuid.uuid4()
+
+    # Simulate LLM start
+    callbacks.on_llm_start(
+        serialized={"kwargs": {"openai_api_base": "https://api.openai.com"}},
+        prompts=["Hello"],
+        run_id=run_id,
+    )
+
+    # Simulate LLM error
+    error = Exception("API error")
+    callbacks.on_llm_error(error, run_id=run_id)
+
+    # Verify capture_exception received the properties
+    exception_call = mock_client.capture_exception.call_args
+    props = exception_call[1]["properties"]
+
+    # Should have AI-related properties
+    assert "$ai_trace_id" in props
+    assert "$ai_is_error" in props
+    assert props["$ai_is_error"] is True
+
+    # Should have distinct_id passed through
+    assert exception_call[1]["distinct_id"] == "user-123"
+
+
+def test_exception_autocapture_none_return_no_exception_id():
+    """Test that when capture_exception returns None, no $exception_event_id is added."""
+    mock_client = MagicMock()
+    mock_client.privacy_mode = False
+    mock_client.enable_exception_autocapture = True
+    mock_client.capture_exception.return_value = (
+        None  # e.g., exception already captured
+    )
+
+    def failing_span(_):
+        raise ValueError("test error")
+
+    callbacks = [CallbackHandler(mock_client)]
+    chain = RunnableLambda(failing_span)
+
+    try:
+        chain.invoke({}, config={"callbacks": callbacks})
+    except ValueError:
+        pass
+
+    # capture_exception was called but returned None
+    assert mock_client.capture_exception.call_count == 1
+
+    # Span event should NOT have $exception_event_id
+    span_calls = [
+        call
+        for call in mock_client.capture.call_args_list
+        if call[1].get("properties", {}).get("$ai_is_error") is True
+    ]
+    assert len(span_calls) >= 1
+
+    span_props = span_calls[0][1]["properties"]
+    assert "$exception_event_id" not in span_props
diff --git a/posthog/test/ai/openai/test_openai.py b/posthog/test/ai/openai/test_openai.py
new file mode 100644
index 00000000..e75b429b
--- /dev/null
+++ b/posthog/test/ai/openai/test_openai.py
@@ -0,0 +1,2452 @@
+import json
+import logging
+import os
+import time
+from unittest.mock import AsyncMock, patch
+
+import pytest
+
+try:
+    from openai.types.chat import ChatCompletion, ChatCompletionMessage
+    from openai.types.chat.chat_completion import Choice
+    from openai.types.chat.chat_completion_chunk import ChatCompletionChunk
+    from openai.types.chat.chat_completion_chunk import Choice as ChoiceChunk
+    from openai.types.chat.chat_completion_chunk import (
+        ChoiceDelta,
+        ChoiceDeltaToolCall,
+        ChoiceDeltaToolCallFunction,
+    )
+    from openai.types.chat.chat_completion_message_tool_call import (
+        ChatCompletionMessageToolCall,
+        Function,
+    )
+    from openai.types.completion_usage import CompletionUsage
+    from openai.types.create_embedding_response import CreateEmbeddingResponse, Usage
+    from openai.types.embedding import Embedding
+    from openai.types.responses import (
+        Response,
+        ResponseOutputMessage,
+        ResponseOutputText,
+        ResponseUsage,
+        ResponseFunctionToolCall,
+        ParsedResponse,
+    )
+    from openai.types.responses.parsed_response import (
+        ParsedResponseOutputMessage,
+        ParsedResponseOutputText,
+    )
+
+    from posthog.ai.openai import OpenAI
+    from posthog.ai.openai.openai_async import AsyncOpenAI
+    from posthog.ai.openai.wrapper_utils import reset_fallback_warnings
+    from posthog.test.ai.utils import RecordingAsyncStream
+
+    OPENAI_AVAILABLE = True
+except ImportError:
+    OPENAI_AVAILABLE = False
+
+# Skip all tests if OpenAI is not available
+pytestmark = pytest.mark.skipif(
+    not OPENAI_AVAILABLE, reason="OpenAI package is not available"
+)
+
+
+@pytest.fixture
+def mock_client():
+    with patch("posthog.client.Client") as mock_client:
+        mock_client.privacy_mode = False
+        yield mock_client
+
+
+@pytest.fixture
+def mock_openai_response():
+    return ChatCompletion(
+        id="test",
+        model="gpt-4",
+        object="chat.completion",
+        created=int(time.time()),
+        choices=[
+            Choice(
+                finish_reason="stop",
+                index=0,
+                message=ChatCompletionMessage(
+                    content="Test response",
+                    role="assistant",
+                ),
+            )
+        ],
+        usage=CompletionUsage(
+            completion_tokens=10,
+            prompt_tokens=20,
+            total_tokens=30,
+        ),
+    )
+
+
+@pytest.fixture
+def mock_openai_response_with_responses_api():
+    return Response(
+        id="test",
+        model="gpt-4o-mini",
+        object="response",
+        created_at=1741476542,
+        status="completed",
+        error=None,
+        incomplete_details=None,
+        instructions=None,
+        max_output_tokens=None,
+        tools=[],
+        tool_choice="auto",
+        output=[
+            ResponseOutputMessage(
+                id="msg_123",
+                type="message",
+                role="assistant",
+                status="completed",
+                content=[
+                    ResponseOutputText(
+                        type="output_text",
+                        text="Test response",
+                        annotations=[],
+                    )
+                ],
+            )
+        ],
+        parallel_tool_calls=True,
+        previous_response_id=None,
+        usage=ResponseUsage(
+            input_tokens=10,
+            output_tokens=10,
+            input_tokens_details={"prompt_tokens": 10, "cached_tokens": 0},
+            output_tokens_details={"reasoning_tokens": 15},
+            total_tokens=20,
+        ),
+        user=None,
+        metadata={},
+    )
+
+
+@pytest.fixture
+def mock_parsed_response():
+    return ParsedResponse(
+        id="test",
+        model="gpt-4o-2024-08-06",
+        object="response",
+        created_at=1741476542,
+        status="completed",
+        error=None,
+        incomplete_details=None,
+        instructions=None,
+        max_output_tokens=None,
+        tools=[],
+        tool_choice="auto",
+        output=[
+            ParsedResponseOutputMessage(
+                id="msg_123",
+                type="message",
+                role="assistant",
+                status="completed",
+                content=[
+                    ParsedResponseOutputText(
+                        type="output_text",
+                        text='{"name": "Science Fair", "date": "Friday", "participants": ["Alice", "Bob"]}',
+                        annotations=[],
+                        parsed={
+                            "name": "Science Fair",
+                            "date": "Friday",
+                            "participants": ["Alice", "Bob"],
+                        },
+                    )
+                ],
+            )
+        ],
+        output_parsed={
+            "name": "Science Fair",
+            "date": "Friday",
+            "participants": ["Alice", "Bob"],
+        },
+        parallel_tool_calls=True,
+        previous_response_id=None,
+        usage=ResponseUsage(
+            input_tokens=15,
+            output_tokens=20,
+            input_tokens_details={"prompt_tokens": 15, "cached_tokens": 0},
+            output_tokens_details={"reasoning_tokens": 5},
+            total_tokens=35,
+        ),
+        user=None,
+        metadata={},
+    )
+
+
+@pytest.fixture
+def mock_embedding_response():
+    return CreateEmbeddingResponse(
+        data=[
+            Embedding(
+                embedding=[0.1, 0.2, 0.3],
+                index=0,
+                object="embedding",
+            )
+        ],
+        model="text-embedding-3-small",
+        object="list",
+        usage=Usage(
+            prompt_tokens=10,
+            total_tokens=10,
+        ),
+    )
+
+
+@pytest.fixture
+def mock_openai_response_with_cached_tokens():
+    return ChatCompletion(
+        id="test",
+        model="gpt-4",
+        object="chat.completion",
+        created=int(time.time()),
+        choices=[
+            Choice(
+                finish_reason="stop",
+                index=0,
+                message=ChatCompletionMessage(
+                    content="Test response",
+                    role="assistant",
+                ),
+            )
+        ],
+        usage=CompletionUsage(
+            completion_tokens=10,
+            prompt_tokens=20,
+            total_tokens=30,
+            prompt_tokens_details={"cached_tokens": 15},
+        ),
+    )
+
+
+@pytest.fixture
+def mock_openai_response_with_null_token_details():
+    return ChatCompletion(
+        id="test",
+        model="gpt-4",
+        object="chat.completion",
+        created=int(time.time()),
+        choices=[
+            Choice(
+                finish_reason="stop",
+                index=0,
+                message=ChatCompletionMessage(
+                    content="Test response",
+                    role="assistant",
+                ),
+            )
+        ],
+        usage=CompletionUsage(
+            completion_tokens=10,
+            prompt_tokens=20,
+            total_tokens=30,
+            prompt_tokens_details={"cached_tokens": None},
+            completion_tokens_details={"reasoning_tokens": None},
+        ),
+    )
+
+
+@pytest.fixture
+def streaming_tool_call_chunks():
+    return [
+        ChatCompletionChunk(
+            id="chunk1",
+            model="gpt-4",
+            object="chat.completion.chunk",
+            created=1234567890,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(
+                        role="assistant",
+                        tool_calls=[
+                            ChoiceDeltaToolCall(
+                                index=0,
+                                id="call_abc123",
+                                type="function",
+                                function=ChoiceDeltaToolCallFunction(
+                                    name="get_weather",
+                                    arguments='{"location": "',
+                                ),
+                            )
+                        ],
+                    ),
+                    finish_reason=None,
+                )
+            ],
+        ),
+        ChatCompletionChunk(
+            id="chunk2",
+            model="gpt-4",
+            object="chat.completion.chunk",
+            created=1234567891,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(
+                        tool_calls=[
+                            ChoiceDeltaToolCall(
+                                index=0,
+                                id="call_abc123",
+                                type="function",
+                                function=ChoiceDeltaToolCallFunction(
+                                    arguments='San Francisco"',
+                                ),
+                            )
+                        ],
+                    ),
+                    finish_reason=None,
+                )
+            ],
+        ),
+        ChatCompletionChunk(
+            id="chunk3",
+            model="gpt-4",
+            object="chat.completion.chunk",
+            created=1234567892,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(
+                        tool_calls=[
+                            ChoiceDeltaToolCall(
+                                index=0,
+                                id="call_abc123",
+                                type="function",
+                                function=ChoiceDeltaToolCallFunction(
+                                    arguments=', "unit": "celsius"}',
+                                ),
+                            )
+                        ],
+                    ),
+                    finish_reason=None,
+                )
+            ],
+        ),
+        ChatCompletionChunk(
+            id="chunk4",
+            model="gpt-4",
+            object="chat.completion.chunk",
+            created=1234567893,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(
+                        content="The weather in San Francisco is 15°C.",
+                    ),
+                    finish_reason=None,
+                )
+            ],
+            usage=CompletionUsage(
+                prompt_tokens=20,
+                completion_tokens=15,
+                total_tokens=35,
+            ),
+        ),
+    ]
+
+
+@pytest.fixture
+def mock_openai_response_with_tool_calls():
+    return ChatCompletion(
+        id="test",
+        model="gpt-4",
+        object="chat.completion",
+        created=int(time.time()),
+        choices=[
+            Choice(
+                finish_reason="stop",
+                index=0,
+                message=ChatCompletionMessage(
+                    content="I'll check the weather for you.",
+                    role="assistant",
+                ),
+            ),
+            Choice(
+                finish_reason="stop",
+                index=1,
+                message=ChatCompletionMessage(
+                    content=" Let me look that up.",
+                    role="assistant",
+                ),
+            ),
+            Choice(
+                finish_reason="tool_calls",
+                index=2,
+                message=ChatCompletionMessage(
+                    content=None,
+                    role="assistant",
+                    tool_calls=[
+                        ChatCompletionMessageToolCall(
+                            id="call_abc123",
+                            type="function",
+                            function=Function(
+                                name="get_weather",
+                                arguments='{"location": "San Francisco", "unit": "celsius"}',
+                            ),
+                        )
+                    ],
+                ),
+            ),
+        ],
+        usage=CompletionUsage(
+            completion_tokens=15,
+            prompt_tokens=20,
+            total_tokens=35,
+        ),
+    )
+
+
+@pytest.fixture
+def mock_openai_response_tool_calls_only():
+    return ChatCompletion(
+        id="test",
+        model="gpt-4",
+        object="chat.completion",
+        created=int(time.time()),
+        choices=[
+            Choice(
+                finish_reason="tool_calls",
+                index=0,
+                message=ChatCompletionMessage(
+                    content=None,
+                    role="assistant",
+                    tool_calls=[
+                        ChatCompletionMessageToolCall(
+                            id="call_def456",
+                            type="function",
+                            function=Function(
+                                name="get_weather",
+                                arguments='{"location": "New York"}',
+                            ),
+                        )
+                    ],
+                ),
+            )
+        ],
+        usage=CompletionUsage(
+            completion_tokens=10,
+            prompt_tokens=25,
+            total_tokens=35,
+        ),
+    )
+
+
+@pytest.fixture
+def mock_responses_api_with_tool_calls():
+    return Response(
+        id="resp_123",
+        object="response",
+        created_at=int(time.time()),
+        model="gpt-4o-mini",
+        status="completed",
+        error=None,
+        incomplete_details=None,
+        instructions=None,
+        max_output_tokens=None,
+        tools=[],
+        tool_choice="auto",
+        parallel_tool_calls=True,
+        output=[
+            ResponseOutputMessage(
+                id="msg_456",
+                type="message",
+                role="assistant",
+                status="completed",
+                content=[
+                    ResponseOutputText(
+                        type="output_text",
+                        text="I'll help you with the weather.",
+                        annotations=[],
+                    ),
+                    ResponseOutputText(
+                        type="output_text",
+                        text=" Let me check that for you.",
+                        annotations=[],
+                    ),
+                ],
+            ),
+            ResponseFunctionToolCall(
+                id="fc_789",
+                type="function_call",
+                name="get_weather",
+                call_id="call_xyz789",
+                arguments='{"location": "Chicago"}',
+                status="completed",
+            ),
+        ],
+        usage=ResponseUsage(
+            input_tokens=30,
+            output_tokens=20,
+            input_tokens_details={"prompt_tokens": 30, "cached_tokens": 0},
+            output_tokens_details={"reasoning_tokens": 0},
+            total_tokens=50,
+        ),
+        previous_response_id=None,
+        user=None,
+        metadata={},
+    )
+
+
+def test_basic_completion(mock_client, mock_openai_response):
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_openai_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_openai_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4"
+        assert props["$ai_input"] == [{"role": "user", "content": "Hello"}]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": "Test response"}],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 10
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert props["$ai_stop_reason"] == "stop"
+        assert isinstance(props["$ai_latency"], float)
+        # Verify raw usage metadata is passed for backend processing
+        assert "$ai_usage" in props
+        assert props["$ai_usage"] is not None
+        # Verify it's JSON-serializable
+        json.dumps(props["$ai_usage"])
+        # Verify it has expected structure
+        assert isinstance(props["$ai_usage"], dict)
+        assert "prompt_tokens" in props["$ai_usage"]
+        assert "completion_tokens" in props["$ai_usage"]
+
+
+def test_embeddings(mock_client, mock_embedding_response):
+    with patch(
+        "openai.resources.embeddings.Embeddings.create",
+        return_value=mock_embedding_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.embeddings.create(
+            model="text-embedding-3-small",
+            input="Hello world",
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_embedding_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_embedding"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "text-embedding-3-small"
+        assert props["$ai_input"] == "Hello world"
+        assert props["$ai_input_tokens"] == 10
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert isinstance(props["$ai_latency"], float)
+
+
+def test_groups(mock_client, mock_openai_response):
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_openai_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_groups={"company": "test_company"},
+        )
+
+        assert response == mock_openai_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+
+        assert call_args["groups"] == {"company": "test_company"}
+
+
+def test_privacy_mode_local(mock_client, mock_openai_response):
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_openai_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_privacy_mode=True,
+        )
+
+        assert response == mock_openai_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+        assert props["$ai_input"] is None
+        assert props["$ai_output_choices"] is None
+
+
+def test_privacy_mode_global(mock_client, mock_openai_response):
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_openai_response,
+    ):
+        mock_client.privacy_mode = True
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_privacy_mode=False,
+        )
+
+        assert response == mock_openai_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+        assert props["$ai_input"] is None
+        assert props["$ai_output_choices"] is None
+
+
+def test_error(mock_client, mock_openai_response):
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        side_effect=Exception("Test error"),
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        with pytest.raises(Exception):
+            client.chat.completions.create(
+                model="gpt-4", messages=[{"role": "user", "content": "Hello"}]
+            )
+
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+        assert props["$ai_is_error"] is True
+        assert props["$ai_error"] == "Test error"
+
+
+def test_cached_tokens(mock_client, mock_openai_response_with_cached_tokens):
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_openai_response_with_cached_tokens,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_openai_response_with_cached_tokens
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4"
+        assert props["$ai_input"] == [{"role": "user", "content": "Hello"}]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": "Test response"}],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 10
+        assert props["$ai_cache_read_input_tokens"] == 15
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert isinstance(props["$ai_latency"], float)
+
+
+def test_null_token_details_do_not_crash(
+    mock_client, mock_openai_response_with_null_token_details
+):
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_openai_response_with_null_token_details,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_openai_response_with_null_token_details
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 10
+        assert "$ai_cache_read_input_tokens" not in props
+        assert "$ai_reasoning_tokens" not in props
+
+
+def test_tool_calls(mock_client, mock_openai_response_with_tool_calls):
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_openai_response_with_tool_calls,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.create(
+            model="gpt-4",
+            messages=[
+                {"role": "user", "content": "What's the weather in San Francisco?"}
+            ],
+            tools=[
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "get_weather",
+                        "description": "Get weather",
+                        "parameters": {},
+                    },
+                }
+            ],
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_openai_response_with_tool_calls
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4"
+        assert props["$ai_input"] == [
+            {"role": "user", "content": "What's the weather in San Francisco?"}
+        ]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [
+                    {"type": "text", "text": "I'll check the weather for you."},
+                    {"type": "text", "text": " Let me look that up."},
+                    {
+                        "type": "function",
+                        "id": "call_abc123",
+                        "function": {
+                            "name": "get_weather",
+                            "arguments": '{"location": "San Francisco", "unit": "celsius"}',
+                        },
+                    },
+                ],
+            }
+        ]
+
+        # Check that defined tools are properly captured in $ai_tools
+        assert "$ai_tools" in props
+        defined_tools = props["$ai_tools"]
+        assert len(defined_tools) == 1
+
+        # Verify the defined tool details
+        defined_tool = defined_tools[0]
+        assert defined_tool["type"] == "function"
+        assert defined_tool["function"]["name"] == "get_weather"
+        assert defined_tool["function"]["description"] == "Get weather"
+        assert defined_tool["function"]["parameters"] == {}
+
+        # Check token usage
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 15
+        assert props["$ai_http_status"] == 200
+
+
+def test_tool_calls_only_no_content(mock_client, mock_openai_response_tool_calls_only):
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_openai_response_tool_calls_only,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Get weather for New York"}],
+            tools=[
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "get_weather",
+                        "description": "Get weather",
+                        "parameters": {},
+                    },
+                }
+            ],
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_openai_response_tool_calls_only
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4"
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "function",
+                        "id": "call_def456",
+                        "function": {
+                            "name": "get_weather",
+                            "arguments": '{"location": "New York"}',
+                        },
+                    }
+                ],
+            }
+        ]
+
+        # Check token usage
+        assert props["$ai_input_tokens"] == 25
+        assert props["$ai_output_tokens"] == 10
+        assert props["$ai_http_status"] == 200
+
+
+def test_responses_api_tool_calls(mock_client, mock_responses_api_with_tool_calls):
+    with patch(
+        "openai.resources.responses.Responses.create",
+        return_value=mock_responses_api_with_tool_calls,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.responses.create(
+            model="gpt-4o-mini",
+            input=[{"role": "user", "content": "What's the weather in Chicago?"}],
+            tools=[
+                {
+                    "name": "get_weather",
+                    "type": "function",
+                    "function": {
+                        "name": "get_weather",
+                        "description": "Get weather",
+                        "parameters": {},
+                    },
+                }
+            ],
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_responses_api_with_tool_calls
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4o-mini"
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [
+                    {"type": "text", "text": "I'll help you with the weather."},
+                    {"type": "text", "text": " Let me check that for you."},
+                    {
+                        "type": "function",
+                        "id": "call_xyz789",
+                        "function": {
+                            "name": "get_weather",
+                            "arguments": '{"location": "Chicago"}',
+                        },
+                    },
+                ],
+            }
+        ]
+
+        # Check token usage
+        assert props["$ai_input_tokens"] == 30
+        assert props["$ai_output_tokens"] == 20
+        assert props["$ai_http_status"] == 200
+
+
+def test_streaming_with_tool_calls(mock_client, streaming_tool_call_chunks):
+    # Mock the create method to return our chunks
+    with patch("openai.resources.chat.completions.Completions.create") as mock_create:
+        # Set up the mock to return our chunks when iterated
+        mock_create.return_value = streaming_tool_call_chunks
+
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        # Call the streaming method
+        response_generator = client.chat.completions.create(
+            model="gpt-4",
+            messages=[
+                {"role": "user", "content": "What's the weather in San Francisco?"}
+            ],
+            tools=[
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "get_weather",
+                        "description": "Get weather",
+                        "parameters": {},
+                    },
+                }
+            ],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        # Consume the generator to trigger the event capture
+        chunks = list(response_generator)
+
+        # Verify the chunks were returned correctly
+        assert len(chunks) == 4
+        assert chunks == streaming_tool_call_chunks
+
+        # Verify the capture was called with the right arguments
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4"
+
+        # Check that defined tools are properly captured in $ai_tools
+        assert "$ai_tools" in props
+        defined_tools = props["$ai_tools"]
+        assert len(defined_tools) == 1
+
+        # Verify the defined tool details
+        defined_tool = defined_tools[0]
+        assert defined_tool["type"] == "function"
+        assert defined_tool["function"]["name"] == "get_weather"
+        assert defined_tool["function"]["description"] == "Get weather"
+        assert defined_tool["function"]["parameters"] == {}
+
+        # Check that both text content and tool calls were accumulated
+        output_content = props["$ai_output_choices"][0]["content"]
+
+        # Find text content and tool call in the output
+        text_content = None
+        tool_call_content = None
+        for item in output_content:
+            if item["type"] == "text":
+                text_content = item
+            elif item["type"] == "function":
+                tool_call_content = item
+
+        # Verify text content
+        assert text_content is not None
+        assert text_content["text"] == "The weather in San Francisco is 15°C."
+
+        # Verify tool call was captured
+        assert tool_call_content is not None
+        assert tool_call_content["id"] == "call_abc123"
+        assert tool_call_content["function"]["name"] == "get_weather"
+        assert (
+            tool_call_content["function"]["arguments"]
+            == '{"location": "San Francisco", "unit": "celsius"}'
+        )
+
+        # Check token usage
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 15
+
+        # Verify raw usage is captured in streaming mode
+        assert "$ai_usage" in props
+        assert props["$ai_usage"] is not None
+        # Verify it's JSON-serializable
+        json.dumps(props["$ai_usage"])
+        # Verify it has expected structure (merged from chunks)
+        assert isinstance(props["$ai_usage"], dict)
+        assert "prompt_tokens" in props["$ai_usage"]
+        assert "completion_tokens" in props["$ai_usage"]
+
+
+# test responses api
+def test_responses_api(mock_client, mock_openai_response_with_responses_api):
+    with patch(
+        "openai.resources.responses.Responses.create",
+        return_value=mock_openai_response_with_responses_api,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.responses.create(
+            model="gpt-4o-mini",
+            input="Hello",
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+        assert response == mock_openai_response_with_responses_api
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4o-mini"
+        assert props["$ai_input"] == [{"role": "user", "content": "Hello"}]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": "Test response"}],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 10
+        assert props["$ai_output_tokens"] == 10
+        assert props["$ai_reasoning_tokens"] == 15
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert props["$ai_stop_reason"] == "completed"
+        assert isinstance(props["$ai_latency"], float)
+
+
+def test_responses_parse(mock_client, mock_parsed_response):
+    with patch(
+        "openai.resources.responses.Responses.parse",
+        return_value=mock_parsed_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.responses.parse(
+            model="gpt-4o-2024-08-06",
+            input=[
+                {"role": "system", "content": "Extract the event information."},
+                {
+                    "role": "user",
+                    "content": "Alice and Bob are going to a science fair on Friday.",
+                },
+            ],
+            text={
+                "format": {
+                    "type": "json_schema",
+                    "json_schema": {
+                        "name": "event",
+                        "schema": {
+                            "type": "object",
+                            "properties": {
+                                "name": {"type": "string"},
+                                "date": {"type": "string"},
+                                "participants": {
+                                    "type": "array",
+                                    "items": {"type": "string"},
+                                },
+                            },
+                            "required": ["name", "date", "participants"],
+                        },
+                    },
+                }
+            },
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_parsed_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4o-2024-08-06"
+        assert props["$ai_input"] == [
+            {"role": "system", "content": "Extract the event information."},
+            {
+                "role": "user",
+                "content": "Alice and Bob are going to a science fair on Friday.",
+            },
+        ]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "text",
+                        "text": '{"name": "Science Fair", "date": "Friday", "participants": ["Alice", "Bob"]}',
+                    }
+                ],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 15
+        assert props["$ai_output_tokens"] == 20
+        assert props["$ai_reasoning_tokens"] == 5
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert isinstance(props["$ai_latency"], float)
+
+
+def test_chat_completions_parse(mock_client, mock_openai_response):
+    with patch(
+        "openai.resources.chat.completions.Completions.parse",
+        return_value=mock_openai_response,
+    ) as mock_parse:
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.parse(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hello"}],
+            response_format={"type": "json_object"},
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_openai_response
+        assert mock_parse.call_count == 1
+        assert "posthog_distinct_id" not in mock_parse.call_args.kwargs
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4"
+        assert props["$ai_input"] == [{"role": "user", "content": "Hello"}]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": "Test response"}],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 10
+        assert props["foo"] == "bar"
+        assert isinstance(props["$ai_latency"], float)
+
+
+@pytest.mark.asyncio
+async def test_async_chat_completions_parse(mock_client, mock_openai_response):
+    mock_parse = AsyncMock(return_value=mock_openai_response)
+
+    with patch(
+        "openai.resources.chat.completions.AsyncCompletions.parse", new=mock_parse
+    ):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+        response = await client.chat.completions.parse(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hello"}],
+            response_format={"type": "json_object"},
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_openai_response
+        mock_parse.assert_awaited_once()
+        assert "posthog_distinct_id" not in mock_parse.call_args.kwargs
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4"
+        assert props["$ai_input"] == [{"role": "user", "content": "Hello"}]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": "Test response"}],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 10
+        assert props["foo"] == "bar"
+        assert isinstance(props["$ai_latency"], float)
+
+
+@pytest.mark.parametrize(
+    "client_factory, wrapper_accessor, wrapper_name",
+    [
+        (OpenAI, lambda client: client.responses, "WrappedResponses"),
+        (OpenAI, lambda client: client.chat, "WrappedChat"),
+        (OpenAI, lambda client: client.chat.completions, "WrappedCompletions"),
+        (OpenAI, lambda client: client.embeddings, "WrappedEmbeddings"),
+        (OpenAI, lambda client: client.beta, "WrappedBeta"),
+        (OpenAI, lambda client: client.beta.chat, "WrappedBetaChat"),
+        (
+            OpenAI,
+            lambda client: client.beta.chat.completions,
+            "WrappedBetaCompletions",
+        ),
+        (AsyncOpenAI, lambda client: client.responses, "WrappedResponses"),
+        (AsyncOpenAI, lambda client: client.chat, "WrappedChat"),
+        (AsyncOpenAI, lambda client: client.chat.completions, "WrappedCompletions"),
+        (AsyncOpenAI, lambda client: client.embeddings, "WrappedEmbeddings"),
+        (AsyncOpenAI, lambda client: client.beta, "WrappedBeta"),
+        (AsyncOpenAI, lambda client: client.beta.chat, "WrappedBetaChat"),
+        (
+            AsyncOpenAI,
+            lambda client: client.beta.chat.completions,
+            "WrappedBetaCompletions",
+        ),
+    ],
+)
+def test_fallback_logs_warning(
+    mock_client, caplog, client_factory, wrapper_accessor, wrapper_name
+):
+    reset_fallback_warnings()
+    caplog.clear()
+    client = client_factory(api_key="test-key", posthog_client=mock_client)
+    wrapper = wrapper_accessor(client)
+
+    with caplog.at_level(logging.WARNING, logger="posthog"):
+        with pytest.raises(AttributeError):
+            wrapper.posthog_unwrapped_test_attribute
+
+    assert "Falling back to unwrapped OpenAI API" in caplog.text
+    assert f"{wrapper_name}.posthog_unwrapped_test_attribute" in caplog.text
+
+
+def test_responses_api_streaming_with_tokens(mock_client):
+    """Test that Responses API streaming properly captures token usage from response.usage."""
+    from openai.types.responses import ResponseUsage
+    from unittest.mock import MagicMock
+
+    # Create mock response chunks with usage data in the correct location
+    chunks = []
+
+    # First chunk - just content, no usage
+    chunk1 = MagicMock()
+    chunk1.type = "response.text.delta"
+    chunk1.text = "Test "
+    chunks.append(chunk1)
+
+    # Second chunk - more content
+    chunk2 = MagicMock()
+    chunk2.type = "response.text.delta"
+    chunk2.text = "response"
+    chunks.append(chunk2)
+
+    # Final chunk - completed event with usage in response.usage
+    chunk3 = MagicMock()
+    chunk3.type = "response.completed"
+    chunk3.response = MagicMock()
+    chunk3.response.usage = ResponseUsage(
+        input_tokens=25,
+        output_tokens=30,
+        total_tokens=55,
+        input_tokens_details={"prompt_tokens": 25, "cached_tokens": 0},
+        output_tokens_details={"reasoning_tokens": 0},
+    )
+    chunk3.response.output = ["Test response"]
+    chunks.append(chunk3)
+
+    captured_kwargs = {}
+
+    def mock_streaming_response(**kwargs):
+        # Capture the kwargs to verify stream_options was NOT added
+        captured_kwargs.update(kwargs)
+        return iter(chunks)
+
+    with patch(
+        "openai.resources.responses.Responses.create",
+        side_effect=mock_streaming_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        # Consume the streaming response
+        response = client.responses.create(
+            model="gpt-4o-mini",
+            input=[{"role": "user", "content": "Test message"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+            posthog_properties={"test": "streaming"},
+        )
+
+        # Consume all chunks
+        list(response)
+
+        # Verify stream_options was NOT added (Responses API doesn't support it)
+        assert "stream_options" not in captured_kwargs
+
+        # Verify capture was called
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Verify tokens are captured correctly from response.usage (not 0)
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4o-mini"
+        assert props["$ai_input_tokens"] == 25  # Should not be 0
+        assert props["$ai_output_tokens"] == 30  # Should not be 0
+        assert props["test"] == "streaming"
+        assert isinstance(props["$ai_latency"], float)
+
+
+@pytest.mark.asyncio
+async def test_async_chat_streaming_with_tool_calls(
+    mock_client, streaming_tool_call_chunks
+):
+    captured_kwargs = {}
+
+    async def mock_create(self, **kwargs):
+        captured_kwargs["kwargs"] = kwargs
+
+        async def chunk_iterable():
+            for chunk in streaming_tool_call_chunks:
+                yield chunk
+
+        return chunk_iterable()
+
+    with patch(
+        "openai.resources.chat.completions.AsyncCompletions.create", new=mock_create
+    ):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response_stream = await client.chat.completions.create(
+            model="gpt-4",
+            messages=[
+                {"role": "user", "content": "What's the weather in San Francisco?"}
+            ],
+            tools=[
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "get_weather",
+                        "description": "Get weather",
+                        "parameters": {},
+                    },
+                }
+            ],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        chunks = []
+        async for chunk in response_stream:
+            chunks.append(chunk)
+
+    kwargs = captured_kwargs["kwargs"]
+    assert kwargs["stream_options"]["include_usage"] is True
+
+    assert len(chunks) == len(streaming_tool_call_chunks)
+    assert chunks == streaming_tool_call_chunks
+
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "openai"
+    assert props["$ai_model"] == "gpt-4"
+    assert props["$ai_output_tokens"] == 15
+    assert props["$ai_input_tokens"] == 20
+    assert isinstance(props["$ai_latency"], float)
+
+
+@pytest.mark.asyncio
+async def test_async_responses_streaming_with_tokens(mock_client):
+    from openai.types.responses import ResponseUsage
+    from unittest.mock import MagicMock
+
+    chunks = []
+
+    chunk1 = MagicMock()
+    chunk1.type = "response.text.delta"
+    chunk1.text = "Test "
+    chunks.append(chunk1)
+
+    chunk2 = MagicMock()
+    chunk2.type = "response.text.delta"
+    chunk2.text = "response"
+    chunks.append(chunk2)
+
+    chunk3 = MagicMock()
+    chunk3.type = "response.completed"
+    chunk3.response = MagicMock()
+    chunk3.response.usage = ResponseUsage(
+        input_tokens=25,
+        output_tokens=30,
+        total_tokens=55,
+        input_tokens_details={"prompt_tokens": 25, "cached_tokens": 0},
+        output_tokens_details={"reasoning_tokens": 0},
+    )
+    chunk3.response.output = ["Test response"]
+    chunks.append(chunk3)
+
+    captured_kwargs = {}
+
+    async def mock_create(self, **kwargs):
+        captured_kwargs["kwargs"] = kwargs
+
+        async def chunk_iterable():
+            for chunk in chunks:
+                yield chunk
+
+        return chunk_iterable()
+
+    with patch("openai.resources.responses.AsyncResponses.create", new=mock_create):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response_stream = await client.responses.create(
+            model="gpt-4o-mini",
+            input=[{"role": "user", "content": "Test message"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+            posthog_properties={"test": "streaming"},
+        )
+
+        async for _ in response_stream:
+            pass
+
+    kwargs = captured_kwargs["kwargs"]
+    assert "stream_options" not in kwargs
+
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "openai"
+    assert props["$ai_model"] == "gpt-4o-mini"
+    assert props["$ai_input_tokens"] == 25
+    assert props["$ai_output_tokens"] == 30
+    assert props["test"] == "streaming"
+    assert isinstance(props["$ai_latency"], float)
+
+
+@pytest.mark.asyncio
+async def test_async_embeddings_create(mock_client, mock_embedding_response):
+    mock_create = AsyncMock(return_value=mock_embedding_response)
+
+    with patch("openai.resources.embeddings.AsyncEmbeddings.create", new=mock_create):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response = await client.embeddings.create(
+            model="text-embedding-3-small",
+            input="Hello world",
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+    assert response == mock_embedding_response
+    assert mock_create.await_count == 1
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert call_args["distinct_id"] == "test-id"
+    assert call_args["event"] == "$ai_embedding"
+    assert props["$ai_provider"] == "openai"
+    assert props["$ai_model"] == "text-embedding-3-small"
+    assert props["foo"] == "bar"
+    assert isinstance(props["$ai_latency"], float)
+
+
+def test_tool_definition(mock_client, mock_openai_response):
+    """Test that tools defined in the create function are captured in $ai_tools property"""
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_openai_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        # Define tools to be passed to the create function
+        tools = [
+            {
+                "type": "function",
+                "function": {
+                    "name": "get_weather",
+                    "description": "Get the current weather for a specific location",
+                    "parameters": {
+                        "type": "object",
+                        "properties": {
+                            "location": {
+                                "type": "string",
+                                "description": "The city or location name to get weather for",
+                            }
+                        },
+                        "required": ["location"],
+                    },
+                },
+            }
+        ]
+
+        response = client.chat.completions.create(
+            model="gpt-4o-mini",
+            messages=[{"role": "user", "content": "hey"}],
+            tools=tools,
+            posthog_distinct_id="test-id",
+            posthog_properties={"foo": "bar"},
+        )
+
+        assert response == mock_openai_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        assert call_args["distinct_id"] == "test-id"
+        assert call_args["event"] == "$ai_generation"
+        assert props["$ai_provider"] == "openai"
+        assert props["$ai_model"] == "gpt-4o-mini"
+        assert props["$ai_input"] == [{"role": "user", "content": "hey"}]
+        assert props["$ai_output_choices"] == [
+            {
+                "role": "assistant",
+                "content": [{"type": "text", "text": "Test response"}],
+            }
+        ]
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 10
+        assert props["$ai_http_status"] == 200
+        assert props["foo"] == "bar"
+        assert isinstance(props["$ai_latency"], float)
+        # Verify that tools are captured in the $ai_tools property
+        assert props["$ai_tools"] == tools
+
+
+def test_web_search_perplexity_style(mock_client):
+    """Test web search detection via annotations (Perplexity-style)."""
+
+    class MockAnnotation:
+        def __init__(self):
+            self.type = "url_citation"
+
+    class MockMessage:
+        def __init__(self):
+            self.role = "assistant"
+            self.content = "Based on recent search results..."
+            self.annotations = [MockAnnotation(), MockAnnotation()]
+
+    class MockChoice:
+        def __init__(self):
+            self.message = MockMessage()
+
+    class MockUsage:
+        def __init__(self):
+            self.prompt_tokens = 50
+            self.completion_tokens = 30
+
+    class MockResponseWithAnnotations:
+        def __init__(self):
+            self.choices = [MockChoice()]
+            self.usage = MockUsage()
+            self.model = "gpt-4-turbo"
+
+    mock_response = MockResponseWithAnnotations()
+
+    with patch("openai.resources.chat.Completions.create", return_value=mock_response):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response = client.chat.completions.create(
+            model="gpt-4-turbo",
+            messages=[{"role": "user", "content": "What's happening in tech?"}],
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Verify web search count is detected (binary detection)
+        assert props["$ai_web_search_count"] == 1
+
+
+def test_web_search_responses_api(mock_client):
+    """Test exact web search count from Responses API."""
+
+    class MockWebSearchItem:
+        def __init__(self):
+            self.type = "web_search_call"
+
+    class MockMessageItem:
+        def __init__(self):
+            self.type = "message"
+            self.role = "assistant"
+            self.content = "Here are the results..."
+
+    class MockUsage:
+        def __init__(self):
+            self.input_tokens = 100
+            self.output_tokens = 75
+
+    class MockResponsesAPIResponse:
+        def __init__(self):
+            self.output = [MockWebSearchItem(), MockWebSearchItem(), MockMessageItem()]
+            self.usage = MockUsage()
+            self.model = "gpt-4o"
+
+    mock_response = MockResponsesAPIResponse()
+
+    with patch(
+        "openai.resources.responses.Responses.create", return_value=mock_response
+    ):
+        # Manually call the tracking since we're testing the converter logic
+        from posthog.ai.utils import call_llm_and_track_usage
+
+        def mock_create_call(**kwargs):
+            return mock_response
+
+        result = call_llm_and_track_usage(
+            posthog_distinct_id="test-id",
+            ph_client=mock_client,
+            provider="openai",
+            posthog_trace_id=None,
+            posthog_properties=None,
+            posthog_privacy_mode=False,
+            posthog_groups=None,
+            base_url="https://api.openai.com/v1",
+            call_method=mock_create_call,
+            model="gpt-4o",
+            messages=[{"role": "user", "content": "Search query"}],
+        )
+
+        assert result == mock_response
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Verify exact web search count
+        assert props["$ai_web_search_count"] == 2
+
+
+@pytest.fixture
+def streaming_web_search_chunks():
+    """Streaming chunks with web search indicators (Perplexity-style)."""
+    return [
+        ChatCompletionChunk(
+            id="chunk1",
+            model="gpt-4",
+            object="chat.completion.chunk",
+            created=1234567890,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(
+                        role="assistant",
+                        content="Based on my search, ",
+                    ),
+                    finish_reason=None,
+                )
+            ],
+        ),
+        ChatCompletionChunk(
+            id="chunk2",
+            model="gpt-4",
+            object="chat.completion.chunk",
+            created=1234567891,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(
+                        content="here are the latest news...",
+                    ),
+                    finish_reason=None,
+                )
+            ],
+        ),
+        ChatCompletionChunk(
+            id="chunk3",
+            model="gpt-4",
+            object="chat.completion.chunk",
+            created=1234567892,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(),
+                    finish_reason="stop",
+                )
+            ],
+            usage=CompletionUsage(
+                prompt_tokens=20,
+                completion_tokens=15,
+                total_tokens=35,
+            ),
+        ),
+    ]
+
+
+def test_streaming_with_web_search(mock_client, streaming_web_search_chunks):
+    """Test that web search count is properly captured in streaming mode."""
+
+    # Add citations attribute to the last chunk to indicate web search was used
+    streaming_web_search_chunks[-1].citations = ["https://example.com/news"]
+
+    with patch("openai.resources.chat.completions.Completions.create") as mock_create:
+        mock_create.return_value = streaming_web_search_chunks
+
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response_generator = client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Search for recent news"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        # Consume the generator to trigger the event capture
+        chunks = list(response_generator)
+
+        # Verify the chunks were returned correctly
+        assert len(chunks) == 3
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Verify web search count is captured (binary detection = 1)
+        assert props["$ai_web_search_count"] == 1
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 15
+
+
+def test_streaming_with_web_search_on_non_usage_chunk(
+    mock_client, streaming_web_search_chunks
+):
+    """Test that web search count is captured even when citations appear on chunks without usage data."""
+
+    # Add citations attribute to the FIRST chunk (which has no usage data)
+    # This tests the fix for the bug where web search indicators on non-usage chunks were ignored
+    streaming_web_search_chunks[0].citations = ["https://example.com/news"]
+
+    with patch("openai.resources.chat.completions.Completions.create") as mock_create:
+        mock_create.return_value = streaming_web_search_chunks
+
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+        response_generator = client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Search for recent news"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        # Consume the generator to trigger the event capture
+        chunks = list(response_generator)
+
+        # Verify the chunks were returned correctly
+        assert len(chunks) == 3
+        assert mock_client.capture.call_count == 1
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Verify web search count is captured even though citations were on first chunk
+        assert props["$ai_web_search_count"] == 1
+        assert props["$ai_input_tokens"] == 20
+        assert props["$ai_output_tokens"] == 15
+
+
+@pytest.mark.asyncio
+async def test_async_chat_with_web_search(mock_client):
+    """Test that web search count is properly tracked in async non-streaming mode."""
+
+    # Create mock response with citations (Perplexity-style)
+    mock_response = ChatCompletion(
+        id="chatcmpl-test",
+        model="gpt-4",
+        object="chat.completion",
+        created=1234567890,
+        choices=[
+            Choice(
+                index=0,
+                message=ChatCompletionMessage(
+                    role="assistant",
+                    content="Here are the search results...",
+                ),
+                finish_reason="stop",
+            )
+        ],
+        usage=CompletionUsage(
+            prompt_tokens=20,
+            completion_tokens=15,
+            total_tokens=35,
+        ),
+    )
+
+    # Add citations attribute to indicate web search
+    mock_response.citations = ["https://example.com/result1"]
+
+    async def mock_create(self, **kwargs):
+        return mock_response
+
+    with patch(
+        "openai.resources.chat.completions.AsyncCompletions.create", new=mock_create
+    ):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response = await client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Search for recent news"}],
+            posthog_distinct_id="test-id",
+        )
+
+    assert response == mock_response
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Verify web search count is captured (binary detection = 1)
+    assert props["$ai_web_search_count"] == 1
+    assert props["$ai_input_tokens"] == 20
+    assert props["$ai_output_tokens"] == 15
+
+
+@pytest.mark.asyncio
+async def test_async_chat_streaming_with_web_search(
+    mock_client, streaming_web_search_chunks
+):
+    """Test that web search count is properly captured in async streaming mode."""
+
+    # Add citations attribute to the last chunk to indicate web search was used
+    streaming_web_search_chunks[-1].citations = ["https://example.com/news"]
+
+    captured_kwargs = {}
+
+    async def mock_create(self, **kwargs):
+        captured_kwargs["kwargs"] = kwargs
+
+        async def chunk_iterable():
+            for chunk in streaming_web_search_chunks:
+                yield chunk
+
+        return chunk_iterable()
+
+    with patch(
+        "openai.resources.chat.completions.AsyncCompletions.create", new=mock_create
+    ):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response_stream = await client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Search for recent news"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        chunks = []
+        async for chunk in response_stream:
+            chunks.append(chunk)
+
+    # Verify the chunks were returned correctly
+    assert len(chunks) == 3
+    assert mock_client.capture.call_count == 1
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    # Verify web search count is captured (binary detection = 1)
+    assert props["$ai_web_search_count"] == 1
+    assert props["$ai_input_tokens"] == 20
+    assert props["$ai_output_tokens"] == 15
+
+
+# Tests for model extraction fallback (stored prompts support)
+
+
+def test_streaming_chat_extracts_model_from_chunk_when_not_in_kwargs(mock_client):
+    """Test that model is extracted from streaming chunks when not provided in kwargs (stored prompts)."""
+
+    # Create streaming chunks with model field but we won't pass model in kwargs
+    chunks = [
+        ChatCompletionChunk(
+            id="chunk1",
+            model="gpt-4o-stored-prompt",  # Model comes from response, not request
+            object="chat.completion.chunk",
+            created=1234567890,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(role="assistant", content="Hello"),
+                    finish_reason=None,
+                )
+            ],
+        ),
+        ChatCompletionChunk(
+            id="chunk2",
+            model="gpt-4o-stored-prompt",
+            object="chat.completion.chunk",
+            created=1234567891,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(content=" world"),
+                    finish_reason="stop",
+                )
+            ],
+            usage=CompletionUsage(
+                prompt_tokens=10,
+                completion_tokens=5,
+                total_tokens=15,
+            ),
+        ),
+    ]
+
+    with patch("openai.resources.chat.completions.Completions.create") as mock_create:
+        mock_create.return_value = chunks
+
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        # Note: NOT passing model in kwargs - simulates stored prompt usage
+        response_generator = client.chat.completions.create(
+            messages=[{"role": "user", "content": "Hello"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        # Consume the generator
+        list(response_generator)
+
+        assert mock_client.capture.call_count == 1
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Model should be extracted from chunk, not kwargs
+        assert props["$ai_model"] == "gpt-4o-stored-prompt"
+
+
+def test_streaming_chat_prefers_kwargs_model_over_chunk_model(mock_client):
+    """Test that model from kwargs takes precedence over model from chunk."""
+    chunks = [
+        ChatCompletionChunk(
+            id="chunk1",
+            model="gpt-4o-from-response",
+            object="chat.completion.chunk",
+            created=1234567890,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(role="assistant", content="Hello"),
+                    finish_reason="stop",
+                )
+            ],
+            usage=CompletionUsage(
+                prompt_tokens=10,
+                completion_tokens=5,
+                total_tokens=15,
+            ),
+        ),
+    ]
+
+    with patch("openai.resources.chat.completions.Completions.create") as mock_create:
+        mock_create.return_value = chunks
+
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response_generator = client.chat.completions.create(
+            model="gpt-4o-from-kwargs",  # Explicitly passed model
+            messages=[{"role": "user", "content": "Hello"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        list(response_generator)
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # kwargs model should take precedence
+        assert props["$ai_model"] == "gpt-4o-from-kwargs"
+
+
+def test_streaming_responses_api_extracts_model_from_response_object(mock_client):
+    """Test that Responses API streaming extracts model from chunk.response.model (stored prompts)."""
+    from unittest.mock import MagicMock
+    from openai.types.responses import ResponseUsage
+
+    chunks = []
+
+    # Content chunk
+    chunk1 = MagicMock()
+    chunk1.type = "response.text.delta"
+    chunk1.text = "Test response"
+    # No response attribute on content chunks
+    del chunk1.response
+    chunks.append(chunk1)
+
+    # Final chunk with response object containing model
+    chunk2 = MagicMock()
+    chunk2.type = "response.completed"
+    chunk2.response = MagicMock()
+    chunk2.response.model = "gpt-4o-mini-stored"  # Model from stored prompt
+    chunk2.response.usage = ResponseUsage(
+        input_tokens=20,
+        output_tokens=10,
+        total_tokens=30,
+        input_tokens_details={"prompt_tokens": 20, "cached_tokens": 0},
+        output_tokens_details={"reasoning_tokens": 0},
+    )
+    chunk2.response.output = ["Test response"]
+    chunks.append(chunk2)
+
+    with patch("openai.resources.responses.Responses.create") as mock_create:
+        mock_create.return_value = iter(chunks)
+
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        # Note: NOT passing model - simulates stored prompt
+        response_generator = client.responses.create(
+            input=[{"role": "user", "content": "Hello"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        list(response_generator)
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Model should be extracted from chunk.response.model
+        assert props["$ai_model"] == "gpt-4o-mini-stored"
+
+
+def test_non_streaming_extracts_model_from_response(mock_client):
+    """Test that non-streaming calls extract model from response when not in kwargs."""
+    # Create a response with model but we won't pass model in kwargs
+    mock_response = ChatCompletion(
+        id="test",
+        model="gpt-4o-stored-prompt",
+        object="chat.completion",
+        created=int(time.time()),
+        choices=[
+            Choice(
+                finish_reason="stop",
+                index=0,
+                message=ChatCompletionMessage(
+                    content="Test response",
+                    role="assistant",
+                ),
+            )
+        ],
+        usage=CompletionUsage(
+            completion_tokens=10,
+            prompt_tokens=20,
+            total_tokens=30,
+        ),
+    )
+
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        # Note: NOT passing model in kwargs
+        response = client.chat.completions.create(
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_response
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Model should be extracted from response.model
+        assert props["$ai_model"] == "gpt-4o-stored-prompt"
+
+
+def test_non_streaming_responses_api_extracts_model_from_response(mock_client):
+    """Test that non-streaming Responses API extracts model from response when not in kwargs."""
+    mock_response = Response(
+        id="test",
+        model="gpt-4o-mini-stored",
+        object="response",
+        created_at=1741476542,
+        status="completed",
+        error=None,
+        incomplete_details=None,
+        instructions=None,
+        max_output_tokens=None,
+        tools=[],
+        tool_choice="auto",
+        output=[
+            ResponseOutputMessage(
+                id="msg_123",
+                type="message",
+                role="assistant",
+                status="completed",
+                content=[
+                    ResponseOutputText(
+                        type="output_text",
+                        text="Test response",
+                        annotations=[],
+                    )
+                ],
+            )
+        ],
+        parallel_tool_calls=True,
+        previous_response_id=None,
+        usage=ResponseUsage(
+            input_tokens=10,
+            output_tokens=10,
+            input_tokens_details={"prompt_tokens": 10, "cached_tokens": 0},
+            output_tokens_details={"reasoning_tokens": 0},
+            total_tokens=20,
+        ),
+        user=None,
+        metadata={},
+    )
+
+    with patch(
+        "openai.resources.responses.Responses.create",
+        return_value=mock_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        # Note: NOT passing model in kwargs
+        response = client.responses.create(
+            input="Hello",
+            posthog_distinct_id="test-id",
+        )
+
+        assert response == mock_response
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Model should be extracted from response.model
+        assert props["$ai_model"] == "gpt-4o-mini-stored"
+
+
+def test_non_streaming_returns_none_when_no_model(mock_client):
+    """Test that non-streaming returns None (not 'unknown') when model is not available anywhere."""
+    # Create a response without model attribute using real OpenAI types
+    mock_response = ChatCompletion(
+        id="test",
+        model="",  # Will be removed below
+        object="chat.completion",
+        created=int(time.time()),
+        choices=[
+            Choice(
+                finish_reason="stop",
+                index=0,
+                message=ChatCompletionMessage(
+                    content="Test response",
+                    role="assistant",
+                ),
+            )
+        ],
+        usage=CompletionUsage(
+            completion_tokens=5,
+            prompt_tokens=10,
+            total_tokens=15,
+        ),
+    )
+    # Remove model attribute to simulate missing model
+    object.__delattr__(mock_response, "model")
+
+    with patch(
+        "openai.resources.chat.completions.Completions.create",
+        return_value=mock_response,
+    ):
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        # Note: NOT passing model in kwargs and response has no model
+        client.chat.completions.create(
+            messages=[{"role": "user", "content": "Hello"}],
+            posthog_distinct_id="test-id",
+        )
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Should be None, NOT "unknown" (to avoid incorrect cost matching)
+        assert props["$ai_model"] is None
+
+
+def test_streaming_falls_back_to_unknown_when_no_model(mock_client):
+    """Test that streaming falls back to 'unknown' when model is not available anywhere."""
+    from unittest.mock import MagicMock
+
+    # Create a chunk without model attribute
+    chunk = MagicMock()
+    chunk.choices = [MagicMock()]
+    chunk.choices[0].delta = MagicMock()
+    chunk.choices[0].delta.content = "Hello"
+    chunk.choices[0].delta.role = "assistant"
+    chunk.choices[0].delta.tool_calls = None
+    chunk.usage = CompletionUsage(
+        prompt_tokens=10,
+        completion_tokens=5,
+        total_tokens=15,
+    )
+    # Explicitly remove model attribute
+    del chunk.model
+
+    with patch("openai.resources.chat.completions.Completions.create") as mock_create:
+        mock_create.return_value = [chunk]
+
+        client = OpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response_generator = client.chat.completions.create(
+            messages=[{"role": "user", "content": "Hello"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        list(response_generator)
+
+        call_args = mock_client.capture.call_args[1]
+        props = call_args["properties"]
+
+        # Should fall back to "unknown"
+        assert props["$ai_model"] == "unknown"
+
+
+@pytest.mark.asyncio
+async def test_async_streaming_chat_extracts_model_from_chunk(mock_client):
+    """Test async streaming extracts model from chunk when not in kwargs."""
+    chunks = [
+        ChatCompletionChunk(
+            id="chunk1",
+            model="gpt-4o-async-stored",
+            object="chat.completion.chunk",
+            created=1234567890,
+            choices=[
+                ChoiceChunk(
+                    index=0,
+                    delta=ChoiceDelta(role="assistant", content="Hello"),
+                    finish_reason="stop",
+                )
+            ],
+            usage=CompletionUsage(
+                prompt_tokens=10,
+                completion_tokens=5,
+                total_tokens=15,
+            ),
+        ),
+    ]
+
+    async def mock_create(self, **kwargs):
+        async def chunk_iterable():
+            for chunk in chunks:
+                yield chunk
+
+        return chunk_iterable()
+
+    with patch(
+        "openai.resources.chat.completions.AsyncCompletions.create", new=mock_create
+    ):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        # Note: NOT passing model
+        response_stream = await client.chat.completions.create(
+            messages=[{"role": "user", "content": "Hello"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        async for _ in response_stream:
+            pass
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert props["$ai_model"] == "gpt-4o-async-stored"
+
+
+@pytest.mark.asyncio
+async def test_async_streaming_responses_extracts_model_from_response(mock_client):
+    """Test async Responses API streaming extracts model from chunk.response.model."""
+    from unittest.mock import MagicMock
+    from openai.types.responses import ResponseUsage
+
+    chunks = []
+
+    chunk1 = MagicMock()
+    chunk1.type = "response.text.delta"
+    chunk1.text = "Test"
+    del chunk1.response
+    chunks.append(chunk1)
+
+    chunk2 = MagicMock()
+    chunk2.type = "response.completed"
+    chunk2.response = MagicMock()
+    chunk2.response.model = "gpt-4o-mini-async-stored"
+    chunk2.response.usage = ResponseUsage(
+        input_tokens=20,
+        output_tokens=10,
+        total_tokens=30,
+        input_tokens_details={"prompt_tokens": 20, "cached_tokens": 0},
+        output_tokens_details={"reasoning_tokens": 0},
+    )
+    chunk2.response.output = ["Test"]
+    chunks.append(chunk2)
+
+    async def mock_create(self, **kwargs):
+        async def chunk_iterable():
+            for chunk in chunks:
+                yield chunk
+
+        return chunk_iterable()
+
+    with patch("openai.resources.responses.AsyncResponses.create", new=mock_create):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response_stream = await client.responses.create(
+            input=[{"role": "user", "content": "Hello"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        async for _ in response_stream:
+            pass
+
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+
+    assert props["$ai_model"] == "gpt-4o-mini-async-stored"
+
+
+OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
+
+
+@pytest.mark.skipif(not OPENAI_API_KEY, reason="OPENAI_API_KEY is not set")
+def test_integration_stop_reason(mock_client):
+    client = OpenAI(api_key=OPENAI_API_KEY, posthog_client=mock_client)
+    client.chat.completions.create(
+        model="gpt-4o-mini",
+        messages=[{"role": "user", "content": "Say hi"}],
+        max_tokens=5,
+        posthog_distinct_id="test-id",
+    )
+
+    props = mock_client.capture.call_args[1]["properties"]
+    assert props["$ai_stop_reason"] in ("stop", "length")
+    assert props["$ai_provider"] == "openai"
+    assert props["$ai_input_tokens"] > 0
+
+
+@pytest.mark.asyncio
+async def test_async_chat_streaming_supports_async_with(
+    mock_client, streaming_tool_call_chunks
+):
+    """Regression test for #393: chat completions stream=True must support
+    `async with` (the protocol pydantic-ai relies on)."""
+
+    async def mock_create(self, **kwargs):
+        return RecordingAsyncStream(streaming_tool_call_chunks)
+
+    with patch(
+        "openai.resources.chat.completions.AsyncCompletions.create", new=mock_create
+    ):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response = await client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hi"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        chunks = []
+        async with response as stream:
+            async for chunk in stream:
+                chunks.append(chunk)
+
+    assert chunks == streaming_tool_call_chunks
+    assert mock_client.capture.call_count == 1
+    call_args = mock_client.capture.call_args[1]
+    props = call_args["properties"]
+    assert call_args["event"] == "$ai_generation"
+    assert props["$ai_provider"] == "openai"
+    assert props["$ai_model"] == "gpt-4"
+
+
+@pytest.mark.asyncio
+async def test_async_responses_streaming_supports_async_with(mock_client):
+    """Regression test for #393: responses stream=True must support
+    `async with`."""
+    from unittest.mock import MagicMock
+
+    chunk = MagicMock()
+    chunk.type = "response.text.delta"
+    chunk.text = "hello"
+
+    async def mock_create(self, **kwargs):
+        return RecordingAsyncStream([chunk])
+
+    with patch("openai.resources.responses.AsyncResponses.create", new=mock_create):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response = await client.responses.create(
+            model="gpt-4o-mini",
+            input=[{"role": "user", "content": "Hi"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        async with response as stream:
+            received = [c async for c in stream]
+
+    assert received == [chunk]
+    assert mock_client.capture.call_count == 1
+
+
+@pytest.mark.asyncio
+async def test_async_chat_streaming_early_exit_closes_provider_stream(
+    mock_client, streaming_tool_call_chunks
+):
+    """Breaking out of the stream early must close the underlying provider
+    stream (release the HTTP connection) and still capture the event."""
+    source = RecordingAsyncStream(streaming_tool_call_chunks)
+
+    async def mock_create(self, **kwargs):
+        return source
+
+    with patch(
+        "openai.resources.chat.completions.AsyncCompletions.create", new=mock_create
+    ):
+        client = AsyncOpenAI(api_key="test-key", posthog_client=mock_client)
+
+        response = await client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "Hi"}],
+            stream=True,
+            posthog_distinct_id="test-id",
+        )
+
+        async with response as stream:
+            async for _ in stream:
+                break
+
+    assert source.closed is True
+    assert mock_client.capture.call_count == 1
diff --git a/posthog/test/ai/openai_agents/__init__.py b/posthog/test/ai/openai_agents/__init__.py
new file mode 100644
index 00000000..1a28a2a4
--- /dev/null
+++ b/posthog/test/ai/openai_agents/__init__.py
@@ -0,0 +1 @@
+# Tests for OpenAI Agents SDK integration
diff --git a/posthog/test/ai/openai_agents/test_processor.py b/posthog/test/ai/openai_agents/test_processor.py
new file mode 100644
index 00000000..99ad7b43
--- /dev/null
+++ b/posthog/test/ai/openai_agents/test_processor.py
@@ -0,0 +1,810 @@
+import logging
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+try:
+    from agents.tracing.span_data import (
+        AgentSpanData,
+        CustomSpanData,
+        FunctionSpanData,
+        GenerationSpanData,
+        GuardrailSpanData,
+        HandoffSpanData,
+        ResponseSpanData,
+        SpeechSpanData,
+        TranscriptionSpanData,
+    )
+
+    from posthog.ai.openai_agents import PostHogTracingProcessor, instrument
+
+    OPENAI_AGENTS_AVAILABLE = True
+except ImportError:
+    OPENAI_AGENTS_AVAILABLE = False
+
+
+# Skip all tests if OpenAI Agents SDK is not available
+pytestmark = pytest.mark.skipif(
+    not OPENAI_AGENTS_AVAILABLE, reason="OpenAI Agents SDK is not available"
+)
+
+
+@pytest.fixture(scope="function")
+def mock_client():
+    client = MagicMock()
+    client.privacy_mode = False
+    logging.getLogger("posthog").setLevel(logging.DEBUG)
+    return client
+
+
+@pytest.fixture(scope="function")
+def processor(mock_client):
+    return PostHogTracingProcessor(
+        client=mock_client,
+        distinct_id="test-user",
+        privacy_mode=False,
+    )
+
+
+@pytest.fixture
+def mock_trace():
+    trace = MagicMock()
+    trace.trace_id = "trace_123456789"
+    trace.name = "Test Workflow"
+    trace.group_id = "group_123"
+    trace.metadata = {"key": "value"}
+    return trace
+
+
+@pytest.fixture
+def mock_span():
+    span = MagicMock()
+    span.trace_id = "trace_123456789"
+    span.span_id = "span_987654321"
+    span.parent_id = None
+    span.started_at = "2024-01-01T00:00:00Z"
+    span.ended_at = "2024-01-01T00:00:01Z"
+    span.error = None
+    return span
+
+
+class TestPostHogTracingProcessor:
+    """Tests for the PostHogTracingProcessor class."""
+
+    def test_initialization(self, mock_client):
+        """Test processor initializes correctly."""
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+            distinct_id="user@example.com",
+            privacy_mode=True,
+            groups={"company": "acme"},
+            properties={"env": "test"},
+        )
+
+        assert processor._client == mock_client
+        assert processor._distinct_id == "user@example.com"
+        assert processor._privacy_mode is True
+        assert processor._groups == {"company": "acme"}
+        assert processor._properties == {"env": "test"}
+
+    def test_initialization_with_callable_distinct_id(self, mock_client, mock_trace):
+        """Test processor with callable distinct_id resolver."""
+
+        def resolver(trace):
+            return trace.metadata.get("user_id", "default")
+
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+            distinct_id=resolver,
+        )
+
+        mock_trace.metadata = {"user_id": "resolved-user"}
+        distinct_id = processor._get_distinct_id(mock_trace)
+        assert distinct_id == "resolved-user"
+
+    def test_on_trace_start_stores_metadata(self, processor, mock_client, mock_trace):
+        """Test that on_trace_start stores metadata but does not capture an event."""
+        processor.on_trace_start(mock_trace)
+
+        mock_client.capture.assert_not_called()
+        assert mock_trace.trace_id in processor._trace_metadata
+
+    def test_on_trace_end_captures_ai_trace(self, processor, mock_client, mock_trace):
+        """Test that on_trace_end captures $ai_trace event."""
+        processor.on_trace_start(mock_trace)
+        processor.on_trace_end(mock_trace)
+
+        mock_client.capture.assert_called_once()
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_trace"
+        assert call_kwargs["distinct_id"] == "test-user"
+        assert call_kwargs["properties"]["$ai_trace_id"] == "trace_123456789"
+        assert call_kwargs["properties"]["$ai_trace_name"] == "Test Workflow"
+        assert call_kwargs["properties"]["$ai_provider"] == "openai"
+        assert call_kwargs["properties"]["$ai_framework"] == "openai-agents"
+        assert "$ai_latency" in call_kwargs["properties"]
+
+    def test_personless_mode_when_no_distinct_id(self, mock_client, mock_trace):
+        """Test that trace events use personless mode when no distinct_id is provided."""
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+        )
+
+        processor.on_trace_start(mock_trace)
+        processor.on_trace_end(mock_trace)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$process_person_profile"] is False
+        # Should fallback to trace_id as the distinct_id
+        assert call_kwargs["distinct_id"] == mock_trace.trace_id
+
+    def test_personless_mode_for_spans_when_no_distinct_id(
+        self, mock_client, mock_trace, mock_span
+    ):
+        """Test that span events use personless mode when no distinct_id is provided."""
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+        )
+
+        processor.on_trace_start(mock_trace)
+        mock_client.capture.reset_mock()
+
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$process_person_profile"] is False
+        assert call_kwargs["distinct_id"] == mock_span.trace_id
+
+    def test_personless_mode_when_callable_returns_none(
+        self, mock_client, mock_trace, mock_span
+    ):
+        """Test personless mode when callable distinct_id returns None."""
+
+        def resolver(trace):
+            return None  # Simulate no user ID available
+
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+            distinct_id=resolver,
+        )
+
+        processor.on_trace_start(mock_trace)
+        mock_client.capture.reset_mock()
+
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$process_person_profile"] is False
+        assert call_kwargs["distinct_id"] == mock_span.trace_id
+
+    def test_person_profile_when_distinct_id_provided(self, mock_client, mock_trace):
+        """Test that events create person profiles when distinct_id is provided."""
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+            distinct_id="real-user",
+        )
+
+        processor.on_trace_start(mock_trace)
+        processor.on_trace_end(mock_trace)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert "$process_person_profile" not in call_kwargs["properties"]
+
+    def test_on_trace_end_clears_metadata(self, processor, mock_client, mock_trace):
+        """Test that on_trace_end clears stored trace metadata."""
+        processor.on_trace_start(mock_trace)
+        assert mock_trace.trace_id in processor._trace_metadata
+
+        processor.on_trace_end(mock_trace)
+        assert mock_trace.trace_id not in processor._trace_metadata
+        # Also verify it captured the event
+        mock_client.capture.assert_called_once()
+
+    def test_on_span_start_tracks_time(self, processor, mock_span):
+        """Test that on_span_start records start time."""
+        processor.on_span_start(mock_span)
+        assert mock_span.span_id in processor._span_start_times
+
+    def test_generation_span_mapping(self, processor, mock_client, mock_span):
+        """Test GenerationSpanData maps to $ai_generation event."""
+        span_data = GenerationSpanData(
+            input=[{"role": "user", "content": "Hello"}],
+            output=[{"role": "assistant", "content": "Hi there!"}],
+            model="gpt-4o",
+            model_config={"temperature": 0.7, "max_tokens": 100},
+            usage={"input_tokens": 10, "output_tokens": 20},
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        mock_client.capture.assert_called_once()
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_generation"
+        assert call_kwargs["properties"]["$ai_trace_id"] == "trace_123456789"
+        assert call_kwargs["properties"]["$ai_span_id"] == "span_987654321"
+        assert call_kwargs["properties"]["$ai_provider"] == "openai"
+        assert call_kwargs["properties"]["$ai_framework"] == "openai-agents"
+        assert call_kwargs["properties"]["$ai_model"] == "gpt-4o"
+        assert call_kwargs["properties"]["$ai_input_tokens"] == 10
+        assert call_kwargs["properties"]["$ai_output_tokens"] == 20
+        assert call_kwargs["properties"]["$ai_input"] == [
+            {"role": "user", "content": "Hello"}
+        ]
+        assert call_kwargs["properties"]["$ai_output_choices"] == [
+            {"role": "assistant", "content": "Hi there!"}
+        ]
+
+    def test_generation_span_with_reasoning_tokens(
+        self, processor, mock_client, mock_span
+    ):
+        """Test GenerationSpanData includes reasoning tokens when present."""
+        span_data = GenerationSpanData(
+            model="o1-preview",
+            usage={
+                "input_tokens": 100,
+                "output_tokens": 500,
+                "reasoning_tokens": 400,
+            },
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_reasoning_tokens"] == 400
+
+    def test_function_span_mapping(self, processor, mock_client, mock_span):
+        """Test FunctionSpanData maps to $ai_span event with type=tool."""
+        span_data = FunctionSpanData(
+            name="get_weather",
+            input='{"city": "San Francisco"}',
+            output="Sunny, 72F",
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_span"
+        assert call_kwargs["properties"]["$ai_span_name"] == "get_weather"
+        assert call_kwargs["properties"]["$ai_span_type"] == "tool"
+        assert (
+            call_kwargs["properties"]["$ai_input_state"] == '{"city": "San Francisco"}'
+        )
+        assert call_kwargs["properties"]["$ai_output_state"] == "Sunny, 72F"
+
+    def test_agent_span_mapping(self, processor, mock_client, mock_span):
+        """Test AgentSpanData maps to $ai_span event with type=agent."""
+        span_data = AgentSpanData(
+            name="CustomerServiceAgent",
+            handoffs=["TechnicalAgent", "BillingAgent"],
+            tools=["search", "get_order"],
+            output_type="str",
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_span"
+        assert call_kwargs["properties"]["$ai_span_name"] == "CustomerServiceAgent"
+        assert call_kwargs["properties"]["$ai_span_type"] == "agent"
+        assert call_kwargs["properties"]["$ai_agent_handoffs"] == [
+            "TechnicalAgent",
+            "BillingAgent",
+        ]
+        assert call_kwargs["properties"]["$ai_agent_tools"] == ["search", "get_order"]
+
+    def test_handoff_span_mapping(self, processor, mock_client, mock_span):
+        """Test HandoffSpanData maps to $ai_span event with type=handoff."""
+        span_data = HandoffSpanData(
+            from_agent="TriageAgent",
+            to_agent="TechnicalAgent",
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_span"
+        assert call_kwargs["properties"]["$ai_span_type"] == "handoff"
+        assert call_kwargs["properties"]["$ai_handoff_from_agent"] == "TriageAgent"
+        assert call_kwargs["properties"]["$ai_handoff_to_agent"] == "TechnicalAgent"
+        assert (
+            call_kwargs["properties"]["$ai_span_name"]
+            == "TriageAgent -> TechnicalAgent"
+        )
+
+    def test_guardrail_span_mapping(self, processor, mock_client, mock_span):
+        """Test GuardrailSpanData maps to $ai_span event with type=guardrail."""
+        span_data = GuardrailSpanData(
+            name="ContentFilter",
+            triggered=True,
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_span"
+        assert call_kwargs["properties"]["$ai_span_name"] == "ContentFilter"
+        assert call_kwargs["properties"]["$ai_span_type"] == "guardrail"
+        assert call_kwargs["properties"]["$ai_guardrail_triggered"] is True
+
+    def test_custom_span_mapping(self, processor, mock_client, mock_span):
+        """Test CustomSpanData maps to $ai_span event with type=custom."""
+        span_data = CustomSpanData(
+            name="database_query",
+            data={"query": "SELECT * FROM users", "rows": 100},
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_span"
+        assert call_kwargs["properties"]["$ai_span_name"] == "database_query"
+        assert call_kwargs["properties"]["$ai_span_type"] == "custom"
+        assert call_kwargs["properties"]["$ai_custom_data"] == {
+            "query": "SELECT * FROM users",
+            "rows": 100,
+        }
+
+    def test_privacy_mode_redacts_content(self, mock_client, mock_span):
+        """Test that privacy_mode redacts input/output content."""
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+            distinct_id="test-user",
+            privacy_mode=True,
+        )
+
+        span_data = GenerationSpanData(
+            input=[{"role": "user", "content": "Secret message"}],
+            output=[{"role": "assistant", "content": "Secret response"}],
+            model="gpt-4o",
+            usage={"input_tokens": 10, "output_tokens": 20},
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        # Content should be redacted
+        assert call_kwargs["properties"]["$ai_input"] is None
+        assert call_kwargs["properties"]["$ai_output_choices"] is None
+        # Token counts should still be present
+        assert call_kwargs["properties"]["$ai_input_tokens"] == 10
+        assert call_kwargs["properties"]["$ai_output_tokens"] == 20
+
+    def test_error_handling_in_span(self, processor, mock_client, mock_span):
+        """Test that span errors are captured correctly."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+        mock_span.error = {"message": "Rate limit exceeded", "data": {"code": 429}}
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["properties"]["$ai_is_error"] is True
+        assert call_kwargs["properties"]["$ai_error"] == "Rate limit exceeded"
+
+    def test_generation_span_includes_total_tokens(
+        self, processor, mock_client, mock_span
+    ):
+        """Test that $ai_total_tokens is calculated and included."""
+        span_data = GenerationSpanData(
+            model="gpt-4o",
+            usage={"input_tokens": 100, "output_tokens": 50},
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_total_tokens"] == 150
+
+    def test_error_type_categorization_model_behavior(
+        self, processor, mock_client, mock_span
+    ):
+        """Test that ModelBehaviorError is categorized correctly."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+        mock_span.error = {
+            "message": "ModelBehaviorError: Invalid JSON output",
+            "type": "ModelBehaviorError",
+        }
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_error_type"] == "model_behavior_error"
+
+    def test_error_type_categorization_user_error(
+        self, processor, mock_client, mock_span
+    ):
+        """Test that UserError is categorized correctly."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+        mock_span.error = {"message": "UserError: Tool failed", "type": "UserError"}
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_error_type"] == "user_error"
+
+    def test_error_type_categorization_input_guardrail(
+        self, processor, mock_client, mock_span
+    ):
+        """Test that InputGuardrailTripwireTriggered is categorized correctly."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+        mock_span.error = {
+            "message": "InputGuardrailTripwireTriggered: Content blocked"
+        }
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert (
+            call_kwargs["properties"]["$ai_error_type"] == "input_guardrail_triggered"
+        )
+
+    def test_error_type_categorization_output_guardrail(
+        self, processor, mock_client, mock_span
+    ):
+        """Test that OutputGuardrailTripwireTriggered is categorized correctly."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+        mock_span.error = {
+            "message": "OutputGuardrailTripwireTriggered: Response blocked"
+        }
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert (
+            call_kwargs["properties"]["$ai_error_type"] == "output_guardrail_triggered"
+        )
+
+    def test_error_type_categorization_max_turns(
+        self, processor, mock_client, mock_span
+    ):
+        """Test that MaxTurnsExceeded is categorized correctly."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+        mock_span.error = {"message": "MaxTurnsExceeded: Agent exceeded maximum turns"}
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_error_type"] == "max_turns_exceeded"
+
+    def test_error_type_categorization_unknown(self, processor, mock_client, mock_span):
+        """Test that unknown errors are categorized as unknown."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+        mock_span.error = {"message": "Some random error occurred"}
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_error_type"] == "unknown"
+
+    def test_response_span_with_output_and_total_tokens(
+        self, processor, mock_client, mock_span
+    ):
+        """Test ResponseSpanData includes output choices and total tokens."""
+        # Create a mock response object
+        mock_response = MagicMock()
+        mock_response.id = "resp_123"
+        mock_response.model = "gpt-4o"
+        mock_response.output = [{"type": "message", "content": "Hello!"}]
+        mock_response.usage = MagicMock()
+        mock_response.usage.input_tokens = 25
+        mock_response.usage.output_tokens = 10
+
+        span_data = ResponseSpanData(
+            response=mock_response,
+            input="Hello, world!",
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_generation"
+        assert call_kwargs["properties"]["$ai_total_tokens"] == 35
+        assert call_kwargs["properties"]["$ai_output_choices"] == [
+            {"type": "message", "content": "Hello!"}
+        ]
+        assert call_kwargs["properties"]["$ai_response_id"] == "resp_123"
+
+    def test_speech_span_with_pass_through_properties(
+        self, processor, mock_client, mock_span
+    ):
+        """Test SpeechSpanData includes pass-through properties."""
+        span_data = SpeechSpanData(
+            input="Hello, how can I help you?",
+            output="base64_audio_data",
+            output_format="pcm",
+            model="tts-1",
+            model_config={"voice": "alloy", "speed": 1.0},
+            first_content_at="2024-01-01T00:00:00.500Z",
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_span"
+        assert call_kwargs["properties"]["$ai_span_type"] == "speech"
+        assert call_kwargs["properties"]["$ai_model"] == "tts-1"
+        # Pass-through properties (no $ai_ prefix)
+        assert (
+            call_kwargs["properties"]["first_content_at"] == "2024-01-01T00:00:00.500Z"
+        )
+        assert call_kwargs["properties"]["audio_output_format"] == "pcm"
+        assert call_kwargs["properties"]["model_config"] == {
+            "voice": "alloy",
+            "speed": 1.0,
+        }
+        # Text input should be captured
+        assert call_kwargs["properties"]["$ai_input"] == "Hello, how can I help you?"
+
+    def test_transcription_span_with_pass_through_properties(
+        self, processor, mock_client, mock_span
+    ):
+        """Test TranscriptionSpanData includes pass-through properties."""
+        span_data = TranscriptionSpanData(
+            input="base64_audio_data",
+            input_format="pcm",
+            output="This is the transcribed text.",
+            model="whisper-1",
+            model_config={"language": "en"},
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+
+        assert call_kwargs["event"] == "$ai_span"
+        assert call_kwargs["properties"]["$ai_span_type"] == "transcription"
+        assert call_kwargs["properties"]["$ai_model"] == "whisper-1"
+        # Pass-through properties (no $ai_ prefix)
+        assert call_kwargs["properties"]["audio_input_format"] == "pcm"
+        assert call_kwargs["properties"]["model_config"] == {"language": "en"}
+        # Transcription output should be captured
+        assert (
+            call_kwargs["properties"]["$ai_output_state"]
+            == "This is the transcribed text."
+        )
+
+    def test_latency_calculation(self, processor, mock_client, mock_span):
+        """Test that latency is calculated correctly."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+
+        with patch("time.time") as mock_time:
+            mock_time.return_value = 1000.0
+            processor.on_span_start(mock_span)
+
+            mock_time.return_value = 1001.5  # 1.5 seconds later
+            processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_latency"] == pytest.approx(1.5, rel=0.01)
+
+    def test_groups_included_in_events(self, mock_client, mock_trace, mock_span):
+        """Test that groups are included in captured events."""
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+            distinct_id="test-user",
+            groups={"company": "acme", "team": "engineering"},
+        )
+
+        processor.on_trace_start(mock_trace)
+        processor.on_trace_end(mock_trace)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["groups"] == {"company": "acme", "team": "engineering"}
+
+    def test_additional_properties_included(self, mock_client, mock_trace):
+        """Test that additional properties are included in events."""
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+            distinct_id="test-user",
+            properties={"environment": "production", "version": "1.0"},
+        )
+
+        processor.on_trace_start(mock_trace)
+        processor.on_trace_end(mock_trace)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["environment"] == "production"
+        assert call_kwargs["properties"]["version"] == "1.0"
+
+    def test_shutdown_clears_state(self, processor):
+        """Test that shutdown clears internal state."""
+        processor._span_start_times["span_1"] = 1000.0
+        processor._trace_metadata["trace_1"] = {"name": "test"}
+
+        processor.shutdown()
+
+        assert len(processor._span_start_times) == 0
+        assert len(processor._trace_metadata) == 0
+
+    def test_force_flush_calls_client_flush(self, processor, mock_client):
+        """Test that force_flush calls client.flush()."""
+        processor.force_flush()
+        mock_client.flush.assert_called_once()
+
+    def test_generation_span_with_no_usage(self, processor, mock_client, mock_span):
+        """Test GenerationSpanData with no usage data defaults to zero tokens."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_input_tokens"] == 0
+        assert call_kwargs["properties"]["$ai_output_tokens"] == 0
+        assert call_kwargs["properties"]["$ai_total_tokens"] == 0
+
+    def test_generation_span_with_partial_usage(
+        self, processor, mock_client, mock_span
+    ):
+        """Test GenerationSpanData with only input_tokens present."""
+        span_data = GenerationSpanData(
+            model="gpt-4o",
+            usage={"input_tokens": 42},
+        )
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_input_tokens"] == 42
+        assert call_kwargs["properties"]["$ai_output_tokens"] == 0
+        assert call_kwargs["properties"]["$ai_total_tokens"] == 42
+
+    def test_error_type_categorization_by_type_field_only(
+        self, processor, mock_client, mock_span
+    ):
+        """Test error categorization works when only the type field matches."""
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+        mock_span.error = {
+            "message": "Something went wrong",
+            "type": "ModelBehaviorError",
+        }
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["properties"]["$ai_error_type"] == "model_behavior_error"
+
+    def test_distinct_id_resolved_from_trace_for_spans(
+        self, mock_client, mock_trace, mock_span
+    ):
+        """Test that spans use the distinct_id resolved at trace start."""
+
+        def resolver(trace):
+            return f"user-{trace.name}"
+
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+            distinct_id=resolver,
+        )
+
+        # Start trace - this resolves and stores distinct_id
+        processor.on_trace_start(mock_trace)
+        mock_client.capture.reset_mock()
+
+        # End a span - should use the stored distinct_id from trace
+        span_data = GenerationSpanData(model="gpt-4o")
+        mock_span.span_data = span_data
+
+        processor.on_span_start(mock_span)
+        processor.on_span_end(mock_span)
+
+        call_kwargs = mock_client.capture.call_args[1]
+        assert call_kwargs["distinct_id"] == "user-Test Workflow"
+
+    def test_eviction_of_stale_entries(self, mock_client):
+        """Test that stale entries are evicted when max is exceeded."""
+        processor = PostHogTracingProcessor(
+            client=mock_client,
+            distinct_id="test-user",
+        )
+        processor._max_tracked_entries = 10
+
+        # Fill beyond max
+        for i in range(15):
+            processor._span_start_times[f"span_{i}"] = float(i)
+            processor._trace_metadata[f"trace_{i}"] = {"name": f"trace_{i}"}
+
+        processor._evict_stale_entries()
+
+        # Should have evicted half
+        assert len(processor._span_start_times) <= 10
+        assert len(processor._trace_metadata) <= 10
+
+
+class TestInstrumentHelper:
+    """Tests for the instrument() convenience function."""
+
+    def test_instrument_registers_processor(self, mock_client):
+        """Test that instrument() registers a processor."""
+        with patch("agents.tracing.add_trace_processor") as mock_add:
+            processor = instrument(
+                client=mock_client,
+                distinct_id="test-user",
+            )
+
+            mock_add.assert_called_once_with(processor)
+            assert isinstance(processor, PostHogTracingProcessor)
+
+    def test_instrument_with_privacy_mode(self, mock_client):
+        """Test instrument() respects privacy_mode."""
+        with patch("agents.tracing.add_trace_processor"):
+            processor = instrument(
+                client=mock_client,
+                privacy_mode=True,
+            )
+
+            assert processor._privacy_mode is True
+
+    def test_instrument_with_groups_and_properties(self, mock_client):
+        """Test instrument() accepts groups and properties."""
+        with patch("agents.tracing.add_trace_processor"):
+            processor = instrument(
+                client=mock_client,
+                groups={"company": "acme"},
+                properties={"env": "test"},
+            )
+
+            assert processor._groups == {"company": "acme"}
+            assert processor._properties == {"env": "test"}
diff --git a/posthog/test/ai/otel/__init__.py b/posthog/test/ai/otel/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/posthog/test/ai/otel/conftest.py b/posthog/test/ai/otel/conftest.py
new file mode 100644
index 00000000..f64fdcd2
--- /dev/null
+++ b/posthog/test/ai/otel/conftest.py
@@ -0,0 +1,8 @@
+from unittest.mock import MagicMock
+
+
+def make_span(name: str = "test", attributes: dict | None = None) -> MagicMock:
+    span = MagicMock()
+    span.name = name
+    span.attributes = attributes or {}
+    return span
diff --git a/posthog/test/ai/otel/test_exporter.py b/posthog/test/ai/otel/test_exporter.py
new file mode 100644
index 00000000..0b3f52be
--- /dev/null
+++ b/posthog/test/ai/otel/test_exporter.py
@@ -0,0 +1,98 @@
+import unittest
+from unittest.mock import patch
+
+from opentelemetry.sdk.trace.export import SpanExportResult
+
+from posthog.ai.otel.exporter import PostHogTraceExporter
+from posthog.test.ai.otel.conftest import make_span
+
+
+class TestPostHogTraceExporter(unittest.TestCase):
+    @patch("posthog.ai.otel.exporter.OTLPSpanExporter")
+    def test_configures_exporter_with_correct_endpoint(self, mock_otlp_cls):
+        PostHogTraceExporter(api_key="phc_test123")
+        mock_otlp_cls.assert_called_once_with(
+            endpoint="https://us.i.posthog.com/i/v0/ai/otel",
+            headers={"Authorization": "Bearer phc_test123"},
+        )
+
+    @patch("posthog.ai.otel.exporter.OTLPSpanExporter")
+    def test_configures_custom_host(self, mock_otlp_cls):
+        PostHogTraceExporter(api_key="phc_test", host="https://eu.i.posthog.com")
+        mock_otlp_cls.assert_called_once_with(
+            endpoint="https://eu.i.posthog.com/i/v0/ai/otel",
+            headers={"Authorization": "Bearer phc_test"},
+        )
+
+    @patch("posthog.ai.otel.exporter.OTLPSpanExporter")
+    def test_exports_ai_spans(self, mock_otlp_cls):
+        exporter = PostHogTraceExporter(api_key="phc_test")
+        inner = mock_otlp_cls.return_value
+        inner.export.return_value = SpanExportResult.SUCCESS
+
+        spans = [make_span("gen_ai.chat"), make_span("llm.call")]
+        result = exporter.export(spans)
+
+        self.assertEqual(result, SpanExportResult.SUCCESS)
+        inner.export.assert_called_once_with(spans)
+
+    @patch("posthog.ai.otel.exporter.OTLPSpanExporter")
+    def test_filters_out_non_ai_spans(self, mock_otlp_cls):
+        exporter = PostHogTraceExporter(api_key="phc_test")
+        inner = mock_otlp_cls.return_value
+        inner.export.return_value = SpanExportResult.SUCCESS
+
+        ai_span = make_span("gen_ai.chat")
+        http_span = make_span("http.request")
+        result = exporter.export([ai_span, http_span])
+
+        self.assertEqual(result, SpanExportResult.SUCCESS)
+        inner.export.assert_called_once_with([ai_span])
+
+    @patch("posthog.ai.otel.exporter.OTLPSpanExporter")
+    def test_returns_success_when_no_ai_spans(self, mock_otlp_cls):
+        exporter = PostHogTraceExporter(api_key="phc_test")
+        inner = mock_otlp_cls.return_value
+
+        result = exporter.export([make_span("http.request"), make_span("db.query")])
+
+        self.assertEqual(result, SpanExportResult.SUCCESS)
+        inner.export.assert_not_called()
+
+    @patch("posthog.ai.otel.exporter.OTLPSpanExporter")
+    def test_returns_success_for_empty_batch(self, mock_otlp_cls):
+        exporter = PostHogTraceExporter(api_key="phc_test")
+        inner = mock_otlp_cls.return_value
+
+        result = exporter.export([])
+
+        self.assertEqual(result, SpanExportResult.SUCCESS)
+        inner.export.assert_not_called()
+
+    @patch("posthog.ai.otel.exporter.OTLPSpanExporter")
+    def test_exports_spans_with_ai_attributes(self, mock_otlp_cls):
+        exporter = PostHogTraceExporter(api_key="phc_test")
+        inner = mock_otlp_cls.return_value
+        inner.export.return_value = SpanExportResult.SUCCESS
+
+        span = make_span("http.request", {"gen_ai.system": "openai"})
+        result = exporter.export([span])
+
+        self.assertEqual(result, SpanExportResult.SUCCESS)
+        inner.export.assert_called_once_with([span])
+
+    @patch("posthog.ai.otel.exporter.OTLPSpanExporter")
+    def test_shutdown_delegates(self, mock_otlp_cls):
+        exporter = PostHogTraceExporter(api_key="phc_test")
+        inner = mock_otlp_cls.return_value
+
+        exporter.shutdown()
+        inner.shutdown.assert_called_once()
+
+    @patch("posthog.ai.otel.exporter.OTLPSpanExporter")
+    def test_force_flush_delegates(self, mock_otlp_cls):
+        exporter = PostHogTraceExporter(api_key="phc_test")
+        inner = mock_otlp_cls.return_value
+
+        exporter.force_flush(timeout_millis=5000)
+        inner.force_flush.assert_called_once_with(5000)
diff --git a/posthog/test/ai/otel/test_processor.py b/posthog/test/ai/otel/test_processor.py
new file mode 100644
index 00000000..0bcbc34d
--- /dev/null
+++ b/posthog/test/ai/otel/test_processor.py
@@ -0,0 +1,102 @@
+import unittest
+from unittest.mock import MagicMock, patch
+
+from posthog.ai.otel.processor import PostHogSpanProcessor
+from posthog.test.ai.otel.conftest import make_span
+
+
+class TestPostHogSpanProcessor(unittest.TestCase):
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_configures_exporter_with_correct_endpoint(
+        self, mock_batch_cls, mock_otlp_cls
+    ):
+        PostHogSpanProcessor(api_key="phc_test123")
+        mock_otlp_cls.assert_called_once_with(
+            endpoint="https://us.i.posthog.com/i/v0/ai/otel",
+            headers={"Authorization": "Bearer phc_test123"},
+        )
+        mock_batch_cls.assert_called_once_with(mock_otlp_cls.return_value)
+
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_configures_custom_host(self, mock_batch_cls, mock_otlp_cls):
+        PostHogSpanProcessor(api_key="phc_test", host="https://eu.i.posthog.com")
+        mock_otlp_cls.assert_called_once_with(
+            endpoint="https://eu.i.posthog.com/i/v0/ai/otel",
+            headers={"Authorization": "Bearer phc_test"},
+        )
+
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_strips_trailing_slash_from_host(self, mock_batch_cls, mock_otlp_cls):
+        PostHogSpanProcessor(api_key="phc_test", host="https://us.i.posthog.com/")
+        mock_otlp_cls.assert_called_once_with(
+            endpoint="https://us.i.posthog.com/i/v0/ai/otel",
+            headers={"Authorization": "Bearer phc_test"},
+        )
+
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_forwards_ai_spans(self, mock_batch_cls, mock_otlp_cls):
+        processor = PostHogSpanProcessor(api_key="phc_test")
+        inner = mock_batch_cls.return_value
+
+        ai_span = make_span("gen_ai.chat")
+        processor.on_end(ai_span)
+        inner.on_end.assert_called_once_with(ai_span)
+
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_drops_non_ai_spans(self, mock_batch_cls, mock_otlp_cls):
+        processor = PostHogSpanProcessor(api_key="phc_test")
+        inner = mock_batch_cls.return_value
+
+        processor.on_end(make_span("http.request"))
+        inner.on_end.assert_not_called()
+
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_forwards_span_with_ai_attributes(self, mock_batch_cls, mock_otlp_cls):
+        processor = PostHogSpanProcessor(api_key="phc_test")
+        inner = mock_batch_cls.return_value
+
+        span = make_span("http.request", {"gen_ai.system": "openai"})
+        processor.on_end(span)
+        inner.on_end.assert_called_once_with(span)
+
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_on_start_is_noop(self, mock_batch_cls, mock_otlp_cls):
+        processor = PostHogSpanProcessor(api_key="phc_test")
+        inner = mock_batch_cls.return_value
+
+        processor.on_start(MagicMock())
+        inner.on_start.assert_not_called()
+
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_shutdown_delegates(self, mock_batch_cls, mock_otlp_cls):
+        processor = PostHogSpanProcessor(api_key="phc_test")
+        inner = mock_batch_cls.return_value
+
+        processor.shutdown()
+        inner.shutdown.assert_called_once()
+
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_force_flush_delegates(self, mock_batch_cls, mock_otlp_cls):
+        processor = PostHogSpanProcessor(api_key="phc_test")
+        inner = mock_batch_cls.return_value
+
+        processor.force_flush(timeout_millis=5000)
+        inner.force_flush.assert_called_once_with(5000)
+
+    @patch("posthog.ai.otel.processor.OTLPSpanExporter")
+    @patch("posthog.ai.otel.processor.BatchSpanProcessor")
+    def test_force_flush_without_timeout(self, mock_batch_cls, mock_otlp_cls):
+        processor = PostHogSpanProcessor(api_key="phc_test")
+        inner = mock_batch_cls.return_value
+
+        processor.force_flush()
+        inner.force_flush.assert_called_once_with()
diff --git a/posthog/test/ai/otel/test_spans.py b/posthog/test/ai/otel/test_spans.py
new file mode 100644
index 00000000..3ef972e5
--- /dev/null
+++ b/posthog/test/ai/otel/test_spans.py
@@ -0,0 +1,52 @@
+import unittest
+
+from parameterized import parameterized
+
+from posthog.ai.otel.spans import is_ai_span
+from posthog.test.ai.otel.conftest import make_span
+
+
+class TestIsAISpan(unittest.TestCase):
+    @parameterized.expand(
+        [
+            ("gen_ai", "gen_ai.chat"),
+            ("llm", "llm.call"),
+            ("ai", "ai.completion"),
+            ("traceloop", "traceloop.workflow"),
+        ]
+    )
+    def test_matches_ai_name_prefix(self, _name, span_name):
+        self.assertTrue(is_ai_span(make_span(span_name)))
+
+    @parameterized.expand(
+        [
+            ("gen_ai", {"gen_ai.system": "openai"}),
+            ("llm", {"llm.model": "gpt-4"}),
+            ("ai", {"ai.provider": "anthropic"}),
+            ("traceloop", {"traceloop.entity.name": "chain"}),
+        ]
+    )
+    def test_matches_ai_attribute_key(self, _name, attrs):
+        self.assertTrue(is_ai_span(make_span("http.request", attrs)))
+
+    @parameterized.expand(
+        [
+            ("http", "http.request"),
+            ("db", "db.query"),
+            ("custom", "my_function"),
+        ]
+    )
+    def test_rejects_non_ai_name(self, _name, span_name):
+        self.assertFalse(is_ai_span(make_span(span_name)))
+
+    def test_rejects_non_ai_attributes(self):
+        span = make_span("http.request", {"http.method": "GET", "http.url": "/"})
+        self.assertFalse(is_ai_span(span))
+
+    def test_empty_span(self):
+        self.assertFalse(is_ai_span(make_span("test", {})))
+
+    def test_none_attributes(self):
+        span = make_span("test")
+        span.attributes = None
+        self.assertFalse(is_ai_span(span))
diff --git a/posthog/test/ai/test_async_stream_wrapper.py b/posthog/test/ai/test_async_stream_wrapper.py
new file mode 100644
index 00000000..7cdba829
--- /dev/null
+++ b/posthog/test/ai/test_async_stream_wrapper.py
@@ -0,0 +1,143 @@
+"""Unit tests for AsyncStreamWrapper (no external SDKs required)."""
+
+import pytest
+
+from posthog.ai.stream import AsyncStreamWrapper
+from posthog.test.ai.utils import RecordingAsyncStream
+
+
+@pytest.mark.asyncio
+async def test_async_for_iteration_still_works():
+    async def gen():
+        yield 1
+        yield 2
+        yield 3
+
+    wrapper = AsyncStreamWrapper(gen())
+    assert [item async for item in wrapper] == [1, 2, 3]
+
+
+@pytest.mark.asyncio
+async def test_async_with_yields_self_and_iterates():
+    async def gen():
+        yield "a"
+        yield "b"
+
+    wrapper = AsyncStreamWrapper(gen())
+    async with wrapper as stream:
+        assert stream is wrapper
+        assert [item async for item in stream] == ["a", "b"]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("consume_all", [False, True])
+async def test_finally_block_runs_on_exit(consume_all):
+    captured = []
+
+    async def gen():
+        try:
+            yield 1
+            yield 2
+            yield 3
+        finally:
+            captured.append("done")
+
+    async with AsyncStreamWrapper(gen()) as stream:
+        async for item in stream:
+            if not consume_all and item == 1:
+                break
+
+    assert captured == ["done"]
+
+
+@pytest.mark.asyncio
+async def test_exit_closes_underlying_provider_stream():
+    source = RecordingAsyncStream([1, 2, 3])
+
+    async def gen():
+        async for item in source:
+            yield item
+
+    async with AsyncStreamWrapper(gen(), source) as stream:
+        async for _ in stream:
+            break
+
+    assert source.closed is True
+
+
+@pytest.mark.asyncio
+async def test_provider_stream_closed_even_if_generator_aclose_raises():
+    source = RecordingAsyncStream([1, 2, 3])
+
+    async def gen():
+        try:
+            async for item in source:
+                yield item
+        finally:
+            raise RuntimeError("capture blew up")
+
+    with pytest.raises(RuntimeError, match="capture blew up"):
+        async with AsyncStreamWrapper(gen(), source) as stream:
+            async for _ in stream:
+                break
+
+    assert source.closed is True
+
+
+@pytest.mark.asyncio
+async def test_exception_in_body_propagates():
+    source = RecordingAsyncStream([1, 2, 3])
+
+    async def gen():
+        async for item in source:
+            yield item
+
+    with pytest.raises(ValueError, match="boom"):
+        async with AsyncStreamWrapper(gen(), source) as stream:
+            async for _ in stream:
+                raise ValueError("boom")
+
+    assert source.closed is True
+
+
+@pytest.mark.asyncio
+async def test_getattr_proxies_to_provider_stream():
+    source = RecordingAsyncStream([])
+
+    async def gen():
+        if False:
+            yield  # make this an async generator
+
+    wrapper = AsyncStreamWrapper(gen(), source)
+    assert wrapper.response == "provider-response"
+
+
+@pytest.mark.asyncio
+async def test_aclose_runs_generator_finally_and_captures():
+    source = RecordingAsyncStream([1, 2, 3])
+    captured = []
+
+    async def gen():
+        try:
+            async for item in source:
+                yield item
+        finally:
+            captured.append("done")
+
+    wrapper = AsyncStreamWrapper(gen(), source)
+    await wrapper.__anext__()
+    await wrapper.aclose()
+
+    assert captured == ["done"]
+
+
+@pytest.mark.asyncio
+async def test_getattr_does_not_proxy_private_names():
+    source = RecordingAsyncStream([])
+
+    async def gen():
+        if False:
+            yield
+
+    wrapper = AsyncStreamWrapper(gen(), source)
+    assert not hasattr(wrapper, "_nonexistent_private")
diff --git a/posthog/test/ai/test_gateway.py b/posthog/test/ai/test_gateway.py
new file mode 100644
index 00000000..584517b0
--- /dev/null
+++ b/posthog/test/ai/test_gateway.py
@@ -0,0 +1,148 @@
+import logging
+
+import pytest
+
+from posthog.ai.gateway import (
+    POSTHOG_AI_GATEWAY_HOSTS,
+    is_posthog_ai_gateway_url,
+    warn_if_posthog_ai_gateway,
+    warn_if_posthog_ai_gateway_otel_attributes,
+)
+
+
+@pytest.mark.parametrize("host", POSTHOG_AI_GATEWAY_HOSTS)
+def test_detects_every_gateway_host(host):
+    assert is_posthog_ai_gateway_url(f"https://{host}/v1") is True
+
+
+@pytest.mark.parametrize(
+    "url",
+    [
+        "https://gateway.us.posthog.com/v1",
+        "https://gateway.us.posthog.com/signals/v1",
+        "https://gateway.us.posthog.com/anthropic",
+    ],
+)
+def test_detects_live_host_with_route_prefix(url):
+    assert is_posthog_ai_gateway_url(url) is True
+
+
+@pytest.mark.parametrize(
+    "label,url",
+    [
+        ("http scheme", "http://gateway.us.posthog.com/v1"),
+        ("uppercase host", "https://GATEWAY.US.POSTHOG.COM/v1"),
+        ("missing scheme", "gateway.us.posthog.com/v1"),
+        ("port", "http://gateway.us.posthog.com:443/anthropic"),
+    ],
+)
+def test_matches_gateway_host_variants(label, url):
+    assert is_posthog_ai_gateway_url(url) is True
+
+
+@pytest.mark.parametrize(
+    "label,url",
+    [
+        ("ingestion host", "https://us.i.posthog.com"),
+        ("app host", "https://eu.posthog.com"),
+        ("openai", "https://api.openai.com/v1"),
+        ("anthropic", "https://api.anthropic.com"),
+        ("look-alike domain", "https://gateway.us.posthog.com.evil.example/v1"),
+    ],
+)
+def test_does_not_match_non_gateway_url(label, url):
+    assert is_posthog_ai_gateway_url(url) is False
+
+
+@pytest.mark.parametrize(
+    "label,value",
+    [
+        ("empty string", ""),
+        ("none", None),
+        ("malformed", "::::not a url"),
+    ],
+)
+def test_does_not_match_empty_or_malformed(label, value):
+    assert is_posthog_ai_gateway_url(value) is False
+
+
+def _warnings(caplog):
+    return [r for r in caplog.records if r.levelno == logging.WARNING]
+
+
+def test_warns_with_double_counting_message(caplog):
+    with caplog.at_level(logging.WARNING, logger="posthog"):
+        warn_if_posthog_ai_gateway("https://gateway.us.posthog.com/v1")
+
+    warnings = _warnings(caplog)
+    assert len(warnings) == 1
+    message = warnings[0].getMessage()
+    assert "[PostHog]" in message
+    assert "PostHog AI Gateway" in message
+    assert "$ai_generation" in message
+    assert "double-counted and double-billed" in message
+    assert "https://posthog.com/docs/ai-observability" in message
+
+
+def test_warns_on_every_gateway_call(caplog):
+    with caplog.at_level(logging.WARNING, logger="posthog"):
+        for _ in range(5):
+            warn_if_posthog_ai_gateway("https://gateway.us.posthog.com/v1")
+
+    assert len(_warnings(caplog)) == 5
+
+
+@pytest.mark.parametrize(
+    "base_url",
+    ["https://api.openai.com/v1", None, ""],
+)
+def test_does_not_warn_for_non_gateway(base_url, caplog):
+    with caplog.at_level(logging.WARNING, logger="posthog"):
+        warn_if_posthog_ai_gateway(base_url)
+
+    assert _warnings(caplog) == []
+
+
+@pytest.mark.parametrize(
+    "label,attributes",
+    [
+        ("server.address bare host", {"server.address": "gateway.us.posthog.com"}),
+        (
+            "url.full full URL",
+            {"url.full": "https://gateway.us.posthog.com/v1/chat/completions"},
+        ),
+    ],
+)
+def test_otel_attributes_warn_when_gateway_detected(label, attributes, caplog):
+    with caplog.at_level(logging.WARNING, logger="posthog"):
+        warn_if_posthog_ai_gateway_otel_attributes(attributes)
+
+    assert len(_warnings(caplog)) == 1
+    assert "PostHog AI Gateway" in _warnings(caplog)[0].getMessage()
+
+
+def test_otel_attributes_warn_at_most_once_per_span(caplog):
+    with caplog.at_level(logging.WARNING, logger="posthog"):
+        warn_if_posthog_ai_gateway_otel_attributes(
+            {
+                "server.address": "gateway.us.posthog.com",
+                "url.full": "https://gateway.us.posthog.com/v1",
+            }
+        )
+
+    assert len(_warnings(caplog)) == 1
+
+
+@pytest.mark.parametrize(
+    "label,attributes",
+    [
+        ("none", None),
+        ("empty", {}),
+        ("non-gateway", {"server.address": "api.openai.com"}),
+    ],
+)
+def test_otel_attributes_silent_for_non_gateway(label, attributes, caplog):
+    with caplog.at_level(logging.WARNING, logger="posthog"):
+        warn_if_posthog_ai_gateway_otel_attributes(attributes)
+
+    assert _warnings(caplog) == []
diff --git a/posthog/test/ai/test_prompts.py b/posthog/test/ai/test_prompts.py
new file mode 100644
index 00000000..47105fbd
--- /dev/null
+++ b/posthog/test/ai/test_prompts.py
@@ -0,0 +1,1116 @@
+import unittest
+import warnings
+from unittest.mock import MagicMock, patch
+
+from parameterized import parameterized
+
+from posthog.ai.prompts import PromptResult, Prompts
+
+
+class MockResponse:
+    """Mock HTTP response for testing."""
+
+    def __init__(self, json_data=None, status_code=200, ok=True):
+        self._json_data = json_data
+        self.status_code = status_code
+        self.ok = ok
+
+    def json(self):
+        if self._json_data is None:
+            raise ValueError("No JSON data")
+        return self._json_data
+
+
+class TestPrompts(unittest.TestCase):
+    """Tests for the Prompts class."""
+
+    mock_prompt_response = {
+        "id": 1,
+        "name": "test-prompt",
+        "prompt": "Hello, {{name}}! You are a helpful assistant for {{company}}.",
+        "version": 1,
+        "created_by": "user@example.com",
+        "created_at": "2024-01-01T00:00:00Z",
+        "updated_at": "2024-01-01T00:00:00Z",
+        "deleted": False,
+    }
+
+    def create_mock_posthog(
+        self,
+        personal_api_key="phx_test_key",
+        project_api_key="phc_test_key",
+        host="https://us.posthog.com",
+    ):
+        """Create a mock PostHog client."""
+        mock = MagicMock()
+        mock.personal_api_key = personal_api_key
+        mock.api_key = project_api_key
+        mock.raw_host = host
+        return mock
+
+
+class TestPromptsGet(TestPrompts):
+    """Tests for the Prompts.get() method."""
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_successfully_fetch_a_prompt(self, mock_get_session):
+        """Should successfully fetch a prompt."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.get("test-prompt")
+
+        self.assertEqual(result, self.mock_prompt_response["prompt"])
+        mock_get.assert_called_once()
+        call_args = mock_get.call_args
+        self.assertEqual(
+            call_args[0][0],
+            "https://us.posthog.com/api/environments/@current/llm_prompts/name/test-prompt/?token=phc_test_key",
+        )
+        self.assertIn("Authorization", call_args[1]["headers"])
+        self.assertEqual(
+            call_args[1]["headers"]["Authorization"], "Bearer phx_test_key"
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_successfully_fetch_a_specific_prompt_version(self, mock_get_session):
+        """Should successfully fetch a specific prompt version."""
+        mock_get = mock_get_session.return_value.get
+        versioned_prompt_response = {
+            **self.mock_prompt_response,
+            "prompt": "Prompt version 1",
+            "version": 1,
+        }
+        mock_get.return_value = MockResponse(json_data=versioned_prompt_response)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.get("test-prompt", version=1)
+
+        self.assertEqual(result, versioned_prompt_response["prompt"])
+        mock_get.assert_called_once()
+        call_args = mock_get.call_args
+        self.assertEqual(
+            call_args[0][0],
+            "https://us.posthog.com/api/environments/@current/llm_prompts/name/test-prompt/?token=phc_test_key&version=1",
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    @patch("posthog.ai.prompts.time.time")
+    def test_return_cached_prompt_when_fresh(self, mock_time, mock_get_session):
+        """Should return cached prompt when fresh (no API call)."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+        mock_time.return_value = 1000.0
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        # First call - fetches from API
+        result1 = prompts.get("test-prompt", cache_ttl_seconds=300)
+        self.assertEqual(result1, self.mock_prompt_response["prompt"])
+        self.assertEqual(mock_get.call_count, 1)
+
+        # Advance time by 60 seconds (still within TTL)
+        mock_time.return_value = 1060.0
+
+        # Second call - should use cache
+        result2 = prompts.get("test-prompt", cache_ttl_seconds=300)
+        self.assertEqual(result2, self.mock_prompt_response["prompt"])
+        self.assertEqual(mock_get.call_count, 1)  # No additional fetch
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_cache_latest_and_versioned_prompts_separately(self, mock_get_session):
+        """Should cache latest and historical prompt versions separately."""
+        mock_get = mock_get_session.return_value.get
+        latest_prompt_response = {
+            **self.mock_prompt_response,
+            "prompt": "Latest prompt",
+            "version": 2,
+        }
+        versioned_prompt_response = {
+            **self.mock_prompt_response,
+            "prompt": "Prompt version 1",
+            "version": 1,
+        }
+
+        mock_get.side_effect = [
+            MockResponse(json_data=latest_prompt_response),
+            MockResponse(json_data=versioned_prompt_response),
+        ]
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        self.assertEqual(prompts.get("test-prompt"), latest_prompt_response["prompt"])
+        self.assertEqual(
+            prompts.get("test-prompt", version=1),
+            versioned_prompt_response["prompt"],
+        )
+        self.assertEqual(prompts.get("test-prompt"), latest_prompt_response["prompt"])
+        self.assertEqual(
+            prompts.get("test-prompt", version=1),
+            versioned_prompt_response["prompt"],
+        )
+        self.assertEqual(mock_get.call_count, 2)
+
+    @patch("posthog.ai.prompts._get_session")
+    @patch("posthog.ai.prompts.time.time")
+    def test_refetch_when_cache_is_stale(self, mock_time, mock_get_session):
+        """Should refetch when cache is stale."""
+        mock_get = mock_get_session.return_value.get
+        updated_prompt_response = {
+            **self.mock_prompt_response,
+            "prompt": "Updated prompt: Hello, {{name}}!",
+        }
+
+        mock_get.side_effect = [
+            MockResponse(json_data=self.mock_prompt_response),
+            MockResponse(json_data=updated_prompt_response),
+        ]
+        mock_time.return_value = 1000.0
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        # First call - fetches from API
+        result1 = prompts.get("test-prompt", cache_ttl_seconds=60)
+        self.assertEqual(result1, self.mock_prompt_response["prompt"])
+        self.assertEqual(mock_get.call_count, 1)
+
+        # Advance time past TTL
+        mock_time.return_value = 1061.0
+
+        # Second call - should refetch
+        result2 = prompts.get("test-prompt", cache_ttl_seconds=60)
+        self.assertEqual(result2, updated_prompt_response["prompt"])
+        self.assertEqual(mock_get.call_count, 2)
+
+    @patch("posthog.ai.prompts._get_session")
+    @patch("posthog.ai.prompts.time.time")
+    @patch("posthog.ai.prompts.log")
+    def test_use_stale_cache_on_fetch_failure_with_warning(
+        self, mock_log, mock_time, mock_get_session
+    ):
+        """Should use stale cache on fetch failure with warning."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = [
+            MockResponse(json_data=self.mock_prompt_response),
+            Exception("Network error"),
+        ]
+        mock_time.return_value = 1000.0
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        # First call - populates cache
+        result1 = prompts.get("test-prompt", cache_ttl_seconds=60)
+        self.assertEqual(result1, self.mock_prompt_response["prompt"])
+
+        # Advance time past TTL
+        mock_time.return_value = 1061.0
+
+        # Second call - should use stale cache
+        result2 = prompts.get("test-prompt", cache_ttl_seconds=60)
+        self.assertEqual(result2, self.mock_prompt_response["prompt"])
+
+        # Check warning was logged
+        mock_log.warning.assert_called()
+        warning_call = mock_log.warning.call_args
+        self.assertIn("using stale cache", warning_call[0][0])
+
+    @patch("posthog.ai.prompts._get_session")
+    @patch("posthog.ai.prompts.log")
+    def test_use_fallback_when_no_cache_and_fetch_fails_with_warning(
+        self, mock_log, mock_get_session
+    ):
+        """Should use fallback when no cache and fetch fails with warning."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = Exception("Network error")
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        fallback = "Default system prompt."
+        result = prompts.get("test-prompt", fallback=fallback)
+
+        self.assertEqual(result, fallback)
+
+        # Check warning was logged
+        mock_log.warning.assert_called()
+        warning_call = mock_log.warning.call_args
+        self.assertIn("using fallback", warning_call[0][0])
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_throw_when_no_cache_no_fallback_and_fetch_fails(self, mock_get_session):
+        """Should throw when no cache, no fallback, and fetch fails."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = Exception("Network error")
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        with self.assertRaises(Exception) as context:
+            prompts.get("test-prompt")
+
+        self.assertIn("Network error", str(context.exception))
+
+    @parameterized.expand(
+        [
+            ("latest", {}, 'Prompt "nonexistent-prompt" not found'),
+            (
+                "versioned",
+                {"version": 3},
+                'Prompt "nonexistent-prompt" version 3 not found',
+            ),
+        ]
+    )
+    @patch("posthog.ai.prompts._get_session")
+    def test_handle_404_response(
+        self, _scenario, get_kwargs, expected_message, mock_get_session
+    ):
+        """Should handle 404 responses for latest and versioned prompts."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(status_code=404, ok=False)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        with self.assertRaises(Exception) as context:
+            prompts.get("nonexistent-prompt", **get_kwargs)
+
+        self.assertIn(expected_message, str(context.exception))
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_handle_403_response(self, mock_get_session):
+        """Should handle 403 response."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(status_code=403, ok=False)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        with self.assertRaises(Exception) as context:
+            prompts.get("restricted-prompt")
+
+        self.assertIn(
+            'Access denied for prompt "restricted-prompt"', str(context.exception)
+        )
+
+    def test_throw_when_no_personal_api_key_configured(self):
+        """Should throw when no personal_api_key is configured."""
+        posthog = self.create_mock_posthog(personal_api_key=None)
+        prompts = Prompts(posthog)
+
+        with self.assertRaises(Exception) as context:
+            prompts.get("test-prompt")
+
+        self.assertIn(
+            "personal_api_key is required to fetch prompts", str(context.exception)
+        )
+
+    def test_throw_when_no_project_api_key_configured(self):
+        """Should throw when no project_api_key is configured."""
+        posthog = self.create_mock_posthog(project_api_key=None)
+        prompts = Prompts(posthog)
+
+        with self.assertRaises(Exception) as context:
+            prompts.get("test-prompt")
+
+        self.assertIn(
+            "project_api_key is required to fetch prompts", str(context.exception)
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_throw_when_api_returns_invalid_response_format(self, mock_get_session):
+        """Should throw when API returns invalid response format."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data={"invalid": "response"})
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        with self.assertRaises(Exception) as context:
+            prompts.get("test-prompt")
+
+        self.assertIn("Invalid response format", str(context.exception))
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_use_custom_host_from_posthog_options(self, mock_get_session):
+        """Should use custom host from PostHog options."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        posthog = self.create_mock_posthog(host="https://eu.posthog.com")
+        prompts = Prompts(posthog)
+
+        prompts.get("test-prompt")
+
+        call_args = mock_get.call_args
+        self.assertTrue(
+            call_args[0][0].startswith(
+                "https://eu.posthog.com/api/environments/@current/llm_prompts/name/test-prompt/?token=phc_test_key"
+            ),
+            f"Expected URL to start with 'https://eu.posthog.com/api/environments/@current/llm_prompts/name/test-prompt/?token=phc_test_key', got {call_args[0][0]}",
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    @patch("posthog.ai.prompts.time.time")
+    def test_use_default_cache_ttl_5_minutes(self, mock_time, mock_get_session):
+        """Should use default cache TTL (5 minutes) when not specified."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+        mock_time.return_value = 1000.0
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        # First call
+        prompts.get("test-prompt")
+        self.assertEqual(mock_get.call_count, 1)
+
+        # Advance time by 4 minutes (within default 5-minute TTL)
+        mock_time.return_value = 1000.0 + (4 * 60)
+
+        # Second call - should use cache
+        prompts.get("test-prompt")
+        self.assertEqual(mock_get.call_count, 1)
+
+        # Advance time past 5-minute TTL
+        mock_time.return_value = 1000.0 + (6 * 60)
+
+        # Third call - should refetch
+        prompts.get("test-prompt")
+        self.assertEqual(mock_get.call_count, 2)
+
+    @patch("posthog.ai.prompts._get_session")
+    @patch("posthog.ai.prompts.time.time")
+    def test_use_custom_default_cache_ttl_from_constructor(
+        self, mock_time, mock_get_session
+    ):
+        """Should use custom default cache TTL from constructor."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+        mock_time.return_value = 1000.0
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog, default_cache_ttl_seconds=60)
+
+        # First call
+        prompts.get("test-prompt")
+        self.assertEqual(mock_get.call_count, 1)
+
+        # Advance time past custom TTL
+        mock_time.return_value = 1061.0
+
+        # Second call - should refetch
+        prompts.get("test-prompt")
+        self.assertEqual(mock_get.call_count, 2)
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_url_encode_prompt_names_with_special_characters(self, mock_get_session):
+        """Should URL-encode prompt names with special characters."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        prompts.get("prompt with spaces/and/slashes")
+
+        call_args = mock_get.call_args
+        self.assertEqual(
+            call_args[0][0],
+            "https://us.posthog.com/api/environments/@current/llm_prompts/name/prompt%20with%20spaces%2Fand%2Fslashes/?token=phc_test_key",
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_work_with_direct_options_no_posthog_client(self, mock_get_session):
+        """Should work with direct options (no PostHog client)."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        prompts = Prompts(
+            personal_api_key="phx_direct_key", project_api_key="phc_direct_key"
+        )
+
+        result = prompts.get("test-prompt")
+
+        self.assertEqual(result, self.mock_prompt_response["prompt"])
+        call_args = mock_get.call_args
+        self.assertEqual(
+            call_args[0][0],
+            "https://us.posthog.com/api/environments/@current/llm_prompts/name/test-prompt/?token=phc_direct_key",
+        )
+        self.assertEqual(
+            call_args[1]["headers"]["Authorization"], "Bearer phx_direct_key"
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_use_custom_host_from_direct_options(self, mock_get_session):
+        """Should use custom host from direct options."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        prompts = Prompts(
+            personal_api_key="phx_direct_key",
+            project_api_key="phc_direct_key",
+            host="https://eu.posthog.com",
+        )
+
+        prompts.get("test-prompt")
+
+        call_args = mock_get.call_args
+        self.assertEqual(
+            call_args[0][0],
+            "https://eu.posthog.com/api/environments/@current/llm_prompts/name/test-prompt/?token=phc_direct_key",
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    @patch("posthog.ai.prompts.time.time")
+    def test_use_custom_default_cache_ttl_from_direct_options(
+        self, mock_time, mock_get_session
+    ):
+        """Should use custom default cache TTL from direct options."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+        mock_time.return_value = 1000.0
+
+        prompts = Prompts(
+            personal_api_key="phx_direct_key",
+            project_api_key="phc_direct_key",
+            default_cache_ttl_seconds=60,
+        )
+
+        # First call
+        prompts.get("test-prompt")
+        self.assertEqual(mock_get.call_count, 1)
+
+        # Advance time past custom TTL
+        mock_time.return_value = 1061.0
+
+        # Second call - should refetch
+        prompts.get("test-prompt")
+        self.assertEqual(mock_get.call_count, 2)
+
+
+class TestPromptsGetWithMetadata(TestPrompts):
+    """Tests for Prompts.get() with with_metadata=True."""
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_return_prompt_result_with_source_api_on_fresh_fetch(
+        self, mock_get_session
+    ):
+        """Should return a PromptResult with source='api' on a fresh fetch."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.get("test-prompt", with_metadata=True)
+
+        self.assertEqual(
+            result,
+            PromptResult(
+                source="api",
+                prompt=self.mock_prompt_response["prompt"],
+                name="test-prompt",
+                version=1,
+            ),
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_return_source_cache_on_fresh_cache_hit(self, mock_get_session):
+        """Should return source='cache' on a fresh cache hit."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        # First call populates cache
+        prompts.get("test-prompt", with_metadata=True)
+
+        # Second call should hit cache
+        result = prompts.get("test-prompt", with_metadata=True, cache_ttl_seconds=300)
+
+        self.assertEqual(result.source, "cache")
+        self.assertEqual(result.prompt, self.mock_prompt_response["prompt"])
+        self.assertEqual(result.name, "test-prompt")
+        self.assertEqual(result.version, 1)
+        self.assertEqual(mock_get.call_count, 1)
+
+    @patch("posthog.ai.prompts._get_session")
+    @patch("posthog.ai.prompts.time.time")
+    def test_return_source_stale_cache_on_fetch_failure(
+        self, mock_time, mock_get_session
+    ):
+        """Should return source='stale_cache' on fetch failure with stale cache."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = [
+            MockResponse(json_data=self.mock_prompt_response),
+            Exception("Network error"),
+        ]
+        mock_time.return_value = 1000.0
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        # First call populates cache
+        prompts.get("test-prompt", with_metadata=True, cache_ttl_seconds=60)
+
+        # Advance past TTL
+        mock_time.return_value = 1061.0
+
+        # Second call should use stale cache
+        result = prompts.get("test-prompt", with_metadata=True, cache_ttl_seconds=60)
+
+        self.assertEqual(result.source, "stale_cache")
+        self.assertEqual(result.prompt, self.mock_prompt_response["prompt"])
+        self.assertEqual(result.name, "test-prompt")
+        self.assertEqual(result.version, 1)
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_return_source_code_fallback_with_none_metadata(self, mock_get_session):
+        """Should return source='code_fallback' with name=None, version=None."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = Exception("Network error")
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.get(
+            "test-prompt", with_metadata=True, fallback="Default system prompt."
+        )
+
+        self.assertEqual(
+            result,
+            PromptResult(
+                source="code_fallback",
+                prompt="Default system prompt.",
+                name=None,
+                version=None,
+            ),
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_throw_when_no_cache_and_no_fallback(self, mock_get_session):
+        """Should throw when no cache and no fallback."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = Exception("Network error")
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        with self.assertRaises(Exception) as context:
+            prompts.get("test-prompt", with_metadata=True)
+
+        self.assertIn("Network error", str(context.exception))
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_return_correct_version_metadata_for_versioned_fetch(
+        self, mock_get_session
+    ):
+        """Should return correct version metadata for versioned fetches."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(
+            json_data={
+                **self.mock_prompt_response,
+                "version": 3,
+                "prompt": "Version 3 prompt",
+            }
+        )
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.get("test-prompt", with_metadata=True, version=3)
+
+        self.assertEqual(
+            result,
+            PromptResult(
+                source="api",
+                prompt="Version 3 prompt",
+                name="test-prompt",
+                version=3,
+            ),
+        )
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_share_cache_with_non_metadata_calls(self, mock_get_session):
+        """Should share cache between with_metadata=True and with_metadata=False."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        # First call without metadata populates cache
+        string_result = prompts.get("test-prompt", with_metadata=False)
+        self.assertEqual(string_result, self.mock_prompt_response["prompt"])
+
+        # Second call with metadata should use cache
+        metadata_result = prompts.get("test-prompt", with_metadata=True)
+        self.assertEqual(
+            metadata_result,
+            PromptResult(
+                source="cache",
+                prompt=self.mock_prompt_response["prompt"],
+                name="test-prompt",
+                version=1,
+            ),
+        )
+        self.assertEqual(mock_get.call_count, 1)
+
+
+class TestPromptsGetDeprecationWarning(TestPrompts):
+    """Tests for the deprecation warning when with_metadata is not passed."""
+
+    @parameterized.expand(
+        [
+            ("not_passed", None, 1),
+            ("explicit_false", False, 0),
+            ("explicit_true", True, 0),
+        ]
+    )
+    @patch("posthog.ai.prompts._get_session")
+    def test_deprecation_warning_count(
+        self, _scenario, with_metadata, expected_warnings, mock_get_session
+    ):
+        """Should emit the correct number of deprecation warnings."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        kwargs = {}
+        if with_metadata is not None:
+            kwargs["with_metadata"] = with_metadata
+
+        with warnings.catch_warnings(record=True) as caught:
+            warnings.simplefilter("always")
+            prompts.get("test-prompt", **kwargs)
+            # Second call — should never warn again
+            prompts.get("test-prompt", **kwargs)
+
+        deprecation_warnings = [
+            w for w in caught if issubclass(w.category, DeprecationWarning)
+        ]
+        self.assertEqual(len(deprecation_warnings), expected_warnings)
+
+
+class TestPromptsApiResponseValidation(TestPrompts):
+    """Tests for strengthened API response validation."""
+
+    @parameterized.expand(
+        [
+            ("missing_name", {"prompt": "hello", "version": 1}),
+            ("missing_version", {"prompt": "hello", "name": "test"}),
+            ("name_not_string", {"prompt": "hello", "name": 123, "version": 1}),
+            ("version_not_int", {"prompt": "hello", "name": "test", "version": "1"}),
+        ]
+    )
+    @patch("posthog.ai.prompts._get_session")
+    def test_reject_api_response_with_invalid_metadata(
+        self, _scenario, json_data, mock_get_session
+    ):
+        """Should reject API responses with missing or invalid name/version."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=json_data)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        with self.assertRaises(Exception) as context:
+            prompts.get("test-prompt", with_metadata=True)
+
+        self.assertIn("Invalid response format", str(context.exception))
+
+
+class TestPromptsCompile(TestPrompts):
+    """Tests for the Prompts.compile() method."""
+
+    def test_replace_a_single_variable(self):
+        """Should replace a single variable."""
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.compile("Hello, {{name}}!", {"name": "World"})
+
+        self.assertEqual(result, "Hello, World!")
+
+    def test_replace_multiple_variables(self):
+        """Should replace multiple variables."""
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.compile(
+            "Hello, {{name}}! Welcome to {{company}}. Your tier is {{tier}}.",
+            {"name": "John", "company": "Acme Corp", "tier": "premium"},
+        )
+
+        self.assertEqual(
+            result, "Hello, John! Welcome to Acme Corp. Your tier is premium."
+        )
+
+    def test_handle_numbers(self):
+        """Should handle numbers."""
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.compile("You have {{count}} items.", {"count": 42})
+
+        self.assertEqual(result, "You have 42 items.")
+
+    def test_handle_booleans(self):
+        """Should handle booleans."""
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.compile("Feature enabled: {{enabled}}", {"enabled": True})
+
+        self.assertEqual(result, "Feature enabled: True")
+
+    def test_leave_unmatched_variables_unchanged(self):
+        """Should leave unmatched variables unchanged."""
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.compile(
+            "Hello, {{name}}! Your {{unknown}} is ready.", {"name": "World"}
+        )
+
+        self.assertEqual(result, "Hello, World! Your {{unknown}} is ready.")
+
+    def test_handle_prompts_with_no_variables(self):
+        """Should handle prompts with no variables."""
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.compile("You are a helpful assistant.", {})
+
+        self.assertEqual(result, "You are a helpful assistant.")
+
+    def test_handle_empty_variables_dict(self):
+        """Should handle empty variables dict."""
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.compile("Hello, {{name}}!", {})
+
+        self.assertEqual(result, "Hello, {{name}}!")
+
+    def test_handle_multiple_occurrences_of_same_variable(self):
+        """Should handle multiple occurrences of the same variable."""
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        result = prompts.compile(
+            "Hello, {{name}}! Goodbye, {{name}}!", {"name": "World"}
+        )
+
+        self.assertEqual(result, "Hello, World! Goodbye, World!")
+
+    def test_work_with_direct_options_initialization(self):
+        """Should work with direct options initialization."""
+        prompts = Prompts(
+            personal_api_key="phx_test_key", project_api_key="phc_test_key"
+        )
+
+        result = prompts.compile("Hello, {{name}}!", {"name": "World"})
+
+        self.assertEqual(result, "Hello, World!")
+
+    def test_handle_variables_with_hyphens(self):
+        """Should handle variables with hyphens."""
+        prompts = Prompts(
+            personal_api_key="phx_test_key", project_api_key="phc_test_key"
+        )
+
+        result = prompts.compile("User ID: {{user-id}}", {"user-id": "12345"})
+
+        self.assertEqual(result, "User ID: 12345")
+
+    def test_handle_variables_with_dots(self):
+        """Should handle variables with dots."""
+        prompts = Prompts(
+            personal_api_key="phx_test_key", project_api_key="phc_test_key"
+        )
+
+        result = prompts.compile("Company: {{company.name}}", {"company.name": "Acme"})
+
+        self.assertEqual(result, "Company: Acme")
+
+
+class TestPromptsCaptureErrors(TestPrompts):
+    """Tests for the capture_errors option."""
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_capture_exception_called_on_fetch_failure_with_fallback(
+        self, mock_get_session
+    ):
+        """Should call capture_exception on fetch failure when capture_errors=True."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = Exception("Network error")
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog, capture_errors=True)
+
+        result = prompts.get("test-prompt", fallback="fallback prompt", version=3)
+
+        self.assertEqual(result, "fallback prompt")
+        posthog.capture_exception.assert_called_once()
+        captured_exc = posthog.capture_exception.call_args[0][0]
+        self.assertIn("Network error", str(captured_exc))
+
+        properties = posthog.capture_exception.call_args.kwargs["properties"]
+        self.assertEqual(properties["$lib_feature"], "ai.prompts")
+        self.assertEqual(properties["prompt_name"], "test-prompt")
+        self.assertEqual(properties["prompt_version"], 3)
+        self.assertEqual(properties["posthog_host"], "https://us.posthog.com")
+
+    @patch("posthog.ai.prompts._get_session")
+    @patch("posthog.ai.prompts.time.time")
+    def test_capture_exception_called_on_fetch_failure_with_stale_cache(
+        self, mock_time, mock_get_session
+    ):
+        """Should call capture_exception when falling back to stale cache."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = [
+            MockResponse(json_data=self.mock_prompt_response),
+            Exception("Network error"),
+        ]
+        mock_time.return_value = 1000.0
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog, capture_errors=True)
+
+        # First call populates cache
+        prompts.get("test-prompt", cache_ttl_seconds=60)
+
+        # Expire cache
+        mock_time.return_value = 1061.0
+
+        # Second call falls back to stale cache
+        result = prompts.get("test-prompt", cache_ttl_seconds=60)
+        self.assertEqual(result, self.mock_prompt_response["prompt"])
+        posthog.capture_exception.assert_called_once()
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_capture_exception_called_when_error_is_raised(self, mock_get_session):
+        """Should call capture_exception even when the error is re-raised (no fallback, no cache)."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = Exception("Network error")
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog, capture_errors=True)
+
+        with self.assertRaises(Exception):
+            prompts.get("test-prompt")
+
+        posthog.capture_exception.assert_called_once()
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_no_capture_exception_when_capture_errors_is_false(self, mock_get_session):
+        """Should NOT call capture_exception when capture_errors=False (default)."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = Exception("Network error")
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        prompts.get("test-prompt", fallback="fallback prompt")
+
+        posthog.capture_exception.assert_not_called()
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_no_capture_exception_without_client(self, mock_get_session):
+        """Should not error when capture_errors=True but no client provided."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = Exception("Network error")
+
+        prompts = Prompts(
+            personal_api_key="phx_test_key",
+            project_api_key="phc_test_key",
+            capture_errors=True,
+        )
+
+        result = prompts.get("test-prompt", fallback="fallback prompt")
+
+        self.assertEqual(result, "fallback prompt")
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_no_capture_exception_on_successful_fetch(self, mock_get_session):
+        """Should NOT call capture_exception on successful fetch."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.return_value = MockResponse(json_data=self.mock_prompt_response)
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog, capture_errors=True)
+
+        prompts.get("test-prompt")
+
+        posthog.capture_exception.assert_not_called()
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_capture_exception_failure_does_not_affect_fallback(self, mock_get_session):
+        """If capture_exception itself throws, the fallback should still be returned."""
+        mock_get = mock_get_session.return_value.get
+        mock_get.side_effect = Exception("Network error")
+
+        posthog = self.create_mock_posthog()
+        posthog.capture_exception.side_effect = Exception("capture failed")
+        prompts = Prompts(posthog, capture_errors=True)
+
+        result = prompts.get("test-prompt", fallback="fallback prompt")
+
+        self.assertEqual(result, "fallback prompt")
+
+
+class TestPromptsClearCache(TestPrompts):
+    """Tests for the Prompts.clear_cache() method."""
+
+    def _populate_versioned_cache(self, prompts, mock_get):
+        """Populate cache with latest and versioned entries for the same prompt."""
+        latest_prompt_response = {
+            **self.mock_prompt_response,
+            "prompt": "Latest prompt",
+            "version": 2,
+        }
+        versioned_prompt_response = {
+            **self.mock_prompt_response,
+            "prompt": "Prompt version 1",
+            "version": 1,
+        }
+        mock_get.side_effect = [
+            MockResponse(json_data=latest_prompt_response),
+            MockResponse(json_data=versioned_prompt_response),
+        ]
+
+        prompts.get("test-prompt")
+        prompts.get("test-prompt", version=1)
+
+        return latest_prompt_response, versioned_prompt_response
+
+    def test_clear_cache_with_version_and_no_name_raises_value_error(self):
+        """Should enforce that versioned cache clearing requires a prompt name."""
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        with self.assertRaises(ValueError) as context:
+            prompts.clear_cache(version=1)
+
+        self.assertIn("requires 'name'", str(context.exception))
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_clear_a_specific_prompt_from_cache(self, mock_get_session):
+        """Should clear a specific prompt from cache."""
+        mock_get = mock_get_session.return_value.get
+        other_prompt_response = {**self.mock_prompt_response, "name": "other-prompt"}
+
+        mock_get.side_effect = [
+            MockResponse(json_data=self.mock_prompt_response),
+            MockResponse(json_data=other_prompt_response),
+            MockResponse(json_data=self.mock_prompt_response),
+        ]
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        # Populate cache with two prompts
+        prompts.get("test-prompt")
+        prompts.get("other-prompt")
+        self.assertEqual(mock_get.call_count, 2)
+
+        # Clear only test-prompt
+        prompts.clear_cache("test-prompt")
+
+        # test-prompt should be refetched
+        prompts.get("test-prompt")
+        self.assertEqual(mock_get.call_count, 3)
+
+        # other-prompt should still be cached
+        prompts.get("other-prompt")
+        self.assertEqual(mock_get.call_count, 3)
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_clear_a_specific_prompt_version_from_cache(self, mock_get_session):
+        """Should clear only the requested prompt version from cache."""
+        mock_get = mock_get_session.return_value.get
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        _, versioned_prompt_response = self._populate_versioned_cache(prompts, mock_get)
+        self.assertEqual(mock_get.call_count, 2)
+
+        mock_get.side_effect = [MockResponse(json_data=versioned_prompt_response)]
+        prompts.clear_cache("test-prompt", version=1)
+
+        prompts.get("test-prompt")
+        self.assertEqual(mock_get.call_count, 2)
+
+        prompts.get("test-prompt", version=1)
+        self.assertEqual(mock_get.call_count, 3)
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_clear_a_prompt_name_clears_all_cached_versions(self, mock_get_session):
+        """Should clear latest and versioned cache entries for the same prompt name."""
+        mock_get = mock_get_session.return_value.get
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        latest_prompt_response, versioned_prompt_response = (
+            self._populate_versioned_cache(prompts, mock_get)
+        )
+        self.assertEqual(mock_get.call_count, 2)
+
+        mock_get.side_effect = [
+            MockResponse(json_data=latest_prompt_response),
+            MockResponse(json_data=versioned_prompt_response),
+        ]
+        prompts.clear_cache("test-prompt")
+
+        prompts.get("test-prompt")
+        prompts.get("test-prompt", version=1)
+        self.assertEqual(mock_get.call_count, 4)
+
+    @patch("posthog.ai.prompts._get_session")
+    def test_clear_all_prompts_from_cache(self, mock_get_session):
+        """Should clear all prompts from cache when no name is provided."""
+        mock_get = mock_get_session.return_value.get
+        other_prompt_response = {**self.mock_prompt_response, "name": "other-prompt"}
+
+        mock_get.side_effect = [
+            MockResponse(json_data=self.mock_prompt_response),
+            MockResponse(json_data=other_prompt_response),
+            MockResponse(json_data=self.mock_prompt_response),
+            MockResponse(json_data=other_prompt_response),
+        ]
+
+        posthog = self.create_mock_posthog()
+        prompts = Prompts(posthog)
+
+        # Populate cache with two prompts
+        prompts.get("test-prompt")
+        prompts.get("other-prompt")
+        self.assertEqual(mock_get.call_count, 2)
+
+        # Clear all cache
+        prompts.clear_cache()
+
+        # Both prompts should be refetched
+        prompts.get("test-prompt")
+        prompts.get("other-prompt")
+        self.assertEqual(mock_get.call_count, 4)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/posthog/test/ai/test_sanitization.py b/posthog/test/ai/test_sanitization.py
new file mode 100644
index 00000000..347e5387
--- /dev/null
+++ b/posthog/test/ai/test_sanitization.py
@@ -0,0 +1,541 @@
+import os
+import unittest
+
+from posthog.ai.sanitization import (
+    redact_base64_data_url,
+    sanitize_openai,
+    sanitize_openai_response,
+    sanitize_anthropic,
+    sanitize_gemini,
+    sanitize_langchain,
+    is_base64_data_url,
+    is_raw_base64,
+    REDACTED_IMAGE_PLACEHOLDER,
+)
+
+
+class TestSanitization(unittest.TestCase):
+    def setUp(self):
+        self.sample_base64_image = "data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQ..."
+        self.sample_base64_png = "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAUA..."
+        self.regular_url = "https://example.com/image.jpg"
+        self.raw_base64 = "iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUl=="
+
+    def test_is_base64_data_url(self):
+        self.assertTrue(is_base64_data_url(self.sample_base64_image))
+        self.assertTrue(is_base64_data_url(self.sample_base64_png))
+        self.assertFalse(is_base64_data_url(self.regular_url))
+        self.assertFalse(is_base64_data_url("regular text"))
+
+    def test_is_raw_base64(self):
+        self.assertTrue(is_raw_base64(self.raw_base64))
+        self.assertFalse(is_raw_base64("short"))
+        self.assertFalse(is_raw_base64(self.regular_url))
+        self.assertFalse(is_raw_base64("/path/to/file"))
+
+    def test_redact_base64_data_url(self):
+        self.assertEqual(
+            redact_base64_data_url(self.sample_base64_image), REDACTED_IMAGE_PLACEHOLDER
+        )
+        self.assertEqual(
+            redact_base64_data_url(self.sample_base64_png), REDACTED_IMAGE_PLACEHOLDER
+        )
+        self.assertEqual(redact_base64_data_url(self.regular_url), self.regular_url)
+        self.assertEqual(redact_base64_data_url(None), None)
+        self.assertEqual(redact_base64_data_url(123), 123)
+
+    def test_sanitize_openai(self):
+        input_data = [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": "What is in this image?"},
+                    {
+                        "type": "image_url",
+                        "image_url": {
+                            "url": self.sample_base64_image,
+                            "detail": "high",
+                        },
+                    },
+                ],
+            }
+        ]
+
+        result = sanitize_openai(input_data)
+
+        self.assertEqual(result[0]["content"][0]["text"], "What is in this image?")
+        self.assertEqual(
+            result[0]["content"][1]["image_url"]["url"], REDACTED_IMAGE_PLACEHOLDER
+        )
+        self.assertEqual(result[0]["content"][1]["image_url"]["detail"], "high")
+
+    def test_sanitize_openai_input_image(self):
+        input_data = [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "input_image",
+                        "image_url": self.sample_base64_image,
+                    }
+                ],
+            }
+        ]
+
+        result = sanitize_openai(input_data)
+
+        self.assertEqual(
+            result[0]["content"][0]["image_url"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+    def test_sanitize_openai_preserves_regular_urls(self):
+        input_data = [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image_url",
+                        "image_url": {"url": self.regular_url},
+                    }
+                ],
+            }
+        ]
+
+        result = sanitize_openai(input_data)
+        self.assertEqual(result[0]["content"][0]["image_url"]["url"], self.regular_url)
+
+    def test_sanitize_openai_response(self):
+        input_data = [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "input_image",
+                        "image_url": self.sample_base64_image,
+                    }
+                ],
+            }
+        ]
+
+        result = sanitize_openai_response(input_data)
+        self.assertEqual(
+            result[0]["content"][0]["image_url"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+    def test_sanitize_anthropic(self):
+        input_data = [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": "What is in this image?"},
+                    {
+                        "type": "image",
+                        "source": {
+                            "type": "base64",
+                            "media_type": "image/jpeg",
+                            "data": "base64data",
+                        },
+                    },
+                ],
+            }
+        ]
+
+        result = sanitize_anthropic(input_data)
+
+        self.assertEqual(result[0]["content"][0]["text"], "What is in this image?")
+        self.assertEqual(
+            result[0]["content"][1]["source"]["data"], REDACTED_IMAGE_PLACEHOLDER
+        )
+        self.assertEqual(result[0]["content"][1]["source"]["type"], "base64")
+        self.assertEqual(result[0]["content"][1]["source"]["media_type"], "image/jpeg")
+
+    def test_sanitize_gemini(self):
+        input_data = [
+            {
+                "parts": [
+                    {"text": "What is in this image?"},
+                    {
+                        "inline_data": {
+                            "mime_type": "image/jpeg",
+                            "data": "base64data",
+                        }
+                    },
+                ]
+            }
+        ]
+
+        result = sanitize_gemini(input_data)
+
+        self.assertEqual(result[0]["parts"][0]["text"], "What is in this image?")
+        self.assertEqual(
+            result[0]["parts"][1]["inline_data"]["data"], REDACTED_IMAGE_PLACEHOLDER
+        )
+        self.assertEqual(
+            result[0]["parts"][1]["inline_data"]["mime_type"], "image/jpeg"
+        )
+
+    def test_sanitize_langchain_openai_style(self):
+        input_data = [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image_url",
+                        "image_url": {"url": self.sample_base64_image},
+                    }
+                ],
+            }
+        ]
+
+        result = sanitize_langchain(input_data)
+        self.assertEqual(
+            result[0]["content"][0]["image_url"]["url"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+    def test_sanitize_langchain_anthropic_style(self):
+        input_data = [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image",
+                        "source": {"data": "base64data"},
+                    }
+                ],
+            }
+        ]
+
+        result = sanitize_langchain(input_data)
+        self.assertEqual(
+            result[0]["content"][0]["source"]["data"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+    def test_sanitize_with_data_url_format(self):
+        # Test that data URLs are properly detected and redacted across providers
+        data_url = "data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD"
+
+        # OpenAI format
+        openai_data = [
+            {
+                "role": "user",
+                "content": [{"type": "image_url", "image_url": {"url": data_url}}],
+            }
+        ]
+        result = sanitize_openai(openai_data)
+        self.assertEqual(
+            result[0]["content"][0]["image_url"]["url"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+        # Anthropic format
+        anthropic_data = [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image",
+                        "source": {
+                            "type": "base64",
+                            "media_type": "image/jpeg",
+                            "data": data_url,
+                        },
+                    }
+                ],
+            }
+        ]
+        result = sanitize_anthropic(anthropic_data)
+        self.assertEqual(
+            result[0]["content"][0]["source"]["data"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+        # LangChain format
+        langchain_data = [
+            {"role": "user", "content": [{"type": "image", "data": data_url}]}
+        ]
+        result = sanitize_langchain(langchain_data)
+        self.assertEqual(result[0]["content"][0]["data"], REDACTED_IMAGE_PLACEHOLDER)
+
+    def test_sanitize_with_raw_base64(self):
+        # Test that raw base64 strings (without data URL prefix) are detected
+        raw_base64 = "iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUl=="
+
+        # Test with Anthropic format
+        anthropic_data = [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image",
+                        "source": {
+                            "type": "base64",
+                            "media_type": "image/png",
+                            "data": raw_base64,
+                        },
+                    }
+                ],
+            }
+        ]
+        result = sanitize_anthropic(anthropic_data)
+        self.assertEqual(
+            result[0]["content"][0]["source"]["data"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+        # Test with Gemini format
+        gemini_data = [
+            {"parts": [{"inline_data": {"mime_type": "image/png", "data": raw_base64}}]}
+        ]
+        result = sanitize_gemini(gemini_data)
+        self.assertEqual(
+            result[0]["parts"][0]["inline_data"]["data"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+    def test_sanitize_preserves_regular_content(self):
+        # Ensure non-base64 content is preserved across all providers
+        regular_url = "https://example.com/image.jpg"
+        text_content = "What do you see?"
+
+        # OpenAI
+        openai_data = [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": text_content},
+                    {"type": "image_url", "image_url": {"url": regular_url}},
+                ],
+            }
+        ]
+        result = sanitize_openai(openai_data)
+        self.assertEqual(result[0]["content"][0]["text"], text_content)
+        self.assertEqual(result[0]["content"][1]["image_url"]["url"], regular_url)
+
+        # Anthropic
+        anthropic_data = [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": text_content},
+                    {"type": "image", "source": {"type": "url", "url": regular_url}},
+                ],
+            }
+        ]
+        result = sanitize_anthropic(anthropic_data)
+        self.assertEqual(result[0]["content"][0]["text"], text_content)
+        # URL-based images should remain unchanged
+        self.assertEqual(result[0]["content"][1]["source"]["url"], regular_url)
+
+    def test_sanitize_handles_non_dict_content(self):
+        input_data = [{"role": "user", "content": "Just text"}]
+
+        result = sanitize_openai(input_data)
+        self.assertEqual(result, input_data)
+
+    def test_sanitize_handles_none_input(self):
+        self.assertIsNone(sanitize_openai(None))
+        self.assertIsNone(sanitize_anthropic(None))
+        self.assertIsNone(sanitize_gemini(None))
+        self.assertIsNone(sanitize_langchain(None))
+
+    def test_sanitize_handles_single_message(self):
+        input_data = {
+            "role": "user",
+            "content": [
+                {
+                    "type": "image_url",
+                    "image_url": {"url": self.sample_base64_image},
+                }
+            ],
+        }
+
+        result = sanitize_openai(input_data)
+        self.assertEqual(
+            result["content"][0]["image_url"]["url"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+
+class TestAIMultipartRequest(unittest.TestCase):
+    """Test that _INTERNAL_LLMA_MULTIMODAL environment variable controls sanitization."""
+
+    def tearDown(self):
+        # Clean up environment variable after each test
+        if "_INTERNAL_LLMA_MULTIMODAL" in os.environ:
+            del os.environ["_INTERNAL_LLMA_MULTIMODAL"]
+
+    def test_multimodal_disabled_redacts_images(self):
+        """When _INTERNAL_LLMA_MULTIMODAL is not set, images should be redacted."""
+        if "_INTERNAL_LLMA_MULTIMODAL" in os.environ:
+            del os.environ["_INTERNAL_LLMA_MULTIMODAL"]
+
+        base64_image = "data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQ..."
+        result = redact_base64_data_url(base64_image)
+        self.assertEqual(result, REDACTED_IMAGE_PLACEHOLDER)
+
+    def test_multimodal_enabled_preserves_images(self):
+        """When _INTERNAL_LLMA_MULTIMODAL is true, images should be preserved."""
+        os.environ["_INTERNAL_LLMA_MULTIMODAL"] = "true"
+
+        base64_image = "data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQ..."
+        result = redact_base64_data_url(base64_image)
+        self.assertEqual(result, base64_image)
+
+    def test_multimodal_enabled_with_1(self):
+        """_INTERNAL_LLMA_MULTIMODAL=1 should enable multimodal."""
+        os.environ["_INTERNAL_LLMA_MULTIMODAL"] = "1"
+
+        base64_image = "data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQ..."
+        result = redact_base64_data_url(base64_image)
+        self.assertEqual(result, base64_image)
+
+    def test_multimodal_enabled_with_yes(self):
+        """_INTERNAL_LLMA_MULTIMODAL=yes should enable multimodal."""
+        os.environ["_INTERNAL_LLMA_MULTIMODAL"] = "yes"
+
+        base64_image = "data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQ..."
+        result = redact_base64_data_url(base64_image)
+        self.assertEqual(result, base64_image)
+
+    def test_multimodal_false_redacts_images(self):
+        """_INTERNAL_LLMA_MULTIMODAL=false should still redact."""
+        os.environ["_INTERNAL_LLMA_MULTIMODAL"] = "false"
+
+        base64_image = "data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQ..."
+        result = redact_base64_data_url(base64_image)
+        self.assertEqual(result, REDACTED_IMAGE_PLACEHOLDER)
+
+    def test_anthropic_multimodal_enabled(self):
+        """Anthropic images should be preserved when _INTERNAL_LLMA_MULTIMODAL is enabled."""
+        os.environ["_INTERNAL_LLMA_MULTIMODAL"] = "true"
+
+        input_data = [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image",
+                        "source": {
+                            "type": "base64",
+                            "media_type": "image/jpeg",
+                            "data": "base64data",
+                        },
+                    }
+                ],
+            }
+        ]
+
+        result = sanitize_anthropic(input_data)
+        self.assertEqual(result[0]["content"][0]["source"]["data"], "base64data")
+
+    def test_gemini_multimodal_enabled(self):
+        """Gemini images should be preserved when _INTERNAL_LLMA_MULTIMODAL is enabled."""
+        os.environ["_INTERNAL_LLMA_MULTIMODAL"] = "true"
+
+        input_data = [
+            {
+                "parts": [
+                    {"inline_data": {"mime_type": "image/jpeg", "data": "base64data"}}
+                ]
+            }
+        ]
+
+        result = sanitize_gemini(input_data)
+        self.assertEqual(result[0]["parts"][0]["inline_data"]["data"], "base64data")
+
+    def test_langchain_anthropic_style_multimodal_enabled(self):
+        """LangChain Anthropic-style images should be preserved when _INTERNAL_LLMA_MULTIMODAL is enabled."""
+        os.environ["_INTERNAL_LLMA_MULTIMODAL"] = "true"
+
+        input_data = [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "image",
+                        "source": {"data": "base64data"},
+                    }
+                ],
+            }
+        ]
+
+        result = sanitize_langchain(input_data)
+        self.assertEqual(result[0]["content"][0]["source"]["data"], "base64data")
+
+    def test_openai_audio_redacted_by_default(self):
+        """OpenAI audio should be redacted when _INTERNAL_LLMA_MULTIMODAL is not set."""
+        if "_INTERNAL_LLMA_MULTIMODAL" in os.environ:
+            del os.environ["_INTERNAL_LLMA_MULTIMODAL"]
+
+        input_data = [
+            {
+                "role": "assistant",
+                "content": [
+                    {"type": "audio", "data": "base64audiodata", "id": "audio_123"}
+                ],
+            }
+        ]
+
+        result = sanitize_openai(input_data)
+        self.assertEqual(result[0]["content"][0]["data"], REDACTED_IMAGE_PLACEHOLDER)
+        self.assertEqual(result[0]["content"][0]["id"], "audio_123")
+
+    def test_openai_audio_preserved_with_flag(self):
+        """OpenAI audio should be preserved when _INTERNAL_LLMA_MULTIMODAL is enabled."""
+        os.environ["_INTERNAL_LLMA_MULTIMODAL"] = "true"
+
+        input_data = [
+            {
+                "role": "assistant",
+                "content": [
+                    {"type": "audio", "data": "base64audiodata", "id": "audio_123"}
+                ],
+            }
+        ]
+
+        result = sanitize_openai(input_data)
+        self.assertEqual(result[0]["content"][0]["data"], "base64audiodata")
+
+    def test_gemini_audio_redacted_by_default(self):
+        """Gemini audio should be redacted when _INTERNAL_LLMA_MULTIMODAL is not set."""
+        if "_INTERNAL_LLMA_MULTIMODAL" in os.environ:
+            del os.environ["_INTERNAL_LLMA_MULTIMODAL"]
+
+        input_data = [
+            {
+                "parts": [
+                    {
+                        "inline_data": {
+                            "mime_type": "audio/L16;codec=pcm;rate=24000",
+                            "data": "base64audiodata",
+                        }
+                    }
+                ]
+            }
+        ]
+
+        result = sanitize_gemini(input_data)
+        self.assertEqual(
+            result[0]["parts"][0]["inline_data"]["data"], REDACTED_IMAGE_PLACEHOLDER
+        )
+
+    def test_gemini_audio_preserved_with_flag(self):
+        """Gemini audio should be preserved when _INTERNAL_LLMA_MULTIMODAL is enabled."""
+        os.environ["_INTERNAL_LLMA_MULTIMODAL"] = "true"
+
+        input_data = [
+            {
+                "parts": [
+                    {
+                        "inline_data": {
+                            "mime_type": "audio/L16;codec=pcm;rate=24000",
+                            "data": "base64audiodata",
+                        }
+                    }
+                ]
+            }
+        ]
+
+        result = sanitize_gemini(input_data)
+        self.assertEqual(
+            result[0]["parts"][0]["inline_data"]["data"], "base64audiodata"
+        )
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/posthog/test/ai/test_system_prompts.py b/posthog/test/ai/test_system_prompts.py
new file mode 100644
index 00000000..eb049c86
--- /dev/null
+++ b/posthog/test/ai/test_system_prompts.py
@@ -0,0 +1,363 @@
+"""
+Tests for system prompt capture across all LLM providers.
+
+This test suite ensures that system prompts are correctly captured in analytics
+regardless of how they're passed to the providers:
+- As first message in messages/contents array (standard format)
+- As separate system parameter (Anthropic, OpenAI)
+- As instructions parameter (OpenAI Responses API)
+- As system_instruction parameter (Gemini)
+"""
+
+import time
+import unittest
+from unittest.mock import MagicMock, patch
+
+from posthog.client import Client
+from posthog.test.test_utils import FAKE_TEST_API_KEY
+
+
+class TestSystemPromptCapture(unittest.TestCase):
+    """Test system prompt capture for all providers."""
+
+    def setUp(self):
+        super().setUp()
+        self.test_system_prompt = "You are a helpful AI assistant."
+        self.test_user_message = "Hello, how are you?"
+        self.test_response = "I'm doing well, thank you!"
+
+        # Create mock PostHog client
+        self.client = Client(FAKE_TEST_API_KEY)
+        self.client._enqueue = MagicMock()
+        self.client.privacy_mode = False
+
+    def _assert_system_prompt_captured(self, captured_input):
+        """Helper to assert system prompt is correctly captured."""
+        self.assertEqual(
+            len(captured_input), 2, "Should have 2 messages (system + user)"
+        )
+        self.assertEqual(
+            captured_input[0]["role"], "system", "First message should be system"
+        )
+        self.assertEqual(
+            captured_input[0]["content"],
+            self.test_system_prompt,
+            "System content should match",
+        )
+        self.assertEqual(
+            captured_input[1]["role"], "user", "Second message should be user"
+        )
+        self.assertEqual(
+            captured_input[1]["content"],
+            self.test_user_message,
+            "User content should match",
+        )
+
+    # OpenAI Tests
+    def test_openai_messages_array_system_prompt(self):
+        """Test OpenAI with system prompt in messages array."""
+        try:
+            from openai.types.chat import ChatCompletion, ChatCompletionMessage
+            from openai.types.chat.chat_completion import Choice
+            from openai.types.completion_usage import CompletionUsage
+
+            from posthog.ai.openai import OpenAI
+        except ImportError:
+            self.skipTest("OpenAI package not available")
+
+        mock_response = ChatCompletion(
+            id="test",
+            model="gpt-4",
+            object="chat.completion",
+            created=int(time.time()),
+            choices=[
+                Choice(
+                    finish_reason="stop",
+                    index=0,
+                    message=ChatCompletionMessage(
+                        content=self.test_response, role="assistant"
+                    ),
+                )
+            ],
+            usage=CompletionUsage(
+                completion_tokens=10, prompt_tokens=20, total_tokens=30
+            ),
+        )
+
+        with patch(
+            "openai.resources.chat.completions.Completions.create",
+            return_value=mock_response,
+        ):
+            client = OpenAI(posthog_client=self.client, api_key="test")
+
+            messages = [
+                {"role": "system", "content": self.test_system_prompt},
+                {"role": "user", "content": self.test_user_message},
+            ]
+
+            client.chat.completions.create(
+                model="gpt-4", messages=messages, posthog_distinct_id="test-user"
+            )
+
+            self.assertEqual(len(self.client._enqueue.call_args_list), 1)
+            properties = self.client._enqueue.call_args_list[0][0][0]["properties"]
+            self._assert_system_prompt_captured(properties["$ai_input"])
+
+    def test_openai_separate_system_parameter(self):
+        """Test OpenAI with system prompt as separate parameter."""
+        try:
+            from openai.types.chat import ChatCompletion, ChatCompletionMessage
+            from openai.types.chat.chat_completion import Choice
+            from openai.types.completion_usage import CompletionUsage
+
+            from posthog.ai.openai import OpenAI
+        except ImportError:
+            self.skipTest("OpenAI package not available")
+
+        mock_response = ChatCompletion(
+            id="test",
+            model="gpt-4",
+            object="chat.completion",
+            created=int(time.time()),
+            choices=[
+                Choice(
+                    finish_reason="stop",
+                    index=0,
+                    message=ChatCompletionMessage(
+                        content=self.test_response, role="assistant"
+                    ),
+                )
+            ],
+            usage=CompletionUsage(
+                completion_tokens=10, prompt_tokens=20, total_tokens=30
+            ),
+        )
+
+        with patch(
+            "openai.resources.chat.completions.Completions.create",
+            return_value=mock_response,
+        ):
+            client = OpenAI(posthog_client=self.client, api_key="test")
+
+            messages = [{"role": "user", "content": self.test_user_message}]
+
+            client.chat.completions.create(
+                model="gpt-4",
+                messages=messages,
+                system=self.test_system_prompt,
+                posthog_distinct_id="test-user",
+            )
+
+            self.assertEqual(len(self.client._enqueue.call_args_list), 1)
+            properties = self.client._enqueue.call_args_list[0][0][0]["properties"]
+            self._assert_system_prompt_captured(properties["$ai_input"])
+
+    def test_openai_streaming_system_parameter(self):
+        """Test OpenAI streaming with system parameter."""
+        try:
+            from openai.types.chat.chat_completion_chunk import (
+                ChatCompletionChunk,
+                ChoiceDelta,
+            )
+            from openai.types.chat.chat_completion_chunk import Choice as ChoiceChunk
+            from openai.types.completion_usage import CompletionUsage
+
+            from posthog.ai.openai import OpenAI
+        except ImportError:
+            self.skipTest("OpenAI package not available")
+
+        chunk1 = ChatCompletionChunk(
+            id="test",
+            model="gpt-4",
+            object="chat.completion.chunk",
+            created=int(time.time()),
+            choices=[
+                ChoiceChunk(
+                    finish_reason=None,
+                    index=0,
+                    delta=ChoiceDelta(content="Hello", role="assistant"),
+                )
+            ],
+        )
+
+        chunk2 = ChatCompletionChunk(
+            id="test",
+            model="gpt-4",
+            object="chat.completion.chunk",
+            created=int(time.time()),
+            choices=[
+                ChoiceChunk(
+                    finish_reason="stop",
+                    index=0,
+                    delta=ChoiceDelta(content=" there!", role=None),
+                )
+            ],
+            usage=CompletionUsage(
+                completion_tokens=10, prompt_tokens=20, total_tokens=30
+            ),
+        )
+
+        with patch(
+            "openai.resources.chat.completions.Completions.create",
+            return_value=[chunk1, chunk2],
+        ):
+            client = OpenAI(posthog_client=self.client, api_key="test")
+
+            messages = [{"role": "user", "content": self.test_user_message}]
+
+            response_generator = client.chat.completions.create(
+                model="gpt-4",
+                messages=messages,
+                system=self.test_system_prompt,
+                stream=True,
+                posthog_distinct_id="test-user",
+            )
+
+            list(response_generator)  # Consume generator
+
+            self.assertEqual(len(self.client._enqueue.call_args_list), 1)
+            properties = self.client._enqueue.call_args_list[0][0][0]["properties"]
+            self._assert_system_prompt_captured(properties["$ai_input"])
+
+    # Anthropic Tests
+    def test_anthropic_messages_array_system_prompt(self):
+        """Test Anthropic with system prompt in messages array."""
+        try:
+            from posthog.ai.anthropic import Anthropic
+        except ImportError:
+            self.skipTest("Anthropic package not available")
+
+        with patch("anthropic.resources.messages.Messages.create") as mock_create:
+            mock_response = MagicMock()
+            mock_response.usage.input_tokens = 20
+            mock_response.usage.output_tokens = 10
+            mock_response.usage.cache_read_input_tokens = None
+            mock_response.usage.cache_creation_input_tokens = None
+            mock_create.return_value = mock_response
+
+            client = Anthropic(posthog_client=self.client, api_key="test")
+
+            messages = [
+                {"role": "system", "content": self.test_system_prompt},
+                {"role": "user", "content": self.test_user_message},
+            ]
+
+            client.messages.create(
+                model="claude-3-5-sonnet-20241022",
+                messages=messages,
+                posthog_distinct_id="test-user",
+            )
+
+            self.assertEqual(len(self.client._enqueue.call_args_list), 1)
+            properties = self.client._enqueue.call_args_list[0][0][0]["properties"]
+            self._assert_system_prompt_captured(properties["$ai_input"])
+
+    def test_anthropic_separate_system_parameter(self):
+        """Test Anthropic with system prompt as separate parameter."""
+        try:
+            from posthog.ai.anthropic import Anthropic
+        except ImportError:
+            self.skipTest("Anthropic package not available")
+
+        with patch("anthropic.resources.messages.Messages.create") as mock_create:
+            mock_response = MagicMock()
+            mock_response.usage.input_tokens = 20
+            mock_response.usage.output_tokens = 10
+            mock_response.usage.cache_read_input_tokens = None
+            mock_response.usage.cache_creation_input_tokens = None
+            mock_create.return_value = mock_response
+
+            client = Anthropic(posthog_client=self.client, api_key="test")
+
+            messages = [{"role": "user", "content": self.test_user_message}]
+
+            client.messages.create(
+                model="claude-3-5-sonnet-20241022",
+                messages=messages,
+                system=self.test_system_prompt,
+                posthog_distinct_id="test-user",
+            )
+
+            self.assertEqual(len(self.client._enqueue.call_args_list), 1)
+            properties = self.client._enqueue.call_args_list[0][0][0]["properties"]
+            self._assert_system_prompt_captured(properties["$ai_input"])
+
+    # Gemini Tests
+    def test_gemini_contents_array_system_prompt(self):
+        """Test Gemini with system prompt in contents array."""
+        try:
+            from posthog.ai.gemini import Client
+        except ImportError:
+            self.skipTest("Gemini package not available")
+
+        with patch("google.genai.Client") as mock_genai_class:
+            mock_response = MagicMock()
+            mock_response.candidates = [MagicMock()]
+            mock_response.candidates[0].content.parts = [MagicMock()]
+            mock_response.candidates[0].content.parts[0].text = self.test_response
+            mock_response.usage_metadata.prompt_token_count = 20
+            mock_response.usage_metadata.candidates_token_count = 10
+            mock_response.usage_metadata.cached_content_token_count = None
+            mock_response.usage_metadata.thoughts_token_count = None
+
+            mock_client_instance = MagicMock()
+            mock_models_instance = MagicMock()
+            mock_models_instance.generate_content.return_value = mock_response
+            mock_client_instance.models = mock_models_instance
+            mock_genai_class.return_value = mock_client_instance
+
+            client = Client(posthog_client=self.client, api_key="test")
+
+            contents = [
+                {"role": "system", "content": self.test_system_prompt},
+                {"role": "user", "content": self.test_user_message},
+            ]
+
+            client.models.generate_content(
+                model="gemini-2.0-flash",
+                contents=contents,
+                posthog_distinct_id="test-user",
+            )
+
+            self.assertEqual(len(self.client._enqueue.call_args_list), 1)
+            properties = self.client._enqueue.call_args_list[0][0][0]["properties"]
+            self._assert_system_prompt_captured(properties["$ai_input"])
+
+    def test_gemini_system_instruction_parameter(self):
+        """Test Gemini with system_instruction in config parameter."""
+        try:
+            from posthog.ai.gemini import Client
+        except ImportError:
+            self.skipTest("Gemini package not available")
+
+        with patch("google.genai.Client") as mock_genai_class:
+            mock_response = MagicMock()
+            mock_response.candidates = [MagicMock()]
+            mock_response.candidates[0].content.parts = [MagicMock()]
+            mock_response.candidates[0].content.parts[0].text = self.test_response
+            mock_response.usage_metadata.prompt_token_count = 20
+            mock_response.usage_metadata.candidates_token_count = 10
+            mock_response.usage_metadata.cached_content_token_count = None
+            mock_response.usage_metadata.thoughts_token_count = None
+
+            mock_client_instance = MagicMock()
+            mock_models_instance = MagicMock()
+            mock_models_instance.generate_content.return_value = mock_response
+            mock_client_instance.models = mock_models_instance
+            mock_genai_class.return_value = mock_client_instance
+
+            client = Client(posthog_client=self.client, api_key="test")
+
+            contents = [{"role": "user", "content": self.test_user_message}]
+            config = {"system_instruction": self.test_system_prompt}
+
+            client.models.generate_content(
+                model="gemini-2.0-flash",
+                contents=contents,
+                config=config,
+                posthog_distinct_id="test-user",
+            )
+
+            self.assertEqual(len(self.client._enqueue.call_args_list), 1)
+            properties = self.client._enqueue.call_args_list[0][0][0]["properties"]
+            self._assert_system_prompt_captured(properties["$ai_input"])
diff --git a/posthog/test/ai/test_tokens_source.py b/posthog/test/ai/test_tokens_source.py
new file mode 100644
index 00000000..c9adcf95
--- /dev/null
+++ b/posthog/test/ai/test_tokens_source.py
@@ -0,0 +1,62 @@
+from parameterized import parameterized
+
+from posthog.ai.utils import _get_tokens_source
+
+
+@parameterized.expand(
+    [
+        ("no_posthog_properties", {"$ai_input_tokens": 100}, None, "sdk"),
+        ("empty_posthog_properties", {"$ai_input_tokens": 100}, {}, "sdk"),
+        (
+            "unrelated_posthog_properties",
+            {"$ai_input_tokens": 100},
+            {"foo": "bar"},
+            "sdk",
+        ),
+        (
+            "override_input_tokens",
+            {"$ai_input_tokens": 100},
+            {"$ai_input_tokens": 999},
+            "passthrough",
+        ),
+        (
+            "override_output_tokens",
+            {"$ai_output_tokens": 50},
+            {"$ai_output_tokens": 999},
+            "passthrough",
+        ),
+        (
+            "override_total_tokens",
+            {"$ai_input_tokens": 100},
+            {"$ai_total_tokens": 999},
+            "passthrough",
+        ),
+        (
+            "override_cache_read",
+            {"$ai_input_tokens": 100},
+            {"$ai_cache_read_input_tokens": 500},
+            "passthrough",
+        ),
+        (
+            "override_cache_creation",
+            {"$ai_input_tokens": 100},
+            {"$ai_cache_creation_input_tokens": 200},
+            "passthrough",
+        ),
+        (
+            "override_reasoning_tokens",
+            {"$ai_input_tokens": 100},
+            {"$ai_reasoning_tokens": 300},
+            "passthrough",
+        ),
+        (
+            "mixed_override_and_custom",
+            {"$ai_input_tokens": 100},
+            {"$ai_input_tokens": 999, "custom_key": "value"},
+            "passthrough",
+        ),
+    ]
+)
+def test_get_tokens_source(name, sdk_tags, posthog_properties, expected):
+    result = _get_tokens_source(sdk_tags, posthog_properties)
+    assert result == expected
diff --git a/posthog/test/ai/utils.py b/posthog/test/ai/utils.py
new file mode 100644
index 00000000..99fc3f02
--- /dev/null
+++ b/posthog/test/ai/utils.py
@@ -0,0 +1,27 @@
+"""Shared test helpers for the AI wrapper test suites."""
+
+
+class RecordingAsyncStream:
+    """Mock provider async stream that is iterable and records when closed.
+
+    Mirrors the real ``openai.AsyncStream`` / ``anthropic.AsyncStream``: it
+    supports ``async for`` and exposes an async ``close()`` plus a ``response``
+    attribute, so tests can assert both iteration and that the underlying
+    stream is closed on context exit.
+    """
+
+    def __init__(self, items):
+        self._items = list(items)
+        self.closed = False
+        self.response = "provider-response"
+
+    def __aiter__(self):
+        return self
+
+    async def __anext__(self):
+        if not self._items:
+            raise StopAsyncIteration
+        return self._items.pop(0)
+
+    async def close(self):
+        self.closed = True
diff --git a/posthog/test/client.py b/posthog/test/client.py
deleted file mode 100644
index 95431a6f..00000000
--- a/posthog/test/client.py
+++ /dev/null
@@ -1,307 +0,0 @@
-import time
-import unittest
-from datetime import date, datetime
-
-import mock
-import six
-from freezegun import freeze_time
-
-from posthog.client import Client
-from posthog.request import APIError
-from posthog.test.utils import TEST_API_KEY
-from posthog.version import VERSION
-
-
-class TestClient(unittest.TestCase):
-    def set_fail(self, e, batch):
-        """Mark the failure handler"""
-        print("FAIL", e, batch)
-        self.failed = True
-
-    def setUp(self):
-        self.failed = False
-        self.client = Client(TEST_API_KEY, on_error=self.set_fail)
-
-    def test_requires_api_key(self):
-        self.assertRaises(AssertionError, Client)
-
-    def test_empty_flush(self):
-        self.client.flush()
-
-    def test_basic_capture(self):
-        client = self.client
-        success, msg = client.capture("distinct_id", "python test event")
-        client.flush()
-        self.assertTrue(success)
-        self.assertFalse(self.failed)
-
-        self.assertEqual(msg["event"], "python test event")
-        self.assertTrue(isinstance(msg["timestamp"], str))
-        self.assertTrue(isinstance(msg["messageId"], str))
-        self.assertEqual(msg["distinct_id"], "distinct_id")
-        self.assertEqual(msg["properties"]["$lib"], "posthog-python")
-        self.assertEqual(msg["properties"]["$lib_version"], VERSION)
-
-    def test_stringifies_distinct_id(self):
-        # A large number that loses precision in node:
-        # node -e "console.log(157963456373623802 + 1)" > 157963456373623800
-        client = self.client
-        success, msg = client.capture(distinct_id=157963456373623802, event="python test event")
-        client.flush()
-        self.assertTrue(success)
-        self.assertFalse(self.failed)
-
-        self.assertEqual(msg["distinct_id"], "157963456373623802")
-
-    def test_advanced_capture(self):
-        client = self.client
-        success, msg = client.capture(
-            "distinct_id",
-            "python test event",
-            {"property": "value"},
-            {"ip": "192.168.0.1"},
-            datetime(2014, 9, 3),
-            "messageId",
-        )
-
-        self.assertTrue(success)
-
-        self.assertEqual(msg["timestamp"], "2014-09-03T00:00:00+00:00")
-        self.assertEqual(msg["properties"]["property"], "value")
-        self.assertEqual(msg["context"]["ip"], "192.168.0.1")
-        self.assertEqual(msg["event"], "python test event")
-        self.assertEqual(msg["properties"]["$lib"], "posthog-python")
-        self.assertEqual(msg["properties"]["$lib_version"], VERSION)
-        self.assertEqual(msg["messageId"], "messageId")
-        self.assertEqual(msg["distinct_id"], "distinct_id")
-
-    def test_basic_identify(self):
-        client = self.client
-        success, msg = client.identify("distinct_id", {"trait": "value"})
-        client.flush()
-        self.assertTrue(success)
-        self.assertFalse(self.failed)
-
-        self.assertEqual(msg["$set"]["trait"], "value")
-        self.assertTrue(isinstance(msg["timestamp"], str))
-        self.assertTrue(isinstance(msg["messageId"], str))
-        self.assertEqual(msg["distinct_id"], "distinct_id")
-
-    def test_advanced_identify(self):
-        client = self.client
-        success, msg = client.identify(
-            "distinct_id", {"trait": "value"}, {"ip": "192.168.0.1"}, datetime(2014, 9, 3), "messageId"
-        )
-
-        self.assertTrue(success)
-
-        self.assertEqual(msg["timestamp"], "2014-09-03T00:00:00+00:00")
-        self.assertEqual(msg["context"]["ip"], "192.168.0.1")
-        self.assertEqual(msg["$set"]["trait"], "value")
-        self.assertEqual(msg["properties"]["$lib"], "posthog-python")
-        self.assertEqual(msg["properties"]["$lib_version"], VERSION)
-        self.assertTrue(isinstance(msg["timestamp"], str))
-        self.assertEqual(msg["messageId"], "messageId")
-        self.assertEqual(msg["distinct_id"], "distinct_id")
-
-    def test_basic_alias(self):
-        client = self.client
-        success, msg = client.alias("previousId", "distinct_id")
-        client.flush()
-        self.assertTrue(success)
-        self.assertFalse(self.failed)
-        self.assertEqual(msg["properties"]["distinct_id"], "previousId")
-        self.assertEqual(msg["properties"]["alias"], "distinct_id")
-
-    def test_basic_page(self):
-        client = self.client
-        success, msg = client.page("distinct_id", url="https://posthog.com/contact")
-        self.assertFalse(self.failed)
-        client.flush()
-        self.assertTrue(success)
-        self.assertEqual(msg["distinct_id"], "distinct_id")
-        self.assertEqual(msg["properties"]["$current_url"], "https://posthog.com/contact")
-
-    def test_advanced_page(self):
-        client = self.client
-        success, msg = client.page(
-            "distinct_id",
-            "https://posthog.com/contact",
-            {"property": "value"},
-            {"ip": "192.168.0.1"},
-            datetime(2014, 9, 3),
-            "messageId",
-        )
-
-        self.assertTrue(success)
-
-        self.assertEqual(msg["timestamp"], "2014-09-03T00:00:00+00:00")
-        self.assertEqual(msg["context"]["ip"], "192.168.0.1")
-        self.assertEqual(msg["properties"]["$current_url"], "https://posthog.com/contact")
-        self.assertEqual(msg["properties"]["property"], "value")
-        self.assertEqual(msg["properties"]["$lib"], "posthog-python")
-        self.assertEqual(msg["properties"]["$lib_version"], VERSION)
-        self.assertTrue(isinstance(msg["timestamp"], str))
-        self.assertEqual(msg["messageId"], "messageId")
-        self.assertEqual(msg["distinct_id"], "distinct_id")
-
-    def test_flush(self):
-        client = self.client
-        # set up the consumer with more requests than a single batch will allow
-        for i in range(1000):
-            success, msg = client.identify("distinct_id", {"trait": "value"})
-        # We can't reliably assert that the queue is non-empty here; that's
-        # a race condition. We do our best to load it up though.
-        client.flush()
-        # Make sure that the client queue is empty after flushing
-        self.assertTrue(client.queue.empty())
-
-    def test_shutdown(self):
-        client = self.client
-        # set up the consumer with more requests than a single batch will allow
-        for i in range(1000):
-            success, msg = client.identify("distinct_id", {"trait": "value"})
-        client.shutdown()
-        # we expect two things after shutdown:
-        # 1. client queue is empty
-        # 2. consumer thread has stopped
-        self.assertTrue(client.queue.empty())
-        for consumer in client.consumers:
-            self.assertFalse(consumer.is_alive())
-
-    def test_synchronous(self):
-        client = Client(TEST_API_KEY, sync_mode=True)
-
-        success, message = client.identify("distinct_id")
-        self.assertFalse(client.consumers)
-        self.assertTrue(client.queue.empty())
-        self.assertTrue(success)
-
-    def test_overflow(self):
-        client = Client(TEST_API_KEY, max_queue_size=1)
-        # Ensure consumer thread is no longer uploading
-        client.join()
-
-        for i in range(10):
-            client.identify("distinct_id")
-
-        success, msg = client.identify("distinct_id")
-        # Make sure we are informed that the queue is at capacity
-        self.assertFalse(success)
-
-    def test_unicode(self):
-        Client(six.u("unicode_key"))
-
-    def test_numeric_distinct_id(self):
-        self.client.capture(1234, "python event")
-        self.client.flush()
-        self.assertFalse(self.failed)
-
-    def test_debug(self):
-        Client("bad_key", debug=True)
-
-    def test_gzip(self):
-        client = Client(TEST_API_KEY, on_error=self.fail, gzip=True)
-        for _ in range(10):
-            client.identify("distinct_id", {"trait": "value"})
-        client.flush()
-        self.assertFalse(self.failed)
-
-    def test_user_defined_flush_at(self):
-        client = Client(TEST_API_KEY, on_error=self.fail, flush_at=10, flush_interval=3)
-
-        def mock_post_fn(*args, **kwargs):
-            self.assertEquals(len(kwargs["batch"]), 10)
-
-        # the post function should be called 2 times, with a batch size of 10
-        # each time.
-        with mock.patch("posthog.consumer.batch_post", side_effect=mock_post_fn) as mock_post:
-            for _ in range(20):
-                client.identify("distinct_id", {"trait": "value"})
-            time.sleep(1)
-            self.assertEquals(mock_post.call_count, 2)
-
-    def test_user_defined_timeout(self):
-        client = Client(TEST_API_KEY, timeout=10)
-        for consumer in client.consumers:
-            self.assertEquals(consumer.timeout, 10)
-
-    def test_default_timeout_15(self):
-        client = Client(TEST_API_KEY)
-        for consumer in client.consumers:
-            self.assertEquals(consumer.timeout, 15)
-
-    @mock.patch("posthog.client.Poller")
-    @mock.patch("posthog.client.get")
-    def test_load_feature_flags(self, patch_get, patch_poll):
-        patch_get.return_value = {"results": [{"id": 1, "name": "Beta Feature", "key": "beta-feature"}]}
-        client = Client(TEST_API_KEY, personal_api_key="test")
-        with freeze_time("2020-01-01T12:01:00.0000Z"):
-            client.load_feature_flags()
-        self.assertEqual(client.feature_flags[0]["key"], "beta-feature")
-        self.assertEqual(client._last_feature_flag_poll.isoformat(), "2020-01-01T12:01:00+00:00")
-        self.assertEqual(patch_poll.call_count, 1)
-
-    def test_load_feature_flags_wrong_key(self):
-        client = Client(TEST_API_KEY, personal_api_key=TEST_API_KEY)
-        with freeze_time("2020-01-01T12:01:00.0000Z"):
-            self.assertRaises(APIError, client.load_feature_flags)
-
-    @mock.patch("posthog.client.get")
-    def test_feature_enabled_simple(self, patch_get):
-        client = Client(TEST_API_KEY)
-        client.feature_flags = [
-            {"id": 1, "name": "Beta Feature", "key": "beta-feature", "is_simple_flag": True, "rollout_percentage": 100}
-        ]
-        self.assertTrue(client.feature_enabled("beta-feature", "distinct_id"))
-
-    @mock.patch("posthog.client.decide")
-    def test_feature_enabled_request(self, patch_get):
-        patch_get.return_value = {"featureFlags": ["beta-feature"]}
-        client = Client(TEST_API_KEY)
-        client.feature_flags = [
-            {"id": 1, "name": "Beta Feature", "key": "beta-feature", "is_simple_flag": False, "rollout_percentage": 100}
-        ]
-        self.assertTrue(client.feature_enabled("beta-feature", "distinct_id"))
-
-    @mock.patch("posthog.client.Poller")
-    @mock.patch("posthog.client.get")
-    def test_feature_enabled_doesnt_exist(self, patch_get, patch_poll):
-        client = Client(TEST_API_KEY, personal_api_key="test")
-        client.feature_flags = []
-
-        self.assertFalse(client.feature_enabled("doesnt-exist", "distinct_id"))
-        self.assertTrue(client.feature_enabled("doesnt-exist", "distinct_id", True))
-
-    @mock.patch("posthog.client.Poller")
-    @mock.patch("posthog.client.get")
-    def test_personal_api_key_doesnt_exist(self, patch_get, patch_poll):
-        client = Client(TEST_API_KEY)
-        client.feature_flags = []
-
-        self.assertFalse(client.feature_enabled("doesnt-exist", "distinct_id"))
-        self.assertTrue(client.feature_enabled("doesnt-exist", "distinct_id", True))
-
-    @mock.patch("posthog.client.Poller")
-    @mock.patch("posthog.client.get")
-    def test_load_feature_flags_error(self, patch_get, patch_poll):
-        def raise_effect():
-            raise Exception("http exception")
-
-        patch_get.return_value.raiseError.side_effect = raise_effect
-        client = Client(TEST_API_KEY, personal_api_key="test")
-        client.feature_flags = []
-
-        self.assertFalse(client.feature_enabled("doesnt-exist", "distinct_id"))
-
-    @mock.patch("posthog.client.Poller")
-    @mock.patch("posthog.client.get")
-    def test_call_identify_fails(self, patch_get, patch_poll):
-        def raise_effect():
-            raise Exception("http exception")
-
-        patch_get.return_value.raiseError.side_effect = raise_effect
-        client = Client(TEST_API_KEY, personal_api_key="test")
-        client.feature_flags = [{"key": "example", "is_simple_flag": False}]
-
-        self.assertFalse(client.feature_enabled("example", "distinct_id"))
diff --git a/posthog/test/consumer.py b/posthog/test/consumer.py
deleted file mode 100644
index 49ee7d93..00000000
--- a/posthog/test/consumer.py
+++ /dev/null
@@ -1,164 +0,0 @@
-import json
-import time
-import unittest
-
-import mock
-
-try:
-    from queue import Queue
-except ImportError:
-    from Queue import Queue
-
-from posthog.consumer import MAX_MSG_SIZE, Consumer
-from posthog.request import APIError
-from posthog.test.utils import TEST_API_KEY
-
-
-class TestConsumer(unittest.TestCase):
-    def test_next(self):
-        q = Queue()
-        consumer = Consumer(q, "")
-        q.put(1)
-        next = consumer.next()
-        self.assertEqual(next, [1])
-
-    def test_next_limit(self):
-        q = Queue()
-        flush_at = 50
-        consumer = Consumer(q, "", flush_at)
-        for i in range(10000):
-            q.put(i)
-        next = consumer.next()
-        self.assertEqual(next, list(range(flush_at)))
-
-    def test_dropping_oversize_msg(self):
-        q = Queue()
-        consumer = Consumer(q, "")
-        oversize_msg = {"m": "x" * MAX_MSG_SIZE}
-        q.put(oversize_msg)
-        next = consumer.next()
-        self.assertEqual(next, [])
-        self.assertTrue(q.empty())
-
-    def test_upload(self):
-        q = Queue()
-        consumer = Consumer(q, TEST_API_KEY)
-        track = {"type": "track", "event": "python event", "distinct_id": "distinct_id"}
-        q.put(track)
-        success = consumer.upload()
-        self.assertTrue(success)
-
-    def test_flush_interval(self):
-        # Put _n_ items in the queue, pausing a little bit more than
-        # _flush_interval_ after each one.
-        # The consumer should upload _n_ times.
-        q = Queue()
-        flush_interval = 0.3
-        consumer = Consumer(q, TEST_API_KEY, flush_at=10, flush_interval=flush_interval)
-        with mock.patch("posthog.consumer.batch_post") as mock_post:
-            consumer.start()
-            for i in range(0, 3):
-                track = {"type": "track", "event": "python event %d" % i, "distinct_id": "distinct_id"}
-                q.put(track)
-                time.sleep(flush_interval * 1.1)
-            self.assertEqual(mock_post.call_count, 3)
-
-    def test_multiple_uploads_per_interval(self):
-        # Put _flush_at*2_ items in the queue at once, then pause for
-        # _flush_interval_. The consumer should upload 2 times.
-        q = Queue()
-        flush_interval = 0.5
-        flush_at = 10
-        consumer = Consumer(q, TEST_API_KEY, flush_at=flush_at, flush_interval=flush_interval)
-        with mock.patch("posthog.consumer.batch_post") as mock_post:
-            consumer.start()
-            for i in range(0, flush_at * 2):
-                track = {"type": "track", "event": "python event %d" % i, "distinct_id": "distinct_id"}
-                q.put(track)
-            time.sleep(flush_interval * 1.1)
-            self.assertEqual(mock_post.call_count, 2)
-
-    def test_request(self):
-        consumer = Consumer(None, TEST_API_KEY)
-        track = {"type": "track", "event": "python event", "distinct_id": "distinct_id"}
-        consumer.request([track])
-
-    def _test_request_retry(self, consumer, expected_exception, exception_count):
-        def mock_post(*args, **kwargs):
-            mock_post.call_count += 1
-            if mock_post.call_count <= exception_count:
-                raise expected_exception
-
-        mock_post.call_count = 0
-
-        with mock.patch("posthog.consumer.batch_post", mock.Mock(side_effect=mock_post)):
-            track = {"type": "track", "event": "python event", "distinct_id": "distinct_id"}
-            # request() should succeed if the number of exceptions raised is
-            # less than the retries paramater.
-            if exception_count <= consumer.retries:
-                consumer.request([track])
-            else:
-                # if exceptions are raised more times than the retries
-                # parameter, we expect the exception to be returned to
-                # the caller.
-                try:
-                    consumer.request([track])
-                except type(expected_exception) as exc:
-                    self.assertEqual(exc, expected_exception)
-                else:
-                    self.fail(
-                        "request() should raise an exception if still failing after %d retries" % consumer.retries
-                    )
-
-    def test_request_retry(self):
-        # we should retry on general errors
-        consumer = Consumer(None, TEST_API_KEY)
-        self._test_request_retry(consumer, Exception("generic exception"), 2)
-
-        # we should retry on server errors
-        consumer = Consumer(None, TEST_API_KEY)
-        self._test_request_retry(consumer, APIError(500, "Internal Server Error"), 2)
-
-        # we should retry on HTTP 429 errors
-        consumer = Consumer(None, TEST_API_KEY)
-        self._test_request_retry(consumer, APIError(429, "Too Many Requests"), 2)
-
-        # we should NOT retry on other client errors
-        consumer = Consumer(None, TEST_API_KEY)
-        api_error = APIError(400, "Client Errors")
-        try:
-            self._test_request_retry(consumer, api_error, 1)
-        except APIError:
-            pass
-        else:
-            self.fail("request() should not retry on client errors")
-
-        # test for number of exceptions raise > retries value
-        consumer = Consumer(None, TEST_API_KEY, retries=3)
-        self._test_request_retry(consumer, APIError(500, "Internal Server Error"), 3)
-
-    def test_pause(self):
-        consumer = Consumer(None, TEST_API_KEY)
-        consumer.pause()
-        self.assertFalse(consumer.running)
-
-    def test_max_batch_size(self):
-        q = Queue()
-        consumer = Consumer(q, TEST_API_KEY, flush_at=100000, flush_interval=3)
-        track = {"type": "track", "event": "python event", "distinct_id": "distinct_id"}
-        msg_size = len(json.dumps(track).encode())
-        # number of messages in a maximum-size batch
-        n_msgs = int(475000 / msg_size)
-
-        def mock_post_fn(_, data, **kwargs):
-            res = mock.Mock()
-            res.status_code = 200
-            self.assertTrue(len(data.encode()) < 500000, "batch size (%d) exceeds 500KB limit" % len(data.encode()))
-            return res
-
-        with mock.patch("posthog.request._session.post", side_effect=mock_post_fn) as mock_post:
-            consumer.start()
-            for _ in range(0, n_msgs + 2):
-                q.put(track)
-            q.join()
-            self.assertEquals(mock_post.call_count, 2)
diff --git a/posthog/test/features/utils.feature b/posthog/test/features/utils.feature
new file mode 100644
index 00000000..9b57d647
--- /dev/null
+++ b/posthog/test/features/utils.feature
@@ -0,0 +1,30 @@
+Feature: SDK utility behavior
+  The SDK utility module prepares user data, cache entries, and runtime metadata
+  for higher-level SDK flows.
+
+  Scenario Outline: Clean SDK payload values before capture
+    Given an SDK payload value of type <value_type>
+    When the SDK cleans the event payload
+    Then the cleaned payload value equals <expected_json>
+
+    Examples:
+      | value_type  | expected_json                                  |
+      | uuid        | "12345678-1234-5678-1234-567812345678"       |
+      | decimal     | 12.34                                          |
+      | dataclass   | {"source":"checkout","sample_rate":0.5}    |
+      | tuple       | ["paid","beta"]                              |
+      | bytes       | "hello"                                       |
+      | unsupported | null                                           |
+
+  Scenario: Reuse cached feature flag evaluations safely
+    Given a cached feature flag evaluation for a user
+    When the SDK reads the cached flag for current and newer definitions
+    Then the current flag definition uses the cached evaluation
+    And the newer flag definition misses the cache
+    When the old flag definition is invalidated
+    Then the cached evaluation is removed
+
+  Scenario: Build runtime system context
+    Given the SDK is running on a Linux host with distribution metadata
+    When the SDK builds system context
+    Then the context includes Python runtime and Linux metadata
diff --git a/posthog/test/integrations/test_celery_integration.py b/posthog/test/integrations/test_celery_integration.py
new file mode 100644
index 00000000..cb701439
--- /dev/null
+++ b/posthog/test/integrations/test_celery_integration.py
@@ -0,0 +1,638 @@
+import unittest
+from types import ModuleType
+from types import SimpleNamespace
+from unittest.mock import Mock, patch
+
+from posthog import contexts
+from posthog.integrations.celery import (
+    CONTEXT_DISTINCT_ID_HEADER,
+    CONTEXT_SESSION_ID_HEADER,
+    CONTEXT_TAGS_HEADER,
+    PosthogCeleryIntegration,
+)
+
+
+class FakeSignal:
+    def __init__(self):
+        self.connected = []
+        self.disconnected = []
+
+    def connect(self, handler, weak=False):
+        self.connected.append((handler, weak))
+
+    def disconnect(self, handler):
+        self.disconnected.append(handler)
+
+
+class TestPosthogCeleryIntegration(unittest.TestCase):
+    SIGNAL_NAMES = (
+        "task_prerun",
+        "task_success",
+        "task_failure",
+        "task_retry",
+        "before_task_publish",
+        "after_task_publish",
+        "worker_process_shutdown",
+    )
+
+    def _build_fake_celery(self):
+        fake_signals = SimpleNamespace(
+            **{signal_name: FakeSignal() for signal_name in self.SIGNAL_NAMES}
+        )
+        fake_celery = ModuleType("celery")
+        fake_celery.signals = fake_signals
+        fake_celery.__version__ = "5.0.0"
+        return fake_signals, fake_celery
+
+    def _assert_signal_counts(
+        self, fake_signals, expected_connected, expected_disconnected=None
+    ):
+        for signal_name in self.SIGNAL_NAMES:
+            self.assertEqual(
+                len(getattr(fake_signals, signal_name).connected),
+                expected_connected,
+                f"{signal_name} connected count mismatch",
+            )
+            if expected_disconnected is not None:
+                self.assertEqual(
+                    len(getattr(fake_signals, signal_name).disconnected),
+                    expected_disconnected,
+                    f"{signal_name} disconnected count mismatch",
+                )
+
+    def test_instrument_is_idempotent(self):
+        fake_signals, fake_celery = self._build_fake_celery()
+
+        integration = PosthogCeleryIntegration()
+
+        with (
+            patch.dict("sys.modules", {"celery": fake_celery}),
+            patch("posthog.integrations.celery.atexit.register") as mock_register,
+        ):
+            integration.instrument()
+            integration.instrument()
+
+        self._assert_signal_counts(fake_signals, expected_connected=1)
+        mock_register.assert_called_once_with(integration.shutdown)
+        self.assertEqual(
+            fake_signals.worker_process_shutdown.connected[0][0],
+            integration._on_worker_process_shutdown,
+        )
+
+    def test_instrument_and_uninstrument_connect_signals(self):
+        fake_signals, fake_celery = self._build_fake_celery()
+
+        integration = PosthogCeleryIntegration()
+
+        with (
+            patch.dict("sys.modules", {"celery": fake_celery}),
+            patch("posthog.integrations.celery.atexit.register"),
+            patch("posthog.integrations.celery.atexit.unregister") as mock_unregister,
+        ):
+            integration.instrument()
+            integration.uninstrument()
+
+        self._assert_signal_counts(
+            fake_signals, expected_connected=1, expected_disconnected=1
+        )
+        mock_unregister.assert_called_once_with(integration.shutdown)
+        self.assertEqual(
+            fake_signals.worker_process_shutdown.disconnected[0],
+            integration._on_worker_process_shutdown,
+        )
+
+    def test_shutdown_uninstruments_and_flushes_client(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        with (
+            patch.object(integration, "_disconnect_signals") as mock_disconnect,
+            patch.object(integration, "uninstrument") as mock_uninstrument,
+        ):
+            integration.shutdown()
+
+        mock_disconnect.assert_called_once_with()
+        mock_uninstrument.assert_called_once_with()
+        mock_client.flush.assert_called_once_with()
+        self.assertTrue(integration._shut_down)
+
+    def test_shutdown_falls_back_to_global_posthog_flush(self):
+        integration = PosthogCeleryIntegration(client=None)
+
+        with (
+            patch.object(integration, "_disconnect_signals") as mock_disconnect,
+            patch.object(integration, "uninstrument") as mock_uninstrument,
+            patch("posthog.flush") as mock_flush,
+        ):
+            integration.shutdown()
+
+        mock_disconnect.assert_called_once_with()
+        mock_uninstrument.assert_called_once_with()
+        mock_flush.assert_called_once_with()
+        self.assertTrue(integration._shut_down)
+
+    def test_shutdown_is_idempotent(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        with (
+            patch.object(integration, "_disconnect_signals") as mock_disconnect,
+            patch.object(integration, "uninstrument") as mock_uninstrument,
+        ):
+            integration.shutdown()
+            integration.shutdown()
+
+        mock_disconnect.assert_called_once_with()
+        mock_uninstrument.assert_called_once_with()
+        mock_client.flush.assert_called_once_with()
+
+    def test_shutdown_keeps_atexit_registration_when_flush_fails(self):
+        fake_signals, fake_celery = self._build_fake_celery()
+
+        mock_client = Mock()
+        mock_client.flush.side_effect = RuntimeError("flush failed")
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        with (
+            patch.dict("sys.modules", {"celery": fake_celery}),
+            patch("posthog.integrations.celery.atexit.register"),
+            patch("posthog.integrations.celery.atexit.unregister") as mock_unregister,
+        ):
+            integration.instrument()
+            integration.shutdown()
+
+        self.assertFalse(integration._shut_down)
+        self.assertTrue(integration._signals is None)
+        self.assertFalse(integration._instrumented)
+        mock_unregister.assert_not_called()
+        self.assertEqual(len(fake_signals.worker_process_shutdown.disconnected), 1)
+
+    def test_reinstrument_after_shutdown_allows_shutdown_again(self):
+        fake_signals, fake_celery = self._build_fake_celery()
+
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        with (
+            patch.dict("sys.modules", {"celery": fake_celery}),
+            patch("posthog.integrations.celery.atexit.register") as mock_register,
+            patch("posthog.integrations.celery.atexit.unregister") as mock_unregister,
+        ):
+            integration.instrument()
+            integration.shutdown()
+            integration.instrument()
+            integration.shutdown()
+
+        self.assertEqual(mock_client.flush.call_count, 2)
+        self.assertEqual(mock_register.call_count, 2)
+        self.assertEqual(mock_unregister.call_count, 2)
+        self._assert_signal_counts(
+            fake_signals, expected_connected=2, expected_disconnected=2
+        )
+
+    def test_worker_process_shutdown_hook_calls_shutdown(self):
+        integration = PosthogCeleryIntegration(client=Mock())
+
+        with patch.object(integration, "shutdown") as mock_shutdown:
+            integration._on_worker_process_shutdown()
+
+        mock_shutdown.assert_called_once_with()
+
+    def test_before_task_publish_propagates_context_headers(self):
+        integration = PosthogCeleryIntegration()
+        headers = {}
+
+        with contexts.new_context(fresh=True):
+            contexts.identify_context("distinct-123")
+            contexts.set_context_session("session-456")
+            contexts.tag("request_id", "abc")
+
+            integration._on_before_task_publish(sender="test.task", headers=headers)
+
+        self.assertEqual(headers[CONTEXT_DISTINCT_ID_HEADER], "distinct-123")
+        self.assertEqual(headers[CONTEXT_SESSION_ID_HEADER], "session-456")
+        self.assertIn(CONTEXT_TAGS_HEADER, headers)
+
+        # celery#4875: headers must also be nested inside headers["headers"]
+        # so they survive to task.request.headers on the worker
+        inner = headers["headers"]
+        self.assertEqual(inner[CONTEXT_DISTINCT_ID_HEADER], "distinct-123")
+        self.assertEqual(inner[CONTEXT_SESSION_ID_HEADER], "session-456")
+        self.assertIn(CONTEXT_TAGS_HEADER, inner)
+
+    def test_before_task_publish_preserves_existing_nested_headers(self):
+        integration = PosthogCeleryIntegration()
+        headers = {"headers": {"sentry-trace": "abc-123"}}
+
+        with contexts.new_context(fresh=True):
+            contexts.identify_context("distinct-123")
+            integration._on_before_task_publish(sender="test.task", headers=headers)
+
+        inner = headers["headers"]
+        self.assertEqual(inner["sentry-trace"], "abc-123")
+        self.assertEqual(inner[CONTEXT_DISTINCT_ID_HEADER], "distinct-123")
+
+    def test_before_task_publish_nested_headers_round_trips_to_worker(self):
+        integration = PosthogCeleryIntegration(client=Mock())
+        headers = {}
+
+        with contexts.new_context(fresh=True):
+            contexts.identify_context("user-rt")
+            contexts.set_context_session("sess-rt")
+            contexts.tag("env", "test")
+            integration._on_before_task_publish(sender="test.task", headers=headers)
+
+        # Simulate Celery worker: task.request.headers is the nested dict
+        worker_request = SimpleNamespace(
+            headers=headers["headers"],
+            delivery_info={},
+            hostname="worker-1",
+            retries=0,
+        )
+        task = SimpleNamespace(name="test.task", request=worker_request)
+
+        integration._on_task_prerun(sender=task, task_id="task-rt")
+
+        self.assertEqual(contexts.get_context_distinct_id(), "user-rt")
+        self.assertEqual(contexts.get_context_session_id(), "sess-rt")
+        self.assertEqual(contexts.get_tags().get("env"), "test")
+
+        # close out the task lifecycle so the test doesn't leave context hanging around
+        integration._on_task_success(sender=task)
+
+    def test_before_task_publish_respects_propagate_context_flag(self):
+        integration = PosthogCeleryIntegration(propagate_context=False)
+        headers = {}
+
+        with contexts.new_context(fresh=True):
+            contexts.identify_context("distinct-123")
+            contexts.set_context_session("session-456")
+            contexts.tag("request_id", "abc")
+
+            integration._on_before_task_publish(sender="test.task", headers=headers)
+
+        self.assertEqual(headers, {})
+
+    def test_task_context_is_cleared_after_task_end(self):
+        integration = PosthogCeleryIntegration(client=Mock())
+
+        first_request = SimpleNamespace(
+            headers={
+                CONTEXT_DISTINCT_ID_HEADER: "user-1",
+                CONTEXT_SESSION_ID_HEADER: "sess-1",
+                CONTEXT_TAGS_HEADER: '{"source": "api"}',
+            },
+            delivery_info={},
+            hostname="worker-1",
+            retries=0,
+        )
+        first_task = SimpleNamespace(name="app.tasks.first", request=first_request)
+
+        integration._on_task_prerun(sender=first_task, task_id="task-1")
+
+        self.assertEqual(contexts.get_context_distinct_id(), "user-1")
+        self.assertEqual(contexts.get_context_session_id(), "sess-1")
+        self.assertEqual(contexts.get_tags().get("source"), "api")
+
+        integration._on_task_success(sender=first_task, task_id="task-1")
+
+        self.assertIsNone(contexts.get_context_distinct_id())
+        self.assertIsNone(contexts.get_context_session_id())
+        self.assertEqual(contexts.get_tags(), {})
+
+        second_request = SimpleNamespace(
+            headers={},
+            delivery_info={},
+            hostname="worker-1",
+            retries=0,
+        )
+        second_task = SimpleNamespace(name="app.tasks.second", request=second_request)
+
+        integration._on_task_prerun(sender=second_task, task_id="task-2")
+
+        self.assertIsNone(contexts.get_context_distinct_id())
+        self.assertIsNone(contexts.get_context_session_id())
+        self.assertNotIn("source", contexts.get_tags())
+
+        # cleanup to not leave context hanging around
+        integration._on_task_success(sender=second_task, task_id="task-2")
+
+    def test_task_prerun_hydrates_context_and_postrun_cleans_up(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        request = SimpleNamespace(
+            headers={
+                CONTEXT_DISTINCT_ID_HEADER: "user-1",
+                CONTEXT_SESSION_ID_HEADER: "sess-1",
+                CONTEXT_TAGS_HEADER: '{"source": "api"}',
+            },
+            delivery_info={
+                "exchange": "celery",
+                "routing_key": "default",
+                "queue": "default",
+            },
+            hostname="worker-1",
+            retries=0,
+        )
+        task = SimpleNamespace(name="app.tasks.example", request=request)
+
+        integration._on_task_prerun(sender=task, task_id="task-1")
+
+        self.assertEqual(contexts.get_context_distinct_id(), "user-1")
+        self.assertEqual(contexts.get_context_session_id(), "sess-1")
+        self.assertEqual(contexts.get_tags().get("source"), "api")
+        self.assertTrue(hasattr(request, "_posthog_ctx"))
+        self.assertTrue(hasattr(request, "_posthog_start"))
+
+        integration._on_task_success(sender=task)
+
+        event_names = [call.args[0] for call in mock_client.capture.call_args_list]
+        self.assertIn("celery task started", event_names)
+        self.assertIn("celery task success", event_names)
+
+    def test_postrun_includes_duration(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        request = SimpleNamespace(
+            headers={},
+            delivery_info={},
+            hostname="worker-1",
+            retries=0,
+        )
+        task = SimpleNamespace(name="app.tasks.timed", request=request)
+
+        integration._on_task_prerun(sender=task, task_id="task-t")
+        integration._on_task_success(sender=task)
+
+        completed_call = [
+            c
+            for c in mock_client.capture.call_args_list
+            if c.args[0] == "celery task success"
+        ]
+        self.assertEqual(len(completed_call), 1)
+        self.assertIn("celery_task_duration_ms", completed_call[0].kwargs["properties"])
+
+    def test_failure_includes_duration(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        request = SimpleNamespace(
+            headers={},
+            delivery_info={},
+            hostname="worker-1",
+            retries=0,
+        )
+        task = SimpleNamespace(name="app.tasks.failing_timed", request=request)
+
+        integration._on_task_prerun(sender=task, task_id="task-f")
+        integration._on_task_failure(
+            sender=task, task_id="task-f", exception=ValueError("boom")
+        )
+
+        failed_call = [
+            c
+            for c in mock_client.capture.call_args_list
+            if c.args[0] == "celery task failure"
+        ]
+        self.assertEqual(len(failed_call), 1)
+        self.assertIn("celery_task_duration_ms", failed_call[0].kwargs["properties"])
+
+    def test_task_failure_captures_exception_and_failure_event(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        task = SimpleNamespace(
+            name="app.tasks.failing", request=SimpleNamespace(delivery_info={})
+        )
+        exception = ValueError("task failed")
+
+        integration._on_task_failure(
+            sender=task,
+            task_id="task-2",
+            exception=exception,
+        )
+
+        mock_client.capture_exception.assert_called_once_with(exception)
+        event_names = [call.args[0] for call in mock_client.capture.call_args_list]
+        self.assertIn("celery task failure", event_names)
+
+    def test_task_failure_event_includes_error_fields(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        task = SimpleNamespace(
+            name="app.tasks.failing",
+            request=SimpleNamespace(delivery_info={}),
+        )
+        exception = ValueError("task failed")
+
+        integration._on_task_failure(
+            sender=task,
+            task_id="task-2",
+            exception=exception,
+        )
+
+        failure_calls = [
+            c
+            for c in mock_client.capture.call_args_list
+            if c.args[0] == "celery task failure"
+        ]
+        self.assertEqual(len(failure_calls), 1)
+        props = failure_calls[0].kwargs["properties"]
+        self.assertEqual(props["error_type"], "ValueError")
+        self.assertEqual(props["error_message"], "task failed")
+
+    def test_task_failure_skips_exception_capture_when_disabled(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(
+            client=mock_client, capture_exceptions=False
+        )
+
+        task = SimpleNamespace(
+            name="app.tasks.failing", request=SimpleNamespace(delivery_info={})
+        )
+        exception = ValueError("task failed")
+
+        integration._on_task_failure(
+            sender=task,
+            task_id="task-2",
+            exception=exception,
+        )
+
+        mock_client.capture_exception.assert_not_called()
+        event_names = [call.args[0] for call in mock_client.capture.call_args_list]
+        self.assertIn("celery task failure", event_names)
+
+    def test_task_retry_captures_event_with_reason(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        task = SimpleNamespace(
+            name="app.tasks.retrying", request=SimpleNamespace(delivery_info={})
+        )
+
+        integration._on_task_retry(
+            sender=task,
+            task_id="task-retry",
+            reason=ConnectionError("broker down"),
+        )
+
+        event_names = [call.args[0] for call in mock_client.capture.call_args_list]
+        self.assertIn("celery task retry", event_names)
+        retry_call = [
+            c
+            for c in mock_client.capture.call_args_list
+            if c.args[0] == "celery task retry"
+        ][0]
+        props = retry_call.kwargs["properties"]
+        self.assertEqual(props["celery_reason"], "broker down")
+
+    def test_task_filter_applies_to_worker_lifecycle_events(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(
+            client=mock_client,
+            task_filter=lambda task_name, properties: False,
+        )
+
+        request = SimpleNamespace(
+            headers={},
+            delivery_info={},
+            hostname="worker-1",
+            retries=0,
+        )
+        task = SimpleNamespace(name="app.tasks.filtered", request=request)
+
+        integration._on_task_prerun(sender=task, task_id="task-3")
+        integration._on_task_success(sender=task, task_id="task-3")
+
+        mock_client.capture.assert_not_called()
+
+    def test_task_failure_captures_exception_when_lifecycle_events_disabled(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(
+            client=mock_client,
+            capture_task_lifecycle_events=False,
+        )
+
+        task = SimpleNamespace(
+            name="app.tasks.failing",
+            request=SimpleNamespace(delivery_info={}),
+        )
+        exception = ValueError("task failed")
+
+        integration._on_task_failure(
+            sender=task,
+            task_id="task-4",
+            exception=exception,
+        )
+
+        mock_client.capture.assert_not_called()
+        mock_client.capture_exception.assert_called_once_with(exception)
+
+    def test_after_task_publish_captures_published_event(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        integration._on_after_task_publish(
+            sender="app.tasks.published",
+            headers={"id": "task-3"},
+            exchange="celery",
+            routing_key="default",
+        )
+
+        mock_client.capture.assert_called_once()
+        self.assertEqual(mock_client.capture.call_args.args[0], "celery task published")
+        props = mock_client.capture.call_args.kwargs["properties"]
+        self.assertIn("celery_version", props)
+
+    def test_after_task_publish_respects_task_filter(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(
+            client=mock_client, task_filter=lambda task_name, properties: False
+        )
+
+        integration._on_after_task_publish(
+            sender="app.tasks.filtered",
+            headers={"id": "task-3"},
+            exchange="celery",
+            routing_key="default",
+        )
+
+        mock_client.capture.assert_not_called()
+
+    def test_after_task_publish_skips_when_lifecycle_events_disabled(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(
+            client=mock_client,
+            capture_task_lifecycle_events=False,
+        )
+
+        integration._on_after_task_publish(
+            sender="app.tasks.published",
+            headers={"id": "task-3"},
+            exchange="celery",
+            routing_key="default",
+        )
+
+        mock_client.capture.assert_not_called()
+
+    def test_capture_event_falls_back_to_global_capture(self):
+        integration = PosthogCeleryIntegration(client=None)
+
+        with patch("posthog.capture") as mock_capture:
+            integration._capture_event(
+                "celery task started", properties={"celery_task_id": "t1"}
+            )
+
+        mock_capture.assert_called_once_with(
+            "celery task started", properties={"celery_task_id": "t1"}
+        )
+
+    def test_capture_exception_falls_back_to_global_capture_exception(self):
+        integration = PosthogCeleryIntegration(client=None)
+        exception = ValueError("boom")
+
+        with patch("posthog.capture_exception") as mock_capture_exception:
+            integration._capture_exception(exception)
+
+        mock_capture_exception.assert_called_once_with(exception)
+
+    def test_extract_headers_supports_request_dict_shape(self):
+        integration = PosthogCeleryIntegration()
+        request = {"headers": {CONTEXT_DISTINCT_ID_HEADER: "user-1"}}
+
+        headers = integration._extract_headers(request)
+
+        self.assertEqual(headers, {CONTEXT_DISTINCT_ID_HEADER: "user-1"})
+
+    def test_prerun_exits_context_on_failure_after_entry(self):
+        mock_client = Mock()
+        integration = PosthogCeleryIntegration(client=mock_client)
+
+        request = SimpleNamespace(
+            headers={},
+            delivery_info={},
+            hostname="worker-1",
+            retries=0,
+        )
+        task = SimpleNamespace(name="app.tasks.boom", request=request)
+
+        ctx_before = contexts._get_current_context()
+
+        with patch.object(
+            integration, "_apply_propagated_identity", side_effect=RuntimeError("boom")
+        ):
+            integration._on_task_prerun(sender=task, task_id="task-leak")
+
+        ctx_after = contexts._get_current_context()
+        self.assertIs(ctx_after, ctx_before)
+
+    def test_extract_propagated_tags_invalid_json_returns_empty_dict(self):
+        integration = PosthogCeleryIntegration()
+        request = SimpleNamespace(headers={CONTEXT_TAGS_HEADER: "{bad json"})
+
+        tags = integration._extract_propagated_tags(request)
+
+        self.assertEqual(tags, {})
diff --git a/posthog/test/integrations/test_middleware.py b/posthog/test/integrations/test_middleware.py
new file mode 100644
index 00000000..8b4d399d
--- /dev/null
+++ b/posthog/test/integrations/test_middleware.py
@@ -0,0 +1,841 @@
+from posthog.contexts import (
+    new_context,
+    get_context_session_id,
+    get_context_distinct_id,
+)
+import unittest
+from unittest.mock import Mock, patch
+import asyncio
+from parameterized import parameterized
+
+# Configure Django settings before importing middleware
+import django
+from django.conf import settings
+
+if not settings.configured:
+    settings.configure(
+        DEBUG=True,
+        SECRET_KEY="test-secret-key",
+        INSTALLED_APPS=[],
+        MIDDLEWARE=[],
+    )
+    django.setup()
+
+from posthog.integrations.django import PosthogContextMiddleware
+
+
+class MockRequest:
+    """Mock Django HttpRequest object"""
+
+    def __init__(
+        self,
+        headers=None,
+        method="GET",
+        path="/test",
+        host="example.com",
+        is_secure=False,
+    ):
+        self.headers = headers or {}
+        self.method = method
+        self.path = path
+        self._host = host
+        self._is_secure = is_secure
+
+    def build_absolute_uri(self):
+        scheme = "https" if self._is_secure else "http"
+        return f"{scheme}://{self._host}{self.path}"
+
+
+class TestPosthogContextMiddleware(unittest.TestCase):
+    def create_middleware(
+        self,
+        extra_tags=None,
+        request_filter=None,
+        tag_map=None,
+        capture_exceptions=True,
+        get_response=None,
+    ):
+        """Helper to create middleware instance with mock Django settings"""
+        if get_response is None:
+            get_response = Mock()
+
+        with patch("django.conf.settings") as mock_settings:
+            # Configure mock settings
+            mock_settings.POSTHOG_MW_EXTRA_TAGS = extra_tags
+            mock_settings.POSTHOG_MW_REQUEST_FILTER = request_filter
+            mock_settings.POSTHOG_MW_TAG_MAP = tag_map
+            mock_settings.POSTHOG_MW_CAPTURE_EXCEPTIONS = capture_exceptions
+            mock_settings.POSTHOG_MW_CLIENT = None
+
+            # Make hasattr work correctly
+            def mock_hasattr(obj, name):
+                return name in [
+                    "POSTHOG_MW_EXTRA_TAGS",
+                    "POSTHOG_MW_REQUEST_FILTER",
+                    "POSTHOG_MW_TAG_MAP",
+                    "POSTHOG_MW_CAPTURE_EXCEPTIONS",
+                    "POSTHOG_MW_CLIENT",
+                ]
+
+            with patch("builtins.hasattr", side_effect=mock_hasattr):
+                middleware = PosthogContextMiddleware(get_response)
+
+        return middleware
+
+    def test_extract_tags_basic(self):
+        with new_context():
+            """Test basic tag extraction from request"""
+            middleware = self.create_middleware()
+            request = MockRequest(
+                headers={
+                    "X-POSTHOG-SESSION-ID": "session-123",
+                    "X-POSTHOG-DISTINCT-ID": "user-456",
+                },
+                method="POST",
+                path="/api/test",
+                host="example.com",
+                is_secure=True,
+            )
+
+            tags = middleware.extract_tags(request)
+
+            self.assertEqual(get_context_session_id(), "session-123")
+            self.assertEqual(get_context_distinct_id(), "user-456")
+            self.assertEqual(tags["$current_url"], "https://example.com/api/test")
+            self.assertEqual(tags["$request_method"], "POST")
+
+    def test_extract_tags_missing_headers(self):
+        """Test tag extraction when PostHog headers are missing"""
+
+        with new_context():
+            middleware = self.create_middleware()
+            request = MockRequest(headers={}, method="GET", path="/home")
+
+            tags = middleware.extract_tags(request)
+
+            self.assertIsNone(get_context_session_id())
+            self.assertIsNone(get_context_distinct_id())
+            self.assertEqual(tags["$current_url"], "http://example.com/home")
+            self.assertEqual(tags["$request_method"], "GET")
+
+    def test_extract_tags_partial_headers(self):
+        """Test tag extraction with only some PostHog headers present"""
+
+        with new_context():
+            middleware = self.create_middleware()
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "session-only"}, method="PUT"
+            )
+
+            tags = middleware.extract_tags(request)
+
+            self.assertEqual(get_context_session_id(), "session-only")
+            self.assertIsNone(get_context_distinct_id())
+            self.assertEqual(tags["$request_method"], "PUT")
+
+    @parameterized.expand(
+        [
+            (
+                "session_control_chars",
+                "X-POSTHOG-SESSION-ID",
+                "  session\n-\t123\x85  ",
+                get_context_session_id,
+                "session-123",
+                None,
+            ),
+            (
+                "distinct_empty_falls_back_to_user",
+                "X-POSTHOG-DISTINCT-ID",
+                "\r\n  ",
+                get_context_distinct_id,
+                "42",
+                42,
+            ),
+        ]
+    )
+    def test_extract_tags_sanitizes_tracing_header(
+        self, _name, header_name, raw_value, get_context_value, expected_value, user_pk
+    ):
+        """Test tracing header values are sanitized before entering context."""
+
+        with new_context():
+            middleware = self.create_middleware()
+            request = MockRequest(headers={header_name: raw_value}, method="GET")
+            if user_pk is not None:
+                user = Mock()
+                user.is_authenticated = True
+                user.pk = user_pk
+                request.user = user
+
+            middleware.extract_tags(request)
+
+            self.assertEqual(get_context_value(), expected_value)
+
+    @parameterized.expand(
+        [
+            (
+                "session_non_string",
+                "X-POSTHOG-SESSION-ID",
+                123,
+                get_context_session_id,
+            ),
+            (
+                "distinct_non_string",
+                "X-POSTHOG-DISTINCT-ID",
+                object(),
+                get_context_distinct_id,
+            ),
+        ]
+    )
+    def test_extract_tags_ignores_non_string_tracing_header(
+        self, _name, header_name, raw_value, get_context_value
+    ):
+        """Test non-string tracing header values are ignored without throwing."""
+
+        with new_context():
+            middleware = self.create_middleware()
+            request = MockRequest(headers={header_name: raw_value}, method="GET")
+
+            middleware.extract_tags(request)
+
+            self.assertIsNone(get_context_value())
+
+    def test_extract_tags_with_extra_tags(self):
+        """Test tag extraction with extra_tags function"""
+
+        def extra_tags_func(request):
+            return {"custom_tag": "custom_value", "user_id": "789"}
+
+        with new_context():
+            middleware = self.create_middleware(extra_tags=extra_tags_func)
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "session-123"}, method="GET"
+            )
+
+            tags = middleware.extract_tags(request)
+
+            self.assertEqual(get_context_session_id(), "session-123")
+            self.assertEqual(tags["custom_tag"], "custom_value")
+            self.assertEqual(tags["user_id"], "789")
+
+    def test_extract_tags_with_tag_map(self):
+        """Test tag extraction with tag_map function"""
+
+        def extra_tags_func(request):
+            return {"custom_tag": "custom_value", "user_id": "789"}
+
+        def tag_map_func(tags):
+            if "custom_tag" in tags:
+                tags["mapped_custom_tag"] = f"mapped_{tags['custom_tag']}"
+                del tags["custom_tag"]
+            return tags
+
+        with new_context():
+            middleware = self.create_middleware(
+                tag_map=tag_map_func, extra_tags=extra_tags_func
+            )
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "session-123"}, method="GET"
+            )
+
+            tags = middleware.extract_tags(request)
+
+            self.assertEqual(tags["mapped_custom_tag"], "mapped_custom_value")
+
+    def test_extract_tags_extra_tags_returns_none(self):
+        """Test tag extraction when extra_tags returns None"""
+
+        def extra_tags_func(request):
+            return None
+
+        middleware = self.create_middleware(extra_tags=extra_tags_func)
+        request = MockRequest(method="GET")
+
+        tags = middleware.extract_tags(request)
+
+        self.assertEqual(tags["$request_method"], "GET")
+        # Should not crash when extra_tags returns None
+
+    def test_extract_tags_extra_tags_returns_empty_dict(self):
+        """Test tag extraction when extra_tags returns empty dict"""
+
+        def extra_tags_func(request):
+            return {}
+
+        middleware = self.create_middleware(extra_tags=extra_tags_func)
+        request = MockRequest(method="PATCH")
+
+        tags = middleware.extract_tags(request)
+
+        self.assertEqual(tags["$request_method"], "PATCH")
+
+    def test_process_exception_called_during_view_exception(self):
+        """
+        Unit test verifying process_exception captures exceptions per Django's contract.
+
+        Since this is a library test (no Django runtime), we simulate how Django
+        would invoke our middleware in production:
+        1. Middleware.__call__ creates context with request tags
+        2. View raises exception inside get_response
+        3. Django's BaseHandler catches it, calls process_exception, returns error response
+        4. Exception never propagates to middleware's context manager
+
+        We manually call process_exception to simulate Django's behavior - this is
+        the only way to test the hook without a full Django integration test.
+        """
+        mock_client = Mock()
+        view_exception = ValueError("View raised this error")
+        error_response = Mock(status_code=500)
+
+        def mock_get_response(request):
+            # Simulate Django's exception handling: catches view exception,
+            # calls process_exception hook if it exists, returns error response
+            if hasattr(middleware, "process_exception"):
+                middleware.process_exception(request, view_exception)
+            return error_response
+
+        middleware = self.create_middleware(get_response=mock_get_response)
+        middleware.client = mock_client
+
+        request = MockRequest(
+            headers={"X-POSTHOG-DISTINCT-ID": "test-user"},
+            method="POST",
+            path="/api/endpoint",
+        )
+        response = middleware(request)
+
+        self.assertEqual(response.status_code, 500)
+        mock_client.capture_exception.assert_called_once_with(view_exception)
+
+    def test_process_exception_respects_capture_exceptions_false(self):
+        """Verify process_exception respects capture_exceptions=False setting"""
+        mock_client = Mock()
+        view_exception = ValueError("Should not be captured")
+
+        def mock_get_response(request):
+            if hasattr(middleware, "process_exception"):
+                middleware.process_exception(request, view_exception)
+            return Mock(status_code=500)
+
+        middleware = self.create_middleware(
+            capture_exceptions=False, get_response=mock_get_response
+        )
+        middleware.client = mock_client
+
+        request = MockRequest()
+        middleware(request)
+
+        mock_client.capture_exception.assert_not_called()
+
+    def test_process_exception_respects_request_filter(self):
+        """Verify process_exception respects request_filter setting"""
+        mock_client = Mock()
+        view_exception = ValueError("Should be filtered")
+
+        def mock_get_response(request):
+            if hasattr(middleware, "process_exception"):
+                middleware.process_exception(request, view_exception)
+            return Mock(status_code=500)
+
+        middleware = self.create_middleware(
+            request_filter=lambda req: False,
+            capture_exceptions=True,
+            get_response=mock_get_response,
+        )
+        middleware.client = mock_client
+
+        request = MockRequest()
+        middleware(request)
+
+        mock_client.capture_exception.assert_not_called()
+
+
+class TestPosthogContextMiddlewareSync(unittest.TestCase):
+    """Test synchronous middleware behavior"""
+
+    def test_sync_middleware_call(self):
+        """Test that sync middleware correctly processes requests"""
+        mock_response = Mock()
+        get_response = Mock(return_value=mock_response)
+
+        # Create middleware with sync get_response
+        middleware = PosthogContextMiddleware(get_response)
+
+        # Verify sync mode detected
+        self.assertFalse(middleware._is_coroutine)
+
+        request = MockRequest(
+            headers={"X-POSTHOG-SESSION-ID": "test-session"},
+            method="GET",
+            path="/test",
+        )
+
+        with new_context():
+            response = middleware(request)
+
+            # Verify response returned
+            self.assertEqual(response, mock_response)
+            get_response.assert_called_once_with(request)
+
+    def test_sync_middleware_with_filter(self):
+        """Test sync middleware respects request filter"""
+        mock_response = Mock()
+        get_response = Mock(return_value=mock_response)
+
+        # Create middleware with request filter that filters all requests
+        def request_filter(req):
+            return False
+
+        middleware = PosthogContextMiddleware.__new__(PosthogContextMiddleware)
+        middleware.get_response = get_response
+        middleware._is_coroutine = False
+        middleware.request_filter = request_filter
+        middleware.capture_exceptions = True
+        middleware.client = None
+
+        request = MockRequest()
+
+        # Should skip context creation and return response directly
+        response = middleware(request)
+        self.assertEqual(response, mock_response)
+        get_response.assert_called_once_with(request)
+
+    def test_view_exceptions_only_captured_via_process_exception(self):
+        """
+        Demonstrates that process_exception is required to capture view exceptions.
+
+        In production Django, view exceptions don't propagate to middleware's context
+        manager because Django's BaseHandler catches them first and converts them to
+        error responses. Django provides the exception via process_exception hook instead.
+
+        This unit test proves:
+        1. Context manager in __call__ never sees view exceptions (Django intercepts)
+        2. Only process_exception can capture them
+        3. Without process_exception, exceptions are silently lost (v6.7.5 regression)
+
+        We manually call process_exception to verify the hook works - in production,
+        Django's BaseHandler would call it when a view raises.
+        """
+        mock_client = Mock()
+        get_response = Mock(return_value=Mock(status_code=500))
+
+        middleware = PosthogContextMiddleware(get_response)
+        middleware.client = mock_client
+
+        def get_response_simulating_django(request):
+            # Simulates Django behavior: view exception converted to error response,
+            # never propagates to middleware's context manager
+            return Mock(status_code=500)
+
+        middleware._sync_get_response = get_response_simulating_django
+
+        request = MockRequest()
+
+        response = middleware(request)
+        self.assertEqual(response.status_code, 500)
+
+        # Context manager didn't capture anything - exception was intercepted by Django
+        mock_client.capture_exception.assert_not_called()
+
+        # Verify process_exception hook exists and captures exceptions when called
+        if hasattr(middleware, "process_exception"):
+            exception = ValueError("View error")
+            middleware.process_exception(request, exception)
+            mock_client.capture_exception.assert_called_once_with(exception)
+        else:
+            self.fail(
+                "process_exception missing - view exceptions will not be captured!"
+            )
+
+
+class TestPosthogContextMiddlewareAsync(unittest.TestCase):
+    """Test asynchronous middleware behavior"""
+
+    def test_async_middleware_detection(self):
+        """Test that async get_response is correctly detected"""
+
+        async def async_get_response(request):
+            return Mock()
+
+        middleware = PosthogContextMiddleware(async_get_response)
+
+        # Verify async mode detected
+        self.assertTrue(middleware._is_coroutine)
+
+    def test_async_middleware_call(self):
+        """Test that async middleware correctly processes requests"""
+
+        async def run_test():
+            mock_response = Mock()
+
+            async def async_get_response(request):
+                return mock_response
+
+            middleware = PosthogContextMiddleware(async_get_response)
+
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "async-session"},
+                method="POST",
+                path="/async-test",
+            )
+
+            with new_context():
+                # Call should return the coroutine from __acall__
+                result = middleware(request)
+
+                # Verify it's a coroutine
+                self.assertTrue(asyncio.iscoroutine(result))
+
+                # Await the result
+                response = await result
+                self.assertEqual(response, mock_response)
+
+        asyncio.run(run_test())
+
+    def test_async_middleware_with_filter(self):
+        """Test async middleware respects request filter"""
+
+        async def run_test():
+            mock_response = Mock()
+
+            async def async_get_response(request):
+                return mock_response
+
+            # Properly initialize middleware
+            middleware = PosthogContextMiddleware(async_get_response)
+            # Override request filter after initialization
+            middleware.request_filter = lambda req: False
+
+            request = MockRequest()
+
+            # Should skip context creation and return response directly
+            result = middleware(request)
+            response = await result
+            self.assertEqual(response, mock_response)
+
+        asyncio.run(run_test())
+
+    def test_async_middleware_context_propagation(self):
+        """Test that async middleware properly propagates context"""
+
+        async def run_test():
+            mock_response = Mock()
+
+            async def async_get_response(request):
+                # Verify context is available during async processing
+                session_id = get_context_session_id()
+                self.assertEqual(session_id, "async-session-123")
+                return mock_response
+
+            middleware = PosthogContextMiddleware(async_get_response)
+
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "async-session-123"},
+                method="GET",
+            )
+
+            with new_context():
+                result = middleware(request)
+                await result
+
+        asyncio.run(run_test())
+
+    def test_async_middleware_exception_capture(self):
+        """Test that async middleware captures exceptions during request processing"""
+
+        async def run_test():
+            mock_client = Mock()
+
+            # Make async_get_response raise an exception
+            async def raise_exception(request):
+                raise ValueError("Async test exception")
+
+            # Properly initialize middleware
+            middleware = PosthogContextMiddleware(raise_exception)
+            middleware.client = mock_client  # Override with mock client
+
+            request = MockRequest()
+
+            # Should capture exception and re-raise
+            with self.assertRaises(ValueError):
+                result = middleware(request)
+                await result
+
+            # Verify exception was captured by middleware
+            mock_client.capture_exception.assert_called_once()
+            captured_exception = mock_client.capture_exception.call_args[0][0]
+            self.assertIsInstance(captured_exception, ValueError)
+            self.assertEqual(str(captured_exception), "Async test exception")
+
+        asyncio.run(run_test())
+
+    def test_async_middleware_with_authenticated_user(self):
+        """
+        Test that async middleware correctly extracts user info in async context.
+
+        Django's request.user is a SimpleLazyObject that defers DB access.
+        In async context, accessing it directly raises SynchronousOnlyOperation.
+        The middleware should use request.auser() instead.
+
+        This tests the fix for issue #355.
+        """
+
+        async def run_test():
+            mock_response = Mock()
+            mock_user = Mock()
+            mock_user.is_authenticated = True
+            mock_user.pk = 123
+            mock_user.email = "test@example.com"
+
+            async def async_get_response(request):
+                # Verify user info was extracted and set as distinct_id
+                distinct_id = get_context_distinct_id()
+                self.assertEqual(distinct_id, "123")
+                return mock_response
+
+            middleware = PosthogContextMiddleware(async_get_response)
+            middleware.client = Mock()
+
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "test-session"}, method="GET"
+            )
+
+            # Mock auser() to return authenticated user
+            async def mock_auser():
+                return mock_user
+
+            request.auser = mock_auser
+
+            with new_context():
+                result = middleware(request)
+                response = await result
+                self.assertEqual(response, mock_response)
+
+        asyncio.run(run_test())
+
+    def test_async_middleware_with_unauthenticated_user(self):
+        """
+        Test that async middleware handles unauthenticated users correctly.
+        """
+
+        async def run_test():
+            mock_response = Mock()
+            mock_user = Mock()
+            mock_user.is_authenticated = False  # Not authenticated
+
+            async def async_get_response(request):
+                # Verify no distinct_id was set (no user)
+                distinct_id = get_context_distinct_id()
+                self.assertIsNone(distinct_id)
+                return mock_response
+
+            middleware = PosthogContextMiddleware(async_get_response)
+            middleware.client = Mock()
+
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "test-session"}, method="GET"
+            )
+
+            async def mock_auser():
+                return mock_user
+
+            request.auser = mock_auser
+
+            with new_context():
+                result = middleware(request)
+                response = await result
+                self.assertEqual(response, mock_response)
+
+        asyncio.run(run_test())
+
+    def test_async_middleware_without_user_attribute(self):
+        """
+        Test that async middleware handles requests without user attribute (no auth middleware).
+        """
+
+        async def run_test():
+            mock_response = Mock()
+
+            async def async_get_response(request):
+                return mock_response
+
+            middleware = PosthogContextMiddleware(async_get_response)
+            middleware.client = Mock()
+
+            # Request without auser method (no auth middleware)
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "test-session"}, method="GET"
+            )
+
+            with new_context():
+                result = middleware(request)
+                response = await result
+                self.assertEqual(response, mock_response)
+
+        asyncio.run(run_test())
+
+    def test_async_middleware_with_extra_tags(self):
+        """
+        Test that async middleware works with extra_tags callback.
+        """
+
+        async def run_test():
+            mock_response = Mock()
+
+            def extra_tags_callback(request):
+                # Simple sync callback - should work
+                return {"custom_tag": "custom_value"}
+
+            async def async_get_response(request):
+                return mock_response
+
+            middleware = PosthogContextMiddleware(async_get_response)
+            middleware.extra_tags = extra_tags_callback
+            middleware.client = Mock()
+
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "test-session"}, method="GET"
+            )
+
+            # Mock auser for no user
+            async def mock_auser():
+                return None
+
+            request.auser = mock_auser
+
+            with new_context():
+                result = middleware(request)
+                response = await result
+                self.assertEqual(response, mock_response)
+
+        asyncio.run(run_test())
+
+    def test_async_middleware_with_tag_map(self):
+        """
+        Test that async middleware works with tag_map callback.
+        """
+
+        async def run_test():
+            mock_response = Mock()
+
+            def tag_map_callback(tags):
+                # Simple sync callback - should work
+                tags["mapped"] = "yes"
+                return tags
+
+            async def async_get_response(request):
+                return mock_response
+
+            middleware = PosthogContextMiddleware(async_get_response)
+            middleware.tag_map = tag_map_callback
+            middleware.client = Mock()
+
+            request = MockRequest(
+                headers={"X-POSTHOG-SESSION-ID": "test-session"}, method="GET"
+            )
+
+            # Mock auser for no user
+            async def mock_auser():
+                return None
+
+            request.auser = mock_auser
+
+            with new_context():
+                result = middleware(request)
+                response = await result
+                self.assertEqual(response, mock_response)
+
+        asyncio.run(run_test())
+
+    def test_async_middleware_user_extraction_with_all_headers(self):
+        """
+        Test async middleware extracts all request info correctly.
+        """
+
+        async def run_test():
+            mock_response = Mock()
+            mock_user = Mock()
+            mock_user.is_authenticated = True
+            mock_user.pk = 456
+            mock_user.email = "async@test.com"
+
+            async def async_get_response(request):
+                # Verify all context was set correctly
+                distinct_id = get_context_distinct_id()
+                session_id = get_context_session_id()
+                self.assertEqual(distinct_id, "456")
+                self.assertEqual(session_id, "async-sess-123")
+                return mock_response
+
+            middleware = PosthogContextMiddleware(async_get_response)
+            middleware.client = Mock()
+
+            request = MockRequest(
+                headers={
+                    "X-POSTHOG-SESSION-ID": "async-sess-123",
+                    "X-Forwarded-For": "192.168.1.1",
+                    "User-Agent": "TestAgent/1.0",
+                },
+                method="POST",
+                path="/api/test",
+            )
+
+            async def mock_auser():
+                return mock_user
+
+            request.auser = mock_auser
+
+            with new_context():
+                result = middleware(request)
+                response = await result
+                self.assertEqual(response, mock_response)
+
+        asyncio.run(run_test())
+
+
+class TestPosthogContextMiddlewareHybrid(unittest.TestCase):
+    """Test hybrid middleware behavior with mixed sync/async chains"""
+
+    def test_hybrid_flags_set(self):
+        """Test that both capability flags are set"""
+        self.assertTrue(PosthogContextMiddleware.sync_capable)
+        self.assertTrue(PosthogContextMiddleware.async_capable)
+
+    def test_sync_to_async_routing(self):
+        """Test that __call__ routes to __acall__ when async"""
+
+        async def run_test():
+            async def async_get_response(request):
+                return Mock()
+
+            middleware = PosthogContextMiddleware(async_get_response)
+
+            # Verify routing happens
+            request = MockRequest()
+            result = middleware(request)
+
+            # Should be a coroutine from __acall__
+            self.assertTrue(asyncio.iscoroutine(result))
+            await result  # Clean up
+
+        asyncio.run(run_test())
+
+    def test_sync_path_direct_return(self):
+        """Test that sync path returns directly without coroutine"""
+        mock_response = Mock()
+
+        def sync_get_response(request):
+            return mock_response
+
+        middleware = PosthogContextMiddleware(sync_get_response)
+
+        request = MockRequest()
+        result = middleware(request)
+
+        # Should NOT be a coroutine
+        self.assertFalse(asyncio.iscoroutine(result))
+        self.assertEqual(result, mock_response)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/posthog/test/module.py b/posthog/test/module.py
deleted file mode 100644
index 149f9856..00000000
--- a/posthog/test/module.py
+++ /dev/null
@@ -1,40 +0,0 @@
-import unittest
-
-import posthog
-
-
-class TestModule(unittest.TestCase):
-    def failed(self):
-        self.failed = True
-
-    def setUp(self):
-        self.failed = False
-        posthog.api_key = "testsecret"
-        posthog.on_error = self.failed
-
-    def test_no_api_key(self):
-        posthog.api_key = None
-        self.assertRaises(Exception, posthog.capture)
-
-    def test_no_host(self):
-        posthog.host = None
-        self.assertRaises(Exception, posthog.capture)
-
-    def test_track(self):
-        posthog.capture("distinct_id", "python module event")
-        posthog.flush()
-
-    def test_identify(self):
-        posthog.identify("distinct_id", {"email": "user@email.com"})
-        posthog.flush()
-
-    def test_alias(self):
-        posthog.alias("previousId", "distinct_id")
-        posthog.flush()
-
-    def test_page(self):
-        posthog.page("distinct_id", "https://posthog.com/contact")
-        posthog.flush()
-
-    def test_flush(self):
-        posthog.flush()
diff --git a/posthog/test/request.py b/posthog/test/request.py
deleted file mode 100644
index ef1fa0c5..00000000
--- a/posthog/test/request.py
+++ /dev/null
@@ -1,44 +0,0 @@
-import json
-import unittest
-from datetime import date, datetime
-
-import requests
-
-from posthog.request import DatetimeSerializer, batch_post
-from posthog.test.utils import TEST_API_KEY
-
-
-class TestRequests(unittest.TestCase):
-    def test_valid_request(self):
-        res = batch_post(TEST_API_KEY, batch=[{"distinct_id": "distinct_id", "event": "python event", "type": "track"}])
-        self.assertEqual(res.status_code, 200)
-
-    def test_invalid_request_error(self):
-        self.assertRaises(Exception, batch_post, "testsecret", "https://t.posthog.com", False, "[{]")
-
-    def test_invalid_host(self):
-        self.assertRaises(Exception, batch_post, "testsecret", "t.posthog.com/", batch=[])
-
-    def test_datetime_serialization(self):
-        data = {"created": datetime(2012, 3, 4, 5, 6, 7, 891011)}
-        result = json.dumps(data, cls=DatetimeSerializer)
-        self.assertEqual(result, '{"created": "2012-03-04T05:06:07.891011"}')
-
-    def test_date_serialization(self):
-        today = date.today()
-        data = {"created": today}
-        result = json.dumps(data, cls=DatetimeSerializer)
-        expected = '{"created": "%s"}' % today.isoformat()
-        self.assertEqual(result, expected)
-
-    def test_should_not_timeout(self):
-        res = batch_post(
-            TEST_API_KEY, batch=[{"distinct_id": "distinct_id", "event": "python event", "type": "track"}], timeout=15
-        )
-        self.assertEqual(res.status_code, 200)
-
-    def test_should_timeout(self):
-        with self.assertRaises(requests.ReadTimeout):
-            batch_post(
-                "key", batch=[{"distinct_id": "distinct_id", "event": "python event", "type": "track"}], timeout=0.0001
-            )
diff --git a/posthog/test/test_before_send.py b/posthog/test/test_before_send.py
new file mode 100644
index 00000000..a38541fa
--- /dev/null
+++ b/posthog/test/test_before_send.py
@@ -0,0 +1,275 @@
+import importlib
+import unittest
+from unittest import mock
+
+import posthog
+
+from posthog.client import Client
+from posthog.test.test_utils import FAKE_TEST_API_KEY
+
+
+class TestClient(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # This ensures no real HTTP POST requests are made
+        cls.client_post_patcher = mock.patch("posthog.client.batch_post")
+        cls.consumer_post_patcher = mock.patch("posthog.consumer.batch_post")
+        cls.client_post_patcher.start()
+        cls.consumer_post_patcher.start()
+
+    @classmethod
+    def tearDownClass(cls):
+        cls.client_post_patcher.stop()
+        cls.consumer_post_patcher.stop()
+
+    def set_fail(self, e, batch):
+        """Mark the failure handler"""
+        print("FAIL", e, batch)  # noqa: T201
+        self.failed = True
+
+    def setUp(self):
+        self.failed = False
+        self.client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail)
+
+    def test_before_send_callback_modifies_event(self):
+        """Test that before_send callback can modify events."""
+        processed_events = []
+
+        def my_before_send(event):
+            processed_events.append(event.copy())
+            if "properties" not in event:
+                event["properties"] = {}
+            event["properties"]["processed_by_before_send"] = True
+            return event
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                before_send=my_before_send,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture(
+                "test_event", distinct_id="user1", properties={"original": "value"}
+            )
+
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            enqueued_msg = batch_data[0]
+
+            self.assertEqual(
+                enqueued_msg["properties"]["processed_by_before_send"], True
+            )
+            self.assertEqual(enqueued_msg["properties"]["original"], "value")
+            self.assertEqual(len(processed_events), 1)
+            self.assertEqual(processed_events[0]["event"], "test_event")
+
+    def test_before_send_callback_drops_event(self):
+        """Test that before_send callback can drop events by returning None."""
+
+        def drop_test_events(event):
+            if event.get("event") == "test_drop_me":
+                return None
+            return event
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                before_send=drop_test_events,
+                sync_mode=True,
+            )
+
+            # Event should be dropped
+            msg_uuid = client.capture("test_drop_me", distinct_id="user1")
+            self.assertIsNone(msg_uuid)
+
+            # Event should go through
+            msg_uuid = client.capture("keep_me", distinct_id="user1")
+            self.assertIsNotNone(msg_uuid)
+
+            # Check the enqueued message
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            enqueued_msg = batch_data[0]
+            self.assertEqual(enqueued_msg["event"], "keep_me")
+
+    def test_before_send_callback_handles_exceptions(self):
+        """Test that exceptions in before_send don't crash the client."""
+
+        def buggy_before_send(event):
+            raise ValueError("Oops!")
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                before_send=buggy_before_send,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture("robust_event", distinct_id="user1")
+
+            # Event should still be sent despite the exception
+            self.assertIsNotNone(msg_uuid)
+
+            # Check the enqueued message
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            enqueued_msg = batch_data[0]
+            self.assertEqual(enqueued_msg["event"], "robust_event")
+
+    def test_before_send_callback_works_with_all_event_types(self):
+        """Test that before_send works with capture, set, etc."""
+
+        def add_marker(event):
+            if "properties" not in event:
+                event["properties"] = {}
+            event["properties"]["marked"] = True
+            return event
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                before_send=add_marker,
+                sync_mode=True,
+            )
+
+            # Test capture
+            msg_uuid = client.capture("event", distinct_id="user1")
+            self.assertIsNotNone(msg_uuid)
+
+            # Test set
+            msg_uuid = client.set(distinct_id="user1", properties={"prop": "value"})
+            self.assertIsNotNone(msg_uuid)
+
+            # Check all events were marked
+            self.assertEqual(mock_post.call_count, 2)
+            for call in mock_post.call_args_list:
+                batch_data = call[1]["batch"]
+                enqueued_msg = batch_data[0]
+                self.assertTrue(enqueued_msg["properties"]["marked"])
+
+    def test_before_send_callback_disabled_when_none(self):
+        """Test that client works normally when before_send is None."""
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                before_send=None,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture("normal_event", distinct_id="user1")
+            self.assertIsNotNone(msg_uuid)
+
+            # Check the event was sent normally
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            enqueued_msg = batch_data[0]
+            self.assertEqual(enqueued_msg["event"], "normal_event")
+
+    def test_before_send_callback_pii_scrubbing_example(self):
+        """Test a realistic PII scrubbing use case."""
+
+        def scrub_pii(event):
+            properties = event.get("properties", {})
+
+            # Mask email but keep domain
+            if "email" in properties:
+                email = properties["email"]
+                if "@" in email:
+                    domain = email.split("@")[1]
+                    properties["email"] = f"***@{domain}"
+                else:
+                    properties["email"] = "***"
+
+            # Remove credit card
+            properties.pop("credit_card", None)
+
+            return event
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                before_send=scrub_pii,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture(
+                "form_submit",
+                distinct_id="user1",
+                properties={
+                    "email": "user@example.com",
+                    "credit_card": "1234-5678-9012-3456",
+                    "form_name": "contact",
+                },
+            )
+
+            self.assertIsNotNone(msg_uuid)
+
+            # Check the enqueued message was scrubbed
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            enqueued_msg = batch_data[0]
+
+            self.assertEqual(enqueued_msg["properties"]["email"], "***@example.com")
+            self.assertNotIn("credit_card", enqueued_msg["properties"])
+            self.assertEqual(enqueued_msg["properties"]["form_name"], "contact")
+
+
+class TestModuleLevelBeforeSend(unittest.TestCase):
+    def setUp(self):
+        importlib.reload(posthog)
+
+    def tearDown(self):
+        if posthog.default_client:
+            posthog.shutdown()
+        importlib.reload(posthog)
+
+    def test_before_send_callback_used_during_module_level_setup(self):
+        def my_before_send(event):
+            event["properties"]["module_level_before_send"] = True
+            return event
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            posthog.api_key = FAKE_TEST_API_KEY
+            posthog.before_send = my_before_send
+            posthog.sync_mode = True
+
+            msg_uuid = posthog.capture("test_event", distinct_id="user1")
+
+            self.assertIsNotNone(msg_uuid)
+            self.assertIs(posthog.default_client.before_send, my_before_send)
+
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            enqueued_msg = batch_data[0]
+            self.assertTrue(enqueued_msg["properties"]["module_level_before_send"])
+
+    def test_before_send_callback_updates_after_client_initialization(self):
+        def my_before_send(event):
+            event["properties"]["updated_after_init"] = True
+            return event
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            posthog.api_key = FAKE_TEST_API_KEY
+            posthog.sync_mode = True
+
+            first_msg_uuid = posthog.capture("first_event", distinct_id="user1")
+
+            posthog.before_send = my_before_send
+            second_msg_uuid = posthog.capture("second_event", distinct_id="user1")
+
+            self.assertIsNotNone(first_msg_uuid)
+            self.assertIsNotNone(second_msg_uuid)
+            self.assertIs(posthog.default_client.before_send, my_before_send)
+
+            self.assertEqual(mock_post.call_count, 2)
+            first_batch = mock_post.call_args_list[0][1]["batch"]
+            second_batch = mock_post.call_args_list[1][1]["batch"]
+
+            self.assertNotIn("updated_after_init", first_batch[0]["properties"])
+            self.assertTrue(second_batch[0]["properties"]["updated_after_init"])
diff --git a/posthog/test/test_client.py b/posthog/test/test_client.py
new file mode 100644
index 00000000..e9d7054c
--- /dev/null
+++ b/posthog/test/test_client.py
@@ -0,0 +1,2916 @@
+import time
+import unittest
+from datetime import datetime
+from uuid import uuid4
+
+from unittest import mock
+from parameterized import parameterized
+
+from posthog.client import Client
+from posthog.contexts import get_context_session_id, new_context, set_context_session
+from posthog.request import APIError, GetResponse
+from posthog.test.test_utils import FAKE_TEST_API_KEY
+from posthog.types import FeatureFlag, LegacyFlagMetadata
+from posthog.version import VERSION
+from posthog.contexts import tag
+
+
+class TestClient(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # This ensures no real HTTP POST requests are made
+        cls.client_post_patcher = mock.patch("posthog.client.batch_post")
+        cls.consumer_post_patcher = mock.patch("posthog.consumer.batch_post")
+        cls.client_post_patcher.start()
+        cls.consumer_post_patcher.start()
+
+    @classmethod
+    def tearDownClass(cls):
+        cls.client_post_patcher.stop()
+        cls.consumer_post_patcher.stop()
+
+    def set_fail(self, e, batch):
+        """Mark the failure handler"""
+        print("FAIL", e, batch)  # noqa: T201
+        self.failed = True
+
+    def setUp(self):
+        self.failed = False
+        self.client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail)
+
+    def test_requires_api_key(self):
+        self.assertRaises(TypeError, Client)
+
+    @parameterized.expand(
+        [
+            ("valid_key", " \nphc_validkey\t ", "phc_validkey", False, False),
+            ("whitespace_only", " \n\t ", "", True, True),
+            ("empty_string", "", "", True, True),
+        ]
+    )
+    def test_trims_api_key_whitespace(
+        self, _, raw_api_key, expected_api_key, expected_disabled, expect_error_log
+    ):
+        with mock.patch.object(Client.log, "error") as mock_error:
+            client = Client(raw_api_key, send=False)
+
+        self.assertEqual(client.api_key, expected_api_key)
+        self.assertEqual(client.disabled, expected_disabled)
+        if expect_error_log:
+            mock_error.assert_called_once_with(
+                "api_key is empty after trimming whitespace; check your project API key"
+            )
+        else:
+            mock_error.assert_not_called()
+
+    def test_trims_host_and_personal_api_key_whitespace(self):
+        client = Client(
+            FAKE_TEST_API_KEY,
+            host=" \nhttps://eu.posthog.com/\t ",
+            personal_api_key=" \n\t ",
+            send=False,
+        )
+
+        self.assertEqual(client.raw_host, "https://eu.posthog.com/")
+        self.assertEqual(client.host, "https://eu.i.posthog.com")
+        self.assertIsNone(client.personal_api_key)
+
+    def test_client_with_empty_api_key_is_noop(self):
+        client = Client("", send=False)
+
+        self.assertIsNone(client.capture("event", distinct_id="distinct_id"))
+
+    @mock.patch("posthog.client.get")
+    def test_disabled_client_does_not_load_feature_flags(self, patch_get):
+        client = Client("", personal_api_key="test", send=False)
+
+        client.load_feature_flags()
+
+        patch_get.assert_not_called()
+        self.assertEqual(client.feature_flags, [])
+        self.assertIsNone(client.poller)
+
+    @mock.patch("posthog.client.flags")
+    def test_disabled_client_does_not_get_flags_decision(self, patch_flags):
+        client = Client("", send=False)
+
+        self.assertEqual(client.get_flags_decision("distinct_id")["flags"], {})
+        self.assertEqual(client.get_feature_variants("distinct_id"), {})
+        self.assertEqual(client.get_feature_payloads("distinct_id"), {})
+        self.assertEqual(
+            client.get_feature_flags_and_payloads("distinct_id"),
+            {"featureFlags": {}, "featureFlagPayloads": {}},
+        )
+        self.assertIsNone(
+            client.capture("event", distinct_id="distinct_id", send_feature_flags=True)
+        )
+        patch_flags.assert_not_called()
+
+    @mock.patch("posthog.client.flags")
+    def test_client_flag_helpers_return_defaults_on_api_error(self, patch_flags):
+        patch_flags.side_effect = APIError(401, "Unauthorized")
+        client = Client(FAKE_TEST_API_KEY, send=False)
+
+        test_cases = [
+            (
+                "get_flags_decision",
+                lambda: client.get_flags_decision("distinct_id")["flags"],
+                {},
+            ),
+            (
+                "get_feature_variants",
+                lambda: client.get_feature_variants("distinct_id"),
+                {},
+            ),
+            (
+                "get_feature_payloads",
+                lambda: client.get_feature_payloads("distinct_id"),
+                {},
+            ),
+            (
+                "get_feature_flags_and_payloads",
+                lambda: client.get_feature_flags_and_payloads("distinct_id"),
+                {"featureFlags": {}, "featureFlagPayloads": {}},
+            ),
+        ]
+
+        for method_name, call_helper, expected in test_cases:
+            with self.subTest(method=method_name):
+                self.assertEqual(call_helper(), expected)
+
+    def test_empty_flush(self):
+        self.client.flush()
+
+    def test_basic_capture(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.capture("python test event", distinct_id="distinct_id")
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertEqual(msg["properties"]["$is_server"], True)
+            # these will change between platforms so just asssert on presence here
+            assert msg["properties"]["$python_runtime"] == mock.ANY
+            assert msg["properties"]["$python_version"] == mock.ANY
+            assert msg["properties"]["$os"] == mock.ANY
+            assert msg["properties"]["$os_version"] == mock.ANY
+
+    def test_capture_omits_is_server_when_disabled(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                sync_mode=True,
+                is_server=False,
+            )
+            client.capture("python test event", distinct_id="distinct_id")
+            self.assertFalse(self.failed)
+
+            msg = mock_post.call_args[1]["batch"][0]
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertNotIn("$is_server", msg["properties"])
+
+    def test_is_server_not_overridden_by_super_properties(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                sync_mode=True,
+                super_properties={"$is_server": False},
+            )
+            client.capture("python test event", distinct_id="distinct_id")
+            self.assertFalse(self.failed)
+
+            msg = mock_post.call_args[1]["batch"][0]
+            self.assertEqual(msg["properties"]["$is_server"], True)
+
+    def test_basic_capture_with_uuid(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            uuid = str(uuid4())
+            msg_uuid = client.capture(
+                "python test event", distinct_id="distinct_id", uuid=uuid
+            )
+            self.assertEqual(msg_uuid, uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertEqual(msg["uuid"], uuid)
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+
+    def test_basic_capture_with_project_api_key(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                project_api_key=FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                sync_mode=True,
+            )
+
+            msg_uuid = client.capture("python test event", distinct_id="distinct_id")
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+
+    def test_basic_super_properties(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                super_properties={"source": "repo-name"},
+                sync_mode=True,
+            )
+
+            msg_uuid = client.capture("python test event", distinct_id="distinct_id")
+            self.assertIsNotNone(msg_uuid)
+
+            # Check the enqueued message
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertEqual(msg["properties"]["source"], "repo-name")
+
+    def test_basic_capture_exception(self):
+        with mock.patch.object(Client, "capture", return_value=None) as patch_capture:
+            client = self.client
+            exception = Exception("test exception")
+            client.capture_exception(exception, distinct_id="distinct_id")
+
+            self.assertTrue(patch_capture.called)
+            capture_call = patch_capture.call_args
+            self.assertEqual(capture_call[0][0], "$exception")
+            self.assertEqual(capture_call[1]["distinct_id"], "distinct_id")
+
+    def test_basic_capture_exception_with_distinct_id(self):
+        with mock.patch.object(Client, "capture", return_value=None) as patch_capture:
+            client = self.client
+            exception = Exception("test exception")
+            client.capture_exception(exception, distinct_id="distinct_id")
+
+            self.assertTrue(patch_capture.called)
+            capture_call = patch_capture.call_args
+            self.assertEqual(capture_call[0][0], "$exception")
+            self.assertEqual(capture_call[1]["distinct_id"], "distinct_id")
+
+    def test_basic_capture_exception_with_correct_host_generation(self):
+        with mock.patch.object(Client, "capture", return_value=None) as patch_capture:
+            client = Client(
+                FAKE_TEST_API_KEY, on_error=self.set_fail, host="https://aloha.com"
+            )
+            exception = Exception("test exception")
+            client.capture_exception(exception, distinct_id="distinct_id")
+
+            self.assertTrue(patch_capture.called)
+            call = patch_capture.call_args
+            self.assertEqual(call[0][0], "$exception")
+            self.assertEqual(call[1]["distinct_id"], "distinct_id")
+
+    def test_basic_capture_exception_with_correct_host_generation_for_server_hosts(
+        self,
+    ):
+        with mock.patch.object(Client, "capture", return_value=None) as patch_capture:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                host="https://app.posthog.com",
+            )
+            exception = Exception("test exception")
+            client.capture_exception(exception, distinct_id="distinct_id")
+
+            self.assertTrue(patch_capture.called)
+            capture_call = patch_capture.call_args
+            self.assertEqual(capture_call[0][0], "$exception")
+            self.assertEqual(capture_call[1]["distinct_id"], "distinct_id")
+
+    def test_basic_capture_exception_with_no_exception_given(self):
+        with mock.patch.object(Client, "capture", return_value=None) as patch_capture:
+            client = self.client
+            try:
+                raise Exception("test exception")
+            except Exception:
+                client.capture_exception(None, distinct_id="distinct_id")
+
+            self.assertTrue(patch_capture.called)
+            capture_call = patch_capture.call_args
+            print(capture_call)
+            self.assertEqual(capture_call[1]["distinct_id"], "distinct_id")
+            self.assertEqual(capture_call[0][0], "$exception")
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["mechanism"][
+                    "type"
+                ],
+                "generic",
+            )
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["mechanism"][
+                    "handled"
+                ],
+                True,
+            )
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["module"], None
+            )
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["type"], "Exception"
+            )
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["value"],
+                "test exception",
+            )
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["stacktrace"][
+                    "type"
+                ],
+                "raw",
+            )
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["stacktrace"][
+                    "frames"
+                ][0]["filename"],
+                "posthog/test/test_client.py",
+            )
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["stacktrace"][
+                    "frames"
+                ][0]["function"],
+                "test_basic_capture_exception_with_no_exception_given",
+            )
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["stacktrace"][
+                    "frames"
+                ][0]["module"],
+                "posthog.test.test_client",
+            )
+            self.assertEqual(
+                capture_call[1]["properties"]["$exception_list"][0]["stacktrace"][
+                    "frames"
+                ][0]["in_app"],
+                True,
+            )
+
+    def test_basic_capture_exception_with_no_exception_happening(self):
+        with mock.patch.object(Client, "capture", return_value=None) as patch_capture:
+            with self.assertLogs("posthog", level="WARNING") as logs:
+                client = self.client
+                client.capture_exception(None)
+
+                self.assertFalse(patch_capture.called)
+                self.assertEqual(
+                    logs.output[0],
+                    "WARNING:posthog:No exception information available",
+                )
+
+    def test_capture_exception_logs_when_enabled(self):
+        client = Client(FAKE_TEST_API_KEY, log_captured_exceptions=True)
+        with self.assertLogs("posthog", level="ERROR") as logs:
+            client.capture_exception(
+                Exception("test exception"), distinct_id="distinct_id"
+            )
+            self.assertEqual(
+                logs.output[0], "ERROR:posthog:test exception\nNoneType: None"
+            )
+
+    @mock.patch("posthog.client.flags")
+    def test_basic_capture_with_feature_flags(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "random-variant"}}
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture(
+                "python test event", distinct_id="distinct_id", send_feature_flags=True
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertEqual(
+                msg["properties"]["$feature/beta-feature"], "random-variant"
+            )
+            self.assertEqual(
+                msg["properties"]["$active_feature_flags"], ["beta-feature"]
+            )
+
+            self.assertEqual(patch_flags.call_count, 1)
+
+    @mock.patch("posthog.client.flags")
+    def test_basic_capture_with_locally_evaluated_feature_flags(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "random-variant"}}
+
+        multivariate_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "beta-feature-local",
+            "active": True,
+            "rollout_percentage": 100,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
+                        ],
+                        "rollout_percentage": 100,
+                    },
+                    {
+                        "rollout_percentage": 50,
+                    },
+                ],
+                "multivariate": {
+                    "variants": [
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
+                    ]
+                },
+                "payloads": {
+                    "first-variant": "some-payload",
+                    "third-variant": {"a": "json"},
+                },
+            },
+        }
+        basic_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "person-flag",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "key": "region",
+                                "operator": "exact",
+                                "value": ["USA"],
+                                "type": "person",
+                            }
+                        ],
+                        "rollout_percentage": 100,
+                    }
+                ],
+                "payloads": {"true": 300},
+            },
+        }
+        false_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "false-flag",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [],
+                        "rollout_percentage": 0,
+                    }
+                ],
+                "payloads": {"true": 300},
+            },
+        }
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+            client.feature_flags = [multivariate_flag, basic_flag, false_flag]
+
+            msg_uuid = client.capture(
+                "python test event", distinct_id="distinct_id", send_feature_flags=True
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertEqual(
+                msg["properties"]["$feature/beta-feature-local"], "third-variant"
+            )
+            self.assertEqual(msg["properties"]["$feature/false-flag"], False)
+            self.assertEqual(
+                msg["properties"]["$active_feature_flags"], ["beta-feature-local"]
+            )
+            assert "$feature/beta-feature" not in msg["properties"]
+
+            self.assertEqual(patch_flags.call_count, 0)
+
+        # test that flags are not evaluated without local evaluation
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+            client.feature_flags = []
+            msg_uuid = client.capture("python test event", distinct_id="distinct_id")
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            assert "$feature/beta-feature" not in msg["properties"]
+            assert "$feature/beta-feature-local" not in msg["properties"]
+            assert "$feature/false-flag" not in msg["properties"]
+            assert "$active_feature_flags" not in msg["properties"]
+
+    @mock.patch("posthog.client.get")
+    def test_load_feature_flags_quota_limited(self, patch_get):
+        mock_response = {
+            "type": "quota_limited",
+            "detail": "You have exceeded your feature flag request quota",
+            "code": "payment_required",
+        }
+        patch_get.side_effect = APIError(402, mock_response["detail"])
+
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        with self.assertLogs("posthog", level="WARNING") as logs:
+            client._load_feature_flags()
+
+            self.assertEqual(client.feature_flags, [])
+            self.assertEqual(client.feature_flags_by_key, {})
+            self.assertEqual(client.group_type_mapping, {})
+            self.assertEqual(client.cohorts, {})
+            self.assertIn("PostHog feature flags quota limited", logs.output[0])
+
+    @mock.patch("posthog.client.get")
+    def test_load_feature_flags_unauthorized(self, patch_get):
+        patch_get.side_effect = APIError(401, "Unauthorized")
+
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        with self.assertLogs("posthog", level="ERROR") as logs:
+            client._load_feature_flags()
+
+            self.assertEqual(client.feature_flags, [])
+            self.assertEqual(client.feature_flags_by_key, {})
+            self.assertEqual(client.group_type_mapping, {})
+            self.assertEqual(client.cohorts, {})
+            self.assertIn("Unauthorized", logs.output[0])
+            self.assertIn("project_api_key", logs.output[0])
+            self.assertIn("personal_api_key", logs.output[0])
+
+    @mock.patch("posthog.client.flags")
+    def test_dont_override_capture_with_local_flags(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "random-variant"}}
+
+        multivariate_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "beta-feature-local",
+            "active": True,
+            "rollout_percentage": 100,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
+                        ],
+                        "rollout_percentage": 100,
+                    },
+                    {
+                        "rollout_percentage": 50,
+                    },
+                ],
+                "multivariate": {
+                    "variants": [
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
+                    ]
+                },
+                "payloads": {
+                    "first-variant": "some-payload",
+                    "third-variant": {"a": "json"},
+                },
+            },
+        }
+        basic_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "person-flag",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "key": "region",
+                                "operator": "exact",
+                                "value": ["USA"],
+                                "type": "person",
+                            }
+                        ],
+                        "rollout_percentage": 100,
+                    }
+                ],
+                "payloads": {"true": 300},
+            },
+        }
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+            client.feature_flags = [multivariate_flag, basic_flag]
+
+            msg_uuid = client.capture(
+                "python test event",
+                distinct_id="distinct_id",
+                properties={"$feature/beta-feature-local": "my-custom-variant"},
+                send_feature_flags=True,
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertEqual(
+                msg["properties"]["$feature/beta-feature-local"], "my-custom-variant"
+            )
+            self.assertEqual(
+                msg["properties"]["$active_feature_flags"], ["beta-feature-local"]
+            )
+            assert "$feature/beta-feature" not in msg["properties"]
+            assert "$feature/person-flag" not in msg["properties"]
+
+            self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_basic_capture_with_feature_flags_returns_active_only(self, patch_flags):
+        patch_flags.return_value = {
+            "featureFlags": {
+                "beta-feature": "random-variant",
+                "alpha-feature": True,
+                "off-feature": False,
+            }
+        }
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture(
+                "python test event", distinct_id="distinct_id", send_feature_flags=True
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertTrue(msg["properties"]["$geoip_disable"])
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertEqual(
+                msg["properties"]["$feature/beta-feature"], "random-variant"
+            )
+            self.assertEqual(msg["properties"]["$feature/alpha-feature"], True)
+            self.assertEqual(
+                msg["properties"]["$active_feature_flags"],
+                ["beta-feature", "alpha-feature"],
+            )
+
+            self.assertEqual(patch_flags.call_count, 1)
+            patch_flags.assert_called_with(
+                "random_key",
+                "https://us.i.posthog.com",
+                timeout=3,
+                distinct_id="distinct_id",
+                groups={},
+                person_properties={},
+                group_properties={},
+                geoip_disable=True,
+                device_id=None,
+            )
+
+    @mock.patch("posthog.client.flags")
+    def test_basic_capture_with_feature_flags_and_disable_geoip_returns_correctly(
+        self, patch_flags
+    ):
+        patch_flags.return_value = {
+            "featureFlags": {
+                "beta-feature": "random-variant",
+                "alpha-feature": True,
+                "off-feature": False,
+            }
+        }
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                host="https://app.posthog.com",
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                disable_geoip=True,
+                feature_flags_request_timeout_seconds=12,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture(
+                "python test event",
+                distinct_id="distinct_id",
+                send_feature_flags=True,
+                disable_geoip=False,
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+            self.assertTrue("$geoip_disable" not in msg["properties"])
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertEqual(
+                msg["properties"]["$feature/beta-feature"], "random-variant"
+            )
+            self.assertEqual(msg["properties"]["$feature/alpha-feature"], True)
+            self.assertEqual(
+                msg["properties"]["$active_feature_flags"],
+                ["beta-feature", "alpha-feature"],
+            )
+
+            self.assertEqual(patch_flags.call_count, 1)
+            patch_flags.assert_called_with(
+                "random_key",
+                "https://us.i.posthog.com",
+                timeout=12,
+                distinct_id="distinct_id",
+                groups={},
+                person_properties={},
+                group_properties={},
+                geoip_disable=False,
+                device_id=None,
+            )
+
+    @mock.patch("posthog.client.flags")
+    def test_basic_capture_with_feature_flags_switched_off_doesnt_send_them(
+        self, patch_flags
+    ):
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "random-variant"}}
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture(
+                "python test event", distinct_id="distinct_id", send_feature_flags=False
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertTrue("$feature/beta-feature" not in msg["properties"])
+            self.assertTrue("$active_feature_flags" not in msg["properties"])
+
+            self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_with_send_feature_flags_false_and_local_evaluation_doesnt_send_flags(
+        self, patch_flags
+    ):
+        """Test that send_feature_flags=False with local evaluation enabled does NOT send flags"""
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "remote-variant"}}
+
+        multivariate_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "beta-feature-local",
+            "active": True,
+            "rollout_percentage": 100,
+            "filters": {
+                "groups": [
+                    {
+                        "rollout_percentage": 100,
+                    },
+                ],
+                "multivariate": {
+                    "variants": [
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 50,
+                        },
+                    ]
+                },
+            },
+        }
+        simple_flag = {
+            "id": 2,
+            "name": "Simple Flag",
+            "key": "simple-flag",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "rollout_percentage": 100,
+                    }
+                ],
+            },
+        }
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+            client.feature_flags = [multivariate_flag, simple_flag]
+
+            msg_uuid = client.capture(
+                "python test event",
+                distinct_id="distinct_id",
+                send_feature_flags=False,
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+
+            # CRITICAL: Verify local flags are NOT included in the event
+            self.assertNotIn("$feature/beta-feature-local", msg["properties"])
+            self.assertNotIn("$feature/simple-flag", msg["properties"])
+            self.assertNotIn("$active_feature_flags", msg["properties"])
+
+            # CRITICAL: Verify the /flags API was NOT called
+            self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_with_send_feature_flags_true_and_local_evaluation_uses_local_flags(
+        self, patch_flags
+    ):
+        """Test that send_feature_flags=True with local evaluation enabled uses local flags without API call"""
+        patch_flags.return_value = {"featureFlags": {"remote-flag": "remote-variant"}}
+
+        multivariate_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "beta-feature-local",
+            "active": True,
+            "rollout_percentage": 100,
+            "filters": {
+                "groups": [
+                    {
+                        "rollout_percentage": 100,
+                    },
+                ],
+                "multivariate": {
+                    "variants": [
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 50,
+                        },
+                    ]
+                },
+            },
+        }
+        simple_flag = {
+            "id": 2,
+            "name": "Simple Flag",
+            "key": "simple-flag",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "rollout_percentage": 100,
+                    }
+                ],
+            },
+        }
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+            client.feature_flags = [multivariate_flag, simple_flag]
+
+            msg_uuid = client.capture(
+                "python test event",
+                distinct_id="distinct_id",
+                send_feature_flags=True,
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+
+            # Verify local flags are included in the event
+            self.assertIn("$feature/beta-feature-local", msg["properties"])
+            self.assertIn("$feature/simple-flag", msg["properties"])
+            self.assertEqual(msg["properties"]["$feature/simple-flag"], True)
+
+            # Verify active feature flags are set correctly
+            active_flags = msg["properties"]["$active_feature_flags"]
+            self.assertIn("beta-feature-local", active_flags)
+            self.assertIn("simple-flag", active_flags)
+
+            # The remote flag should NOT be included since we used local evaluation
+            self.assertNotIn("$feature/remote-flag", msg["properties"])
+
+            # CRITICAL: Verify the /flags API was NOT called
+            self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_with_send_feature_flags_options_only_evaluate_locally_true(
+        self, patch_flags
+    ):
+        """Test that SendFeatureFlagsOptions with only_evaluate_locally=True uses local evaluation"""
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+
+            # Set up local flags
+            client.feature_flags = [
+                {
+                    "id": 1,
+                    "key": "local-flag",
+                    "active": True,
+                    "filters": {
+                        "groups": [
+                            {
+                                "properties": [{"key": "region", "value": "US"}],
+                                "rollout_percentage": 100,
+                            }
+                        ],
+                    },
+                }
+            ]
+
+            send_options = {
+                "only_evaluate_locally": True,
+                "person_properties": {"region": "US"},
+            }
+
+            msg_uuid = client.capture(
+                "test event", distinct_id="distinct_id", send_feature_flags=send_options
+            )
+
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Verify flags() was not called (no remote evaluation)
+            patch_flags.assert_not_called()
+
+            # Check the message includes the local flag
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["properties"]["$feature/local-flag"], True)
+            self.assertEqual(msg["properties"]["$active_feature_flags"], ["local-flag"])
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_with_send_feature_flags_options_only_evaluate_locally_false(
+        self, patch_flags
+    ):
+        """Test that SendFeatureFlagsOptions with only_evaluate_locally=False forces remote evaluation"""
+        patch_flags.return_value = {"featureFlags": {"remote-flag": "remote-value"}}
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+
+            send_options = {
+                "only_evaluate_locally": False,
+                "person_properties": {"plan": "premium"},
+                "group_properties": {"company": {"type": "enterprise"}},
+            }
+
+            msg_uuid = client.capture(
+                "test event",
+                distinct_id="distinct_id",
+                groups={"company": "acme"},
+                send_feature_flags=send_options,
+            )
+
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Verify flags() was called with the correct properties
+            patch_flags.assert_called_once()
+            call_args = patch_flags.call_args[1]
+            self.assertEqual(call_args["person_properties"], {"plan": "premium"})
+            self.assertEqual(
+                call_args["group_properties"], {"company": {"type": "enterprise"}}
+            )
+
+            # Check the message includes the remote flag
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["properties"]["$feature/remote-flag"], "remote-value")
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_with_send_feature_flags_options_default_behavior(
+        self, patch_flags
+    ):
+        """Test that SendFeatureFlagsOptions without only_evaluate_locally defaults to remote evaluation"""
+        patch_flags.return_value = {"featureFlags": {"default-flag": "default-value"}}
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+
+            send_options = {
+                "person_properties": {"subscription": "pro"},
+            }
+
+            msg_uuid = client.capture(
+                "test event", distinct_id="distinct_id", send_feature_flags=send_options
+            )
+
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Verify flags() was called (default to remote evaluation)
+            patch_flags.assert_called_once()
+            call_args = patch_flags.call_args[1]
+            self.assertEqual(call_args["person_properties"], {"subscription": "pro"})
+
+            # Check the message includes the flag
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(
+                msg["properties"]["$feature/default-flag"], "default-value"
+            )
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_exception_with_send_feature_flags_options(self, patch_flags):
+        """Test that capture_exception also supports SendFeatureFlagsOptions"""
+        patch_flags.return_value = {"featureFlags": {"exception-flag": True}}
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+
+            send_options = {
+                "only_evaluate_locally": False,
+                "person_properties": {"user_type": "admin"},
+            }
+
+            try:
+                raise ValueError("Test exception")
+            except ValueError as e:
+                msg_uuid = client.capture_exception(
+                    e, distinct_id="distinct_id", send_feature_flags=send_options
+                )
+
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Verify flags() was called with the correct properties
+            patch_flags.assert_called_once()
+            call_args = patch_flags.call_args[1]
+            self.assertEqual(call_args["person_properties"], {"user_type": "admin"})
+
+            # Check the message includes the flag
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "$exception")
+            self.assertEqual(msg["properties"]["$feature/exception-flag"], True)
+
+    def test_stringifies_distinct_id(self):
+        # A large number that loses precision in node:
+        # node -e "console.log(157963456373623802 + 1)" > 157963456373623800
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.capture(
+                "python test event", distinct_id=157963456373623802
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["distinct_id"], "157963456373623802")
+
+    def test_advanced_capture(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.capture(
+                "python test event",
+                distinct_id="distinct_id",
+                properties={"property": "value"},
+                timestamp=datetime(2014, 9, 3),
+                uuid="new-uuid",
+            )
+
+            self.assertEqual(msg_uuid, "new-uuid")
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["timestamp"], "2014-09-03T00:00:00+00:00")
+            self.assertEqual(msg["properties"]["property"], "value")
+            self.assertEqual(msg["event"], "python test event")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertEqual(msg["uuid"], "new-uuid")
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertTrue("$groups" not in msg["properties"])
+
+    def test_groups_capture(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.capture(
+                "test_event",
+                distinct_id="distinct_id",
+                groups={"company": "id:5", "instance": "app.posthog.com"},
+            )
+
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(
+                msg["properties"]["$groups"],
+                {"company": "id:5", "instance": "app.posthog.com"},
+            )
+
+    def test_basic_set(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.set(
+                distinct_id="distinct_id", properties={"trait": "value"}
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["$set"]["trait"], "value")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+
+    def test_advanced_set(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.set(
+                distinct_id="distinct_id",
+                properties={"trait": "value"},
+                timestamp=datetime(2014, 9, 3),
+                uuid="new-uuid",
+            )
+
+            self.assertEqual(msg_uuid, "new-uuid")
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["timestamp"], "2014-09-03T00:00:00+00:00")
+            self.assertEqual(msg["$set"]["trait"], "value")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertEqual(msg["uuid"], "new-uuid")
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+
+    def test_basic_set_once(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.set_once(
+                distinct_id="distinct_id", properties={"trait": "value"}
+            )
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["$set_once"]["trait"], "value")
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+
+    def test_advanced_set_once(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.set_once(
+                distinct_id="distinct_id",
+                properties={"trait": "value"},
+                timestamp=datetime(2014, 9, 3),
+                uuid="new-uuid",
+            )
+
+            self.assertEqual(msg_uuid, "new-uuid")
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["timestamp"], "2014-09-03T00:00:00+00:00")
+            self.assertEqual(msg["$set_once"]["trait"], "value")
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertEqual(msg["uuid"], "new-uuid")
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+
+    def test_basic_group_identify(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.group_identify("organization", "id:5")
+
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "$groupidentify")
+            self.assertEqual(
+                msg["properties"],
+                {
+                    "$group_type": "organization",
+                    "$group_key": "id:5",
+                    "$group_set": {},
+                    "$lib": "posthog-python",
+                    "$lib_version": VERSION,
+                    "$geoip_disable": True,
+                    "$is_server": True,
+                },
+            )
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+
+    def test_basic_group_identify_with_distinct_id(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.group_identify(
+                "organization", "id:5", distinct_id="distinct_id"
+            )
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "$groupidentify")
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(
+                msg["properties"],
+                {
+                    "$group_type": "organization",
+                    "$group_key": "id:5",
+                    "$group_set": {},
+                    "$lib": "posthog-python",
+                    "$lib_version": VERSION,
+                    "$geoip_disable": True,
+                    "$is_server": True,
+                },
+            )
+            self.assertTrue(isinstance(msg["timestamp"], str))
+            self.assertIsNotNone(msg.get("uuid"))
+
+    def test_advanced_group_identify(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.group_identify(
+                "organization",
+                "id:5",
+                {"trait": "value"},
+                timestamp=datetime(2014, 9, 3),
+                uuid="new-uuid",
+            )
+
+            self.assertEqual(msg_uuid, "new-uuid")
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "$groupidentify")
+            self.assertEqual(
+                msg["properties"],
+                {
+                    "$group_type": "organization",
+                    "$group_key": "id:5",
+                    "$group_set": {"trait": "value"},
+                    "$lib": "posthog-python",
+                    "$lib_version": VERSION,
+                    "$geoip_disable": True,
+                    "$is_server": True,
+                },
+            )
+            self.assertEqual(msg["timestamp"], "2014-09-03T00:00:00+00:00")
+
+    def test_advanced_group_identify_with_distinct_id(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.group_identify(
+                "organization",
+                "id:5",
+                {"trait": "value"},
+                timestamp=datetime(2014, 9, 3),
+                uuid="new-uuid",
+                distinct_id="distinct_id",
+            )
+
+            self.assertEqual(msg_uuid, "new-uuid")
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "$groupidentify")
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+
+            self.assertEqual(
+                msg["properties"],
+                {
+                    "$group_type": "organization",
+                    "$group_key": "id:5",
+                    "$group_set": {"trait": "value"},
+                    "$lib": "posthog-python",
+                    "$lib_version": VERSION,
+                    "$geoip_disable": True,
+                    "$is_server": True,
+                },
+            )
+            self.assertEqual(msg["timestamp"], "2014-09-03T00:00:00+00:00")
+
+    def test_basic_alias(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            msg_uuid = client.alias("previousId", "distinct_id")
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+            self.assertEqual(msg["properties"]["distinct_id"], "previousId")
+            self.assertEqual(msg["properties"]["alias"], "distinct_id")
+
+    @parameterized.expand(
+        [
+            # test_name, session_id, additional_properties, expected_properties
+            ("basic_session_id", "test-session-123", {}, {}),
+            (
+                "session_id_with_other_properties",
+                "test-session-456",
+                {
+                    "custom_prop": "custom_value",
+                    "$process_person_profile": False,
+                    "$current_url": "https://example.com",
+                },
+                {
+                    "custom_prop": "custom_value",
+                    "$process_person_profile": False,
+                    "$current_url": "https://example.com",
+                },
+            ),
+            ("session_id_uuid_format", str(uuid4()), {}, {}),
+            ("session_id_numeric_string", "1234567890", {}, {}),
+            ("session_id_empty_string", "", {}, {}),
+            ("session_id_with_special_chars", "session-123_test.id", {}, {}),
+        ]
+    )
+    def test_capture_with_session_id_variations(
+        self, test_name, session_id, additional_properties, expected_properties
+    ):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+
+            properties = {"$session_id": session_id, **additional_properties}
+            msg_uuid = client.capture(
+                "python test event", distinct_id="distinct_id", properties=properties
+            )
+
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], "python test event")
+            self.assertEqual(msg["distinct_id"], "distinct_id")
+            self.assertEqual(msg["properties"]["$session_id"], session_id)
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+
+            # Check additional expected properties
+            for key, value in expected_properties.items():
+                self.assertEqual(msg["properties"][key], value)
+
+    def test_session_id_preserved_with_groups(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            session_id = "group-session-101"
+
+            msg_uuid = client.capture(
+                "test_event",
+                distinct_id="distinct_id",
+                properties={"$session_id": session_id},
+                groups={"company": "id:5", "instance": "app.posthog.com"},
+            )
+
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["properties"]["$session_id"], session_id)
+            self.assertEqual(
+                msg["properties"]["$groups"],
+                {"company": "id:5", "instance": "app.posthog.com"},
+            )
+
+    def test_session_id_with_anonymous_event(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            session_id = "anonymous-session-202"
+
+            msg_uuid = client.capture(
+                "anonymous_event",
+                distinct_id="distinct_id",
+                properties={
+                    "$session_id": session_id,
+                    "$process_person_profile": False,
+                },
+            )
+
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["properties"]["$session_id"], session_id)
+            self.assertEqual(msg["properties"]["$process_person_profile"], False)
+
+    @parameterized.expand(
+        [
+            # test_name, event_name, session_id, additional_properties, expected_additional_properties
+            (
+                "screen_event",
+                "$screen",
+                "special-session-505",
+                {"$screen_name": "HomeScreen"},
+                {"$screen_name": "HomeScreen"},
+            ),
+            (
+                "survey_event",
+                "survey sent",
+                "survey-session-606",
+                {
+                    "$survey_id": "survey_123",
+                    "$survey_questions": [
+                        {"id": "q1", "question": "How likely are you to recommend us?"}
+                    ],
+                },
+                {"$survey_id": "survey_123"},
+            ),
+            (
+                "complex_properties_event",
+                "complex_event",
+                "mixed-session-707",
+                {
+                    "$current_url": "https://example.com/page",
+                    "$process_person_profile": True,
+                    "custom_property": "custom_value",
+                    "numeric_property": 42,
+                    "boolean_property": True,
+                },
+                {
+                    "$current_url": "https://example.com/page",
+                    "$process_person_profile": True,
+                    "custom_property": "custom_value",
+                    "numeric_property": 42,
+                    "boolean_property": True,
+                },
+            ),
+            (
+                "csp_violation",
+                "$csp_violation",
+                "csp-session-789",
+                {
+                    "$csp_version": "1.0",
+                    "$current_url": "https://example.com/page",
+                    "$process_person_profile": False,
+                    "$raw_user_agent": "Mozilla/5.0 Test Agent",
+                    "$csp_document_url": "https://example.com/page",
+                    "$csp_blocked_url": "https://malicious.com/script.js",
+                    "$csp_violated_directive": "script-src",
+                },
+                {
+                    "$csp_version": "1.0",
+                    "$current_url": "https://example.com/page",
+                    "$process_person_profile": False,
+                    "$raw_user_agent": "Mozilla/5.0 Test Agent",
+                    "$csp_document_url": "https://example.com/page",
+                    "$csp_blocked_url": "https://malicious.com/script.js",
+                    "$csp_violated_directive": "script-src",
+                },
+            ),
+        ]
+    )
+    def test_session_id_with_different_event_types(
+        self,
+        test_name,
+        event_name,
+        session_id,
+        additional_properties,
+        expected_additional_properties,
+    ):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+
+            properties = {"$session_id": session_id, **additional_properties}
+            msg_uuid = client.capture(
+                event_name, distinct_id="distinct_id", properties=properties
+            )
+
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["event"], event_name)
+            self.assertEqual(msg["properties"]["$session_id"], session_id)
+
+            # Check additional expected properties
+            for key, value in expected_additional_properties.items():
+                self.assertEqual(msg["properties"][key], value)
+
+            # Verify system properties are still added
+            self.assertEqual(msg["properties"]["$lib"], "posthog-python")
+            self.assertEqual(msg["properties"]["$lib_version"], VERSION)
+
+    @parameterized.expand(
+        [
+            # test_name, super_properties, event_session_id, expected_session_id, expected_super_props
+            (
+                "super_properties_override_session_id",
+                {"$session_id": "super-session", "source": "test"},
+                "event-session-808",
+                "super-session",
+                {"source": "test"},
+            ),
+            (
+                "no_super_properties_conflict",
+                {"source": "test", "version": "1.0"},
+                "event-session-909",
+                "event-session-909",
+                {"source": "test", "version": "1.0"},
+            ),
+            (
+                "empty_super_properties",
+                {},
+                "event-session-111",
+                "event-session-111",
+                {},
+            ),
+            (
+                "super_properties_with_other_dollar_props",
+                {"$current_url": "https://super.com", "source": "test"},
+                "event-session-222",
+                "event-session-222",
+                {"$current_url": "https://super.com", "source": "test"},
+            ),
+        ]
+    )
+    def test_session_id_with_super_properties_variations(
+        self,
+        test_name,
+        super_properties,
+        event_session_id,
+        expected_session_id,
+        expected_super_props,
+    ):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY, super_properties=super_properties, sync_mode=True
+            )
+
+            msg_uuid = client.capture(
+                "test_event",
+                distinct_id="distinct_id",
+                properties={"$session_id": event_session_id},
+            )
+
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["properties"]["$session_id"], expected_session_id)
+
+            # Check expected super properties are present
+            for key, value in expected_super_props.items():
+                self.assertEqual(msg["properties"][key], value)
+
+    def test_flush(self):
+        client = self.client
+        # set up the consumer with more requests than a single batch will allow
+        for i in range(1000):
+            client.capture(
+                "event", distinct_id="distinct_id", properties={"trait": "value"}
+            )
+        # We can't reliably assert that the queue is non-empty here; that's
+        # a race condition. We do our best to load it up though.
+        client.flush()
+        # Make sure that the client queue is empty after flushing
+        self.assertTrue(client.queue.empty())
+
+    def test_shutdown(self):
+        client = self.client
+        # set up the consumer with more requests than a single batch will allow
+        for i in range(1000):
+            client.capture(
+                "test event", distinct_id="distinct_id", properties={"trait": "value"}
+            )
+        client.shutdown()
+        # we expect two things after shutdown:
+        # 1. client queue is empty
+        # 2. consumer thread has stopped
+        self.assertTrue(client.queue.empty())
+        for consumer in client.consumers:
+            self.assertFalse(consumer.is_alive())
+
+    def test_synchronous(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, sync_mode=True)
+
+            msg_uuid = client.capture("test event", distinct_id="distinct_id")
+            self.assertFalse(client.consumers)
+            self.assertTrue(client.queue.empty())
+            self.assertIsNotNone(msg_uuid)
+
+            # Verify the message was sent immediately
+            mock_post.assert_called_once()
+
+    def test_overflow(self):
+        client = Client(FAKE_TEST_API_KEY, max_queue_size=1)
+        # Ensure consumer thread is no longer uploading
+        client.join()
+
+        for i in range(10):
+            client.capture("test event", distinct_id="distinct_id")
+
+        msg_uuid = client.capture("test event", distinct_id="distinct_id")
+        # Make sure we are informed that the queue is at capacity
+        self.assertIsNone(msg_uuid)
+
+    def test_unicode(self):
+        Client("unicode_key")
+
+    def test_numeric_distinct_id(self):
+        self.client.capture("python event", distinct_id=1234)
+        self.client.flush()
+        self.assertFalse(self.failed)
+
+    def test_debug(self):
+        Client("bad_key", debug=True)
+
+    def test_gzip(self):
+        client = Client(FAKE_TEST_API_KEY, on_error=self.fail, gzip=True)
+        for _ in range(10):
+            client.capture(
+                "event", distinct_id="distinct_id", properties={"trait": "value"}
+            )
+        client.flush()
+        self.assertFalse(self.failed)
+
+    def test_user_defined_flush_at(self):
+        client = Client(
+            FAKE_TEST_API_KEY, on_error=self.fail, flush_at=10, flush_interval=3
+        )
+
+        def mock_post_fn(*args, **kwargs):
+            self.assertEqual(len(kwargs["batch"]), 10)
+
+        # the post function should be called 2 times, with a batch size of 10
+        # each time.
+        with mock.patch(
+            "posthog.consumer.batch_post", side_effect=mock_post_fn
+        ) as mock_post:
+            for _ in range(20):
+                client.capture(
+                    "event", distinct_id="distinct_id", properties={"trait": "value"}
+                )
+            time.sleep(1)
+            self.assertEqual(mock_post.call_count, 2)
+
+    def test_user_defined_timeout(self):
+        client = Client(FAKE_TEST_API_KEY, timeout=10)
+        for consumer in client.consumers:
+            self.assertEqual(consumer.timeout, 10)
+
+    def test_default_timeout_15(self):
+        client = Client(FAKE_TEST_API_KEY)
+        for consumer in client.consumers:
+            self.assertEqual(consumer.timeout, 15)
+
+    def test_disabled(self):
+        client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, disabled=True)
+        msg_uuid = client.capture("python test event", distinct_id="distinct_id")
+        client.flush()
+        self.assertIsNone(msg_uuid)
+        self.assertFalse(self.failed)
+
+    @mock.patch("posthog.client.flags")
+    def test_disabled_with_feature_flags(self, patch_flags):
+        client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, disabled=True)
+
+        response = client.get_feature_flag("beta-feature", "12345")
+        self.assertIsNone(response)
+        patch_flags.assert_not_called()
+
+        response = client.feature_enabled("beta-feature", "12345")
+        self.assertIsNone(response)
+        patch_flags.assert_not_called()
+
+        response = client.get_all_flags("12345")
+        self.assertIsNone(response)
+        patch_flags.assert_not_called()
+
+        response = client.get_feature_flag_payload("key", "12345")
+        self.assertIsNone(response)
+        patch_flags.assert_not_called()
+
+        response = client.get_all_flags_and_payloads("12345")
+        self.assertEqual(response, {"featureFlags": None, "featureFlagPayloads": None})
+        patch_flags.assert_not_called()
+
+        # no capture calls
+        self.assertTrue(client.queue.empty())
+
+    def test_enabled_to_disabled(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                disabled=False,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture("python test event", distinct_id="distinct_id")
+
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+            self.assertEqual(msg["event"], "python test event")
+
+            client.disabled = True
+            msg_uuid = client.capture("python test event", distinct_id="distinct_id")
+            self.assertIsNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+    def test_disable_geoip_default_on_events(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                disable_geoip=True,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture("python test event", distinct_id="distinct_id")
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            capture_msg = batch_data[0]
+            self.assertEqual(capture_msg["properties"]["$geoip_disable"], True)
+
+    def test_disable_geoip_override_on_events(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                disable_geoip=False,
+                sync_mode=True,
+            )
+            msg_uuid = client.set(
+                distinct_id="distinct_id",
+                properties={"a": "b", "c": "d"},
+                disable_geoip=True,
+            )
+            self.assertIsNotNone(msg_uuid)
+
+            msg_uuid = client.capture(
+                "event",
+                distinct_id="distinct_id",
+                properties={"trait": "value"},
+                disable_geoip=False,
+            )
+            self.assertIsNotNone(msg_uuid)
+
+            # Check both calls were made
+            self.assertEqual(mock_post.call_count, 2)
+
+            # Check set event
+            set_batch = mock_post.call_args_list[0][1]["batch"]
+            capture_msg = set_batch[0]
+            self.assertEqual(capture_msg["properties"]["$geoip_disable"], True)
+
+            # Check page event
+            page_batch = mock_post.call_args_list[1][1]["batch"]
+            identify_msg = page_batch[0]
+            self.assertEqual("$geoip_disable" not in identify_msg["properties"], True)
+
+    def test_disable_geoip_method_overrides_init_on_events(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                disable_geoip=True,
+                sync_mode=True,
+            )
+            msg_uuid = client.capture(
+                "python test event", distinct_id="distinct_id", disable_geoip=False
+            )
+            self.assertIsNotNone(msg_uuid)
+
+            # Get the enqueued message from the mock
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+            self.assertTrue("$geoip_disable" not in msg["properties"])
+
+    @mock.patch("posthog.client.flags")
+    def test_disable_geoip_default_on_decide(self, patch_flags):
+        patch_flags.return_value = {
+            "featureFlags": {
+                "beta-feature": "random-variant",
+                "alpha-feature": True,
+                "off-feature": False,
+            }
+        }
+        client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, disable_geoip=False)
+        client.get_feature_flag("random_key", "some_id", disable_geoip=True)
+        patch_flags.assert_called_with(
+            "random_key",
+            "https://us.i.posthog.com",
+            timeout=3,
+            distinct_id="some_id",
+            groups={},
+            person_properties={"distinct_id": "some_id"},
+            group_properties={},
+            geoip_disable=True,
+            device_id=None,
+            flag_keys_to_evaluate=["random_key"],
+        )
+        patch_flags.reset_mock()
+        client.feature_enabled(
+            "random_key", "feature_enabled_distinct_id", disable_geoip=True
+        )
+        patch_flags.assert_called_with(
+            "random_key",
+            "https://us.i.posthog.com",
+            timeout=3,
+            distinct_id="feature_enabled_distinct_id",
+            groups={},
+            person_properties={"distinct_id": "feature_enabled_distinct_id"},
+            group_properties={},
+            geoip_disable=True,
+            device_id=None,
+            flag_keys_to_evaluate=["random_key"],
+        )
+        patch_flags.reset_mock()
+        client.get_all_flags_and_payloads("all_flags_payloads_id")
+        patch_flags.assert_called_with(
+            "random_key",
+            "https://us.i.posthog.com",
+            timeout=3,
+            distinct_id="all_flags_payloads_id",
+            groups={},
+            person_properties={"distinct_id": "all_flags_payloads_id"},
+            group_properties={},
+            geoip_disable=False,
+            device_id=None,
+        )
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_call_identify_fails(self, patch_get, patch_poller):
+        def raise_effect():
+            raise Exception("http exception")
+
+        patch_get.return_value.raiseError.side_effect = raise_effect
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = [{"key": "example"}]
+
+        self.assertFalse(client.feature_enabled("example", "distinct_id"))
+
+    @mock.patch("posthog.client.flags")
+    def test_default_properties_get_added_properly(self, patch_flags):
+        patch_flags.return_value = {
+            "featureFlags": {
+                "beta-feature": "random-variant",
+                "alpha-feature": True,
+                "off-feature": False,
+            }
+        }
+        client = Client(
+            FAKE_TEST_API_KEY,
+            host="http://app2.posthog.com",
+            on_error=self.set_fail,
+            disable_geoip=False,
+        )
+        client.get_feature_flag(
+            "random_key",
+            "some_id",
+            groups={"company": "id:5", "instance": "app.posthog.com"},
+            person_properties={"x1": "y1"},
+            group_properties={"company": {"x": "y"}},
+        )
+        patch_flags.assert_called_with(
+            "random_key",
+            "http://app2.posthog.com",
+            timeout=3,
+            distinct_id="some_id",
+            groups={"company": "id:5", "instance": "app.posthog.com"},
+            person_properties={"distinct_id": "some_id", "x1": "y1"},
+            group_properties={
+                "company": {"$group_key": "id:5", "x": "y"},
+                "instance": {"$group_key": "app.posthog.com"},
+            },
+            geoip_disable=False,
+            device_id=None,
+            flag_keys_to_evaluate=["random_key"],
+        )
+
+        patch_flags.reset_mock()
+        client.get_feature_flag(
+            "random_key",
+            "some_id",
+            groups={"company": "id:5", "instance": "app.posthog.com"},
+            person_properties={"distinct_id": "override"},
+            group_properties={
+                "company": {
+                    "$group_key": "group_override",
+                }
+            },
+        )
+        patch_flags.assert_called_with(
+            "random_key",
+            "http://app2.posthog.com",
+            timeout=3,
+            distinct_id="some_id",
+            groups={"company": "id:5", "instance": "app.posthog.com"},
+            person_properties={"distinct_id": "override"},
+            group_properties={
+                "company": {"$group_key": "group_override"},
+                "instance": {"$group_key": "app.posthog.com"},
+            },
+            geoip_disable=False,
+            device_id=None,
+            flag_keys_to_evaluate=["random_key"],
+        )
+
+        patch_flags.reset_mock()
+        # test nones
+        client.get_all_flags_and_payloads(
+            "some_id", groups={}, person_properties=None, group_properties=None
+        )
+        patch_flags.assert_called_with(
+            "random_key",
+            "http://app2.posthog.com",
+            timeout=3,
+            distinct_id="some_id",
+            groups={},
+            person_properties={"distinct_id": "some_id"},
+            group_properties={},
+            geoip_disable=False,
+            device_id=None,
+        )
+
+    @parameterized.expand(
+        [
+            # method, method_args, expected_person_props, expected_flag_keys
+            (
+                "get_feature_flag",
+                ["random_key", "some_id"],
+                {"distinct_id": "some_id"},
+                ["random_key"],
+            ),
+            (
+                "feature_enabled",
+                ["random_key", "some_id"],
+                {"distinct_id": "some_id"},
+                ["random_key"],
+            ),
+            (
+                "get_all_flags_and_payloads",
+                ["some_id"],
+                {"distinct_id": "some_id"},
+                None,
+            ),
+            ("get_all_flags", ["some_id"], {"distinct_id": "some_id"}, None),
+            ("get_flags_decision", ["some_id"], {}, None),
+        ]
+    )
+    @mock.patch("posthog.client.flags")
+    def test_device_id_is_passed_to_flags_request(
+        self,
+        method,
+        method_args,
+        expected_person_props,
+        expected_flag_keys,
+        patch_flags,
+    ):
+        """Test that device_id is properly passed to the flags request when provided."""
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "random-variant"}}
+        client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail)
+
+        getattr(client, method)(*method_args, device_id="test-device-123")
+
+        expected_call = {
+            "distinct_id": "some_id",
+            "groups": {},
+            "person_properties": expected_person_props,
+            "group_properties": {},
+            "geoip_disable": True,
+            "device_id": "test-device-123",
+        }
+        if expected_flag_keys:
+            expected_call["flag_keys_to_evaluate"] = expected_flag_keys
+
+        patch_flags.assert_called_with(
+            "random_key", "https://us.i.posthog.com", timeout=3, **expected_call
+        )
+
+    @mock.patch("posthog.client.flags")
+    def test_device_id_from_context_is_used_in_flags_request(self, patch_flags):
+        """Test that device_id from context is used in flags request when not explicitly provided."""
+        from posthog.contexts import new_context, set_context_device_id
+
+        patch_flags.return_value = {
+            "featureFlags": {
+                "beta-feature": "random-variant",
+            }
+        }
+        client = Client(
+            FAKE_TEST_API_KEY,
+            on_error=self.set_fail,
+        )
+
+        # Test that device_id from context is used
+        with new_context():
+            set_context_device_id("context-device-id")
+            client.get_feature_flag("random_key", "some_id")
+            patch_flags.assert_called_with(
+                "random_key",
+                "https://us.i.posthog.com",
+                timeout=3,
+                distinct_id="some_id",
+                groups={},
+                person_properties={"distinct_id": "some_id"},
+                group_properties={},
+                geoip_disable=True,
+                device_id="context-device-id",
+                flag_keys_to_evaluate=["random_key"],
+            )
+
+        # Test that explicit device_id overrides context
+        patch_flags.reset_mock()
+        with new_context():
+            set_context_device_id("context-device-id")
+            client.get_feature_flag(
+                "random_key", "some_id", device_id="explicit-device-id"
+            )
+            patch_flags.assert_called_with(
+                "random_key",
+                "https://us.i.posthog.com",
+                timeout=3,
+                distinct_id="some_id",
+                groups={},
+                person_properties={"distinct_id": "some_id"},
+                group_properties={},
+                geoip_disable=True,
+                device_id="explicit-device-id",
+                flag_keys_to_evaluate=["random_key"],
+            )
+
+    @parameterized.expand(
+        [
+            # name, sys_platform, version_info, expected_runtime, expected_version, expected_os, expected_os_version, expected_os_distro, platform_method, platform_return
+            (
+                "macOS",
+                "darwin",
+                (3, 8, 10),
+                "MockPython",
+                "3.8.10",
+                "Mac OS X",
+                "10.15.7",
+                None,
+                "mac_ver",
+                ("10.15.7", "", ""),
+            ),
+            (
+                "Windows",
+                "win32",
+                (3, 8, 10),
+                "MockPython",
+                "3.8.10",
+                "Windows",
+                "10",
+                None,
+                "win32_ver",
+                ("10", "", "", ""),
+            ),
+            (
+                "Linux",
+                "linux",
+                (3, 8, 10),
+                "MockPython",
+                "3.8.10",
+                "Linux",
+                "20.04",
+                "Ubuntu",
+                None,
+                None,
+            ),
+        ]
+    )
+    def test_mock_system_context(
+        self,
+        _name,
+        sys_platform,
+        version_info,
+        expected_runtime,
+        expected_version,
+        expected_os,
+        expected_os_version,
+        expected_os_distro,
+        platform_method,
+        platform_return,
+    ):
+        """Test that we can mock platform and sys for testing system_context"""
+        with mock.patch("posthog.utils.platform") as mock_platform:
+            with mock.patch("posthog.utils.sys") as mock_sys:
+                # Set up common mocks
+                mock_platform.python_implementation.return_value = expected_runtime
+                mock_sys.version_info = version_info
+                mock_sys.platform = sys_platform
+
+                # Set up platform-specific mocks
+                if platform_method:
+                    getattr(
+                        mock_platform, platform_method
+                    ).return_value = platform_return
+
+                # Special handling for Linux which uses distro module
+                if sys_platform == "linux":
+                    with mock.patch("posthog.utils.distro") as mock_distro:
+                        mock_distro.info.return_value = {"version": expected_os_version}
+                        mock_distro.name.return_value = expected_os_distro or ""
+
+                        from posthog.utils import system_context
+
+                        context = system_context()
+                else:
+                    # Get system context for non-Linux platforms
+                    from posthog.utils import system_context
+
+                    context = system_context()
+
+                # Verify results
+                expected_context = {
+                    "$python_runtime": expected_runtime,
+                    "$python_version": expected_version,
+                    "$os": expected_os,
+                    "$os_version": expected_os_version,
+                }
+
+                if sys_platform == "linux":
+                    expected_context["$os_distro"] = expected_os_distro
+
+                assert context == expected_context
+
+    @mock.patch("posthog.client.flags")
+    def test_get_decide_returns_normalized_decide_response(self, patch_flags):
+        patch_flags.return_value = {
+            "featureFlags": {
+                "beta-feature": "random-variant",
+                "alpha-feature": True,
+                "off-feature": False,
+            },
+            "featureFlagPayloads": {"beta-feature": '{"some": "data"}'},
+            "errorsWhileComputingFlags": False,
+            "requestId": "test-id",
+        }
+
+        client = Client(FAKE_TEST_API_KEY)
+        distinct_id = "test_distinct_id"
+        groups = {"test_group_type": "test_group_id"}
+        person_properties = {"test_property": "test_value"}
+
+        response = client.get_flags_decision(distinct_id, groups, person_properties)
+
+        assert response == {
+            "flags": {
+                "beta-feature": FeatureFlag(
+                    key="beta-feature",
+                    enabled=True,
+                    variant="random-variant",
+                    reason=None,
+                    metadata=LegacyFlagMetadata(
+                        payload='{"some": "data"}',
+                    ),
+                ),
+                "alpha-feature": FeatureFlag(
+                    key="alpha-feature",
+                    enabled=True,
+                    variant=None,
+                    reason=None,
+                    metadata=LegacyFlagMetadata(
+                        payload=None,
+                    ),
+                ),
+                "off-feature": FeatureFlag(
+                    key="off-feature",
+                    enabled=False,
+                    variant=None,
+                    reason=None,
+                    metadata=LegacyFlagMetadata(
+                        payload=None,
+                    ),
+                ),
+            },
+            "errorsWhileComputingFlags": False,
+            "requestId": "test-id",
+        }
+
+    def test_set_context_session_with_capture(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            with new_context():
+                set_context_session("context-session-123")
+
+                msg_uuid = client.capture(
+                    "test_event",
+                    distinct_id="distinct_id",
+                    properties={"custom_prop": "value"},
+                )
+
+                self.assertIsNotNone(msg_uuid)
+
+                # Get the enqueued message from the mock
+                mock_post.assert_called_once()
+                batch_data = mock_post.call_args[1]["batch"]
+                msg = batch_data[0]
+
+                self.assertEqual(
+                    msg["properties"]["$session_id"], "context-session-123"
+                )
+
+    def test_set_context_session_with_page_explicit_properties(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            with new_context():
+                set_context_session("page-explicit-session-789")
+
+                properties = {
+                    "$session_id": get_context_session_id(),
+                    "page_type": "landing",
+                }
+                msg_uuid = client.capture(
+                    "$page", distinct_id="distinct_id", properties=properties
+                )
+
+                self.assertIsNotNone(msg_uuid)
+
+                # Get the enqueued message from the mock
+                mock_post.assert_called_once()
+                batch_data = mock_post.call_args[1]["batch"]
+                msg = batch_data[0]
+
+                self.assertEqual(
+                    msg["properties"]["$session_id"], "page-explicit-session-789"
+                )
+
+    def test_set_context_session_override_in_capture(self):
+        """Test that explicit session ID overrides context session ID in capture"""
+        from posthog.contexts import new_context, set_context_session
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+            with new_context():
+                set_context_session("context-session-override")
+
+                msg_uuid = client.capture(
+                    "test_event",
+                    distinct_id="distinct_id",
+                    properties={
+                        "$session_id": "explicit-session-override",
+                        "custom_prop": "value",
+                    },
+                )
+
+                self.assertIsNotNone(msg_uuid)
+
+                # Get the enqueued message from the mock
+                mock_post.assert_called_once()
+                batch_data = mock_post.call_args[1]["batch"]
+                msg = batch_data[0]
+
+                self.assertEqual(
+                    msg["properties"]["$session_id"], "explicit-session-override"
+                )
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_enable_local_evaluation_false_disables_poller(
+        self, patch_get, patch_poller
+    ):
+        """Test that when enable_local_evaluation=False, the poller is not started"""
+        patch_get.return_value = GetResponse(
+            data={
+                "flags": [
+                    {
+                        "id": 1,
+                        "name": "Beta Feature",
+                        "key": "beta-feature",
+                        "active": True,
+                    }
+                ],
+                "group_type_mapping": {},
+                "cohorts": {},
+            },
+            etag='"test-etag"',
+        )
+
+        client = Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key="test-personal-key",
+            enable_local_evaluation=False,
+        )
+
+        # Load feature flags should not start the poller
+        client.load_feature_flags()
+
+        # Assert that the poller was not created/started
+        patch_poller.assert_not_called()
+        # But the feature flags should still be loaded
+        patch_get.assert_called_once()
+        self.assertEqual(len(client.feature_flags), 1)
+        self.assertEqual(client.feature_flags[0]["key"], "beta-feature")
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_enable_local_evaluation_true_starts_poller(self, patch_get, patch_poller):
+        """Test that when enable_local_evaluation=True (default), the poller is started"""
+        patch_get.return_value = GetResponse(
+            data={
+                "flags": [
+                    {
+                        "id": 1,
+                        "name": "Beta Feature",
+                        "key": "beta-feature",
+                        "active": True,
+                    }
+                ],
+                "group_type_mapping": {},
+                "cohorts": {},
+            },
+            etag='"test-etag"',
+        )
+
+        client = Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key="test-personal-key",
+            enable_local_evaluation=True,
+        )
+
+        # Load feature flags should start the poller
+        client.load_feature_flags()
+
+        # Assert that the poller was created and started
+        patch_poller.assert_called_once()
+        patch_get.assert_called_once()
+        self.assertEqual(len(client.feature_flags), 1)
+        self.assertEqual(client.feature_flags[0]["key"], "beta-feature")
+
+    @mock.patch("posthog.client.remote_config")
+    def test_get_remote_config_payload_works_without_poller(self, patch_remote_config):
+        """Test that get_remote_config_payload works without local evaluation enabled"""
+        patch_remote_config.return_value = {"test": "payload"}
+
+        client = Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key="test-personal-key",
+            enable_local_evaluation=False,
+        )
+
+        # Should work without poller
+        result = client.get_remote_config_payload("test-flag")
+
+        self.assertEqual(result, {"test": "payload"})
+        patch_remote_config.assert_called_once_with(
+            "test-personal-key",
+            FAKE_TEST_API_KEY,
+            client.host,
+            "test-flag",
+            timeout=client.feature_flags_request_timeout_seconds,
+        )
+
+    def test_get_remote_config_payload_requires_personal_api_key(self):
+        """Test that get_remote_config_payload requires personal API key"""
+        client = Client(
+            FAKE_TEST_API_KEY,
+            enable_local_evaluation=False,
+        )
+
+        result = client.get_remote_config_payload("test-flag")
+
+        self.assertIsNone(result)
+
+    def test_parse_send_feature_flags_method(self):
+        """Test the _parse_send_feature_flags helper method"""
+        client = Client(FAKE_TEST_API_KEY, sync_mode=True)
+
+        # Test boolean True
+        result = client._parse_send_feature_flags(True)
+        expected = {
+            "should_send": True,
+            "only_evaluate_locally": None,
+            "person_properties": None,
+            "group_properties": None,
+            "flag_keys_filter": None,
+        }
+        self.assertEqual(result, expected)
+
+        # Test boolean False
+        result = client._parse_send_feature_flags(False)
+        expected = {
+            "should_send": False,
+            "only_evaluate_locally": None,
+            "person_properties": None,
+            "group_properties": None,
+            "flag_keys_filter": None,
+        }
+        self.assertEqual(result, expected)
+
+        # Test options dict with all fields
+        options = {
+            "only_evaluate_locally": True,
+            "person_properties": {"plan": "premium"},
+            "group_properties": {"company": {"type": "enterprise"}},
+        }
+        result = client._parse_send_feature_flags(options)
+        expected = {
+            "should_send": True,
+            "only_evaluate_locally": True,
+            "person_properties": {"plan": "premium"},
+            "group_properties": {"company": {"type": "enterprise"}},
+            "flag_keys_filter": None,
+        }
+        self.assertEqual(result, expected)
+
+        # Test options dict with partial fields
+        options = {"person_properties": {"user_id": "123"}}
+        result = client._parse_send_feature_flags(options)
+        expected = {
+            "should_send": True,
+            "only_evaluate_locally": None,
+            "person_properties": {"user_id": "123"},
+            "group_properties": None,
+            "flag_keys_filter": None,
+        }
+        self.assertEqual(result, expected)
+
+        # Test empty dict
+        result = client._parse_send_feature_flags({})
+        expected = {
+            "should_send": True,
+            "only_evaluate_locally": None,
+            "person_properties": None,
+            "group_properties": None,
+            "flag_keys_filter": None,
+        }
+        self.assertEqual(result, expected)
+
+        # Test invalid types
+        with self.assertRaises(TypeError) as cm:
+            client._parse_send_feature_flags("invalid")
+        self.assertIn("Invalid type for send_feature_flags", str(cm.exception))
+
+        with self.assertRaises(TypeError) as cm:
+            client._parse_send_feature_flags(123)
+        self.assertIn("Invalid type for send_feature_flags", str(cm.exception))
+
+        with self.assertRaises(TypeError) as cm:
+            client._parse_send_feature_flags(None)
+        self.assertIn("Invalid type for send_feature_flags", str(cm.exception))
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_with_send_feature_flags_flag_keys_filter(self, patch_flags):
+        """Test that SendFeatureFlagsOptions with flag_keys_filter only evaluates specified flags"""
+        # When flag_keys_to_evaluate is provided, the API should only return the requested flags
+        patch_flags.return_value = {
+            "featureFlags": {
+                "flag1": "value1",
+                "flag3": "value3",
+            }
+        }
+
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(
+                FAKE_TEST_API_KEY,
+                on_error=self.set_fail,
+                personal_api_key=FAKE_TEST_API_KEY,
+                sync_mode=True,
+            )
+
+            send_options = {
+                "flag_keys_filter": ["flag1", "flag3"],
+                "person_properties": {"subscription": "pro"},
+            }
+
+            msg_uuid = client.capture(
+                "test event", distinct_id="distinct_id", send_feature_flags=send_options
+            )
+
+            self.assertIsNotNone(msg_uuid)
+            self.assertFalse(self.failed)
+
+            # Verify flags() was called with flag_keys_to_evaluate
+            patch_flags.assert_called_once()
+            call_args = patch_flags.call_args[1]
+            self.assertEqual(call_args["flag_keys_to_evaluate"], ["flag1", "flag3"])
+            self.assertEqual(call_args["person_properties"], {"subscription": "pro"})
+
+            # Check the message includes only the filtered flags
+            mock_post.assert_called_once()
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+
+            self.assertEqual(msg["properties"]["$feature/flag1"], "value1")
+            self.assertEqual(msg["properties"]["$feature/flag3"], "value3")
+            # flag2 should not be included since it wasn't requested
+            self.assertNotIn("$feature/flag2", msg["properties"])
+
+    @mock.patch("posthog.client.batch_post")
+    def test_get_feature_flag_result_with_empty_string_payload(self, patch_batch_post):
+        """Test that get_feature_flag_result returns a FeatureFlagResult when payload is empty string"""
+        client = Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key="test_personal_api_key",
+            sync_mode=True,
+        )
+
+        # Set up local evaluation with a flag that has empty string payload
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Test flag",
+                "key": "test-flag",
+                "is_simple_flag": False,
+                "active": True,
+                "rollout_percentage": None,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": None,
+                            "variant": "empty-variant",
+                        }
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {
+                                "key": "empty-variant",
+                                "name": "Empty Variant",
+                                "rollout_percentage": 100,
+                            }
+                        ]
+                    },
+                    "payloads": {"empty-variant": ""},  # Empty string payload
+                },
+            }
+        ]
+
+        # Test get_feature_flag_result
+        result = client.get_feature_flag_result(
+            "test-flag", "test-user", only_evaluate_locally=True
+        )
+
+        # Should return a FeatureFlagResult, not None
+        self.assertIsNotNone(result)
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.get_value(), "empty-variant")
+        self.assertEqual(result.payload, "")  # Should be empty string, not None
+
+    @mock.patch("posthog.client.batch_post")
+    def test_get_all_flags_and_payloads_with_empty_string(self, patch_batch_post):
+        """Test that get_all_flags_and_payloads includes flags with empty string payloads"""
+        client = Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key="test_personal_api_key",
+            sync_mode=True,
+        )
+
+        # Set up multiple flags with different payload types
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Flag with empty payload",
+                "key": "empty-payload-flag",
+                "is_simple_flag": False,
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "variant": "variant1"}],
+                    "multivariate": {
+                        "variants": [{"key": "variant1", "rollout_percentage": 100}]
+                    },
+                    "payloads": {"variant1": ""},  # Empty string
+                },
+            },
+            {
+                "id": 2,
+                "name": "Flag with normal payload",
+                "key": "normal-payload-flag",
+                "is_simple_flag": False,
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "variant": "variant2"}],
+                    "multivariate": {
+                        "variants": [{"key": "variant2", "rollout_percentage": 100}]
+                    },
+                    "payloads": {"variant2": "normal payload"},
+                },
+            },
+        ]
+
+        result = client.get_all_flags_and_payloads(
+            "test-user", only_evaluate_locally=True
+        )
+
+        # Check that both flags are included
+        self.assertEqual(result["featureFlags"]["empty-payload-flag"], "variant1")
+        self.assertEqual(result["featureFlags"]["normal-payload-flag"], "variant2")
+
+        # Check that empty string payload is included (not filtered out)
+        self.assertIn("empty-payload-flag", result["featureFlagPayloads"])
+        self.assertEqual(result["featureFlagPayloads"]["empty-payload-flag"], "")
+        self.assertEqual(
+            result["featureFlagPayloads"]["normal-payload-flag"], "normal payload"
+        )
+
+    def test_context_tags_added(self):
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail, sync_mode=True)
+
+            with new_context():
+                tag("random_tag", 12345)
+                client.capture("python test event", distinct_id="distinct_id")
+
+            batch_data = mock_post.call_args[1]["batch"]
+            msg = batch_data[0]
+            self.assertEqual(msg["properties"]["$context_tags"], ["random_tag"])
+
+    @mock.patch(
+        "posthog.client.Client._enqueue", side_effect=Exception("Unexpected error")
+    )
+    def test_methods_handle_exceptions(self, mock_enqueue):
+        """Test that all decorated methods handle exceptions gracefully."""
+        client = Client("test-key")
+
+        test_cases = [
+            ("capture", ["test_event"], {}),
+            ("set", [], {"distinct_id": "some-id", "properties": {"a": "b"}}),
+            ("set_once", [], {"distinct_id": "some-id", "properties": {"a": "b"}}),
+            ("group_identify", ["group-type", "group-key"], {}),
+            ("alias", ["some-id", "new-id"], {}),
+        ]
+
+        for method_name, args, kwargs in test_cases:
+            with self.subTest(method=method_name):
+                method = getattr(client, method_name)
+                result = method(*args, **kwargs)
+                self.assertEqual(result, None)
+
+    @mock.patch(
+        "posthog.client.Client._enqueue", side_effect=Exception("Expected error")
+    )
+    def test_debug_flag_re_raises_exceptions(self, mock_enqueue):
+        """Test that methods re-raise exceptions when debug=True."""
+        client = Client("test-key", debug=True)
+
+        test_cases = [
+            ("capture", ["test_event"], {}),
+            ("set", [], {"distinct_id": "some-id", "properties": {"a": "b"}}),
+            ("set_once", [], {"distinct_id": "some-id", "properties": {"a": "b"}}),
+            ("group_identify", ["group-type", "group-key"], {}),
+            ("alias", ["some-id", "new-id"], {}),
+        ]
+
+        for method_name, args, kwargs in test_cases:
+            with self.subTest(method=method_name):
+                method = getattr(client, method_name)
+                with self.assertRaises(Exception) as cm:
+                    method(*args, **kwargs)
+                self.assertEqual(str(cm.exception), "Expected error")
diff --git a/posthog/test/test_client_fork.py b/posthog/test/test_client_fork.py
new file mode 100644
index 00000000..f5ed4279
--- /dev/null
+++ b/posthog/test/test_client_fork.py
@@ -0,0 +1,295 @@
+import os
+import gc
+import unittest
+import warnings
+import weakref
+from unittest import mock
+
+from parameterized import parameterized
+
+import posthog.request
+from posthog.client import Client
+from posthog.test.test_utils import FAKE_TEST_API_KEY
+from posthog.utils import FlagCache, RedisFlagCache
+
+
+class TestClientFork(unittest.TestCase):
+    def test_redis_cache_reinit_logic(self):
+        mock_redis_module = mock.MagicMock()
+        mock_redis_client = mock.MagicMock()
+        mock_redis_module.from_url.return_value = mock_redis_client
+
+        with mock.patch.dict("sys.modules", {"redis": mock_redis_module}):
+            client = Client(
+                project_api_key="test_key",
+                flag_fallback_cache_url="redis://localhost:6379/0",
+                send=False,
+            )
+
+            self.assertIsInstance(client.flag_cache, RedisFlagCache)
+            old_cache = client.flag_cache
+
+            new_cache = RedisFlagCache(mock_redis_client)
+            with mock.patch.object(
+                client, "_initialize_flag_cache", return_value=new_cache
+            ) as mock_init:
+                client._reinit_after_fork()
+
+                mock_init.assert_called_with("redis://localhost:6379/0")
+
+                self.assertIs(client.flag_cache, new_cache)
+                self.assertIsNot(client.flag_cache, old_cache)
+
+    def test_reinit_after_fork_keeps_memory_cache_instance(self):
+        client = Client(
+            project_api_key="test_key",
+            flag_fallback_cache_url="memory://local/?ttl=300&size=10000",
+            send=False,
+        )
+        old_cache = client.flag_cache
+
+        with mock.patch.object(client, "_initialize_flag_cache") as mock_init:
+            client._reinit_after_fork()
+
+        self.assertIs(client.flag_cache, old_cache)
+        mock_init.assert_not_called()
+
+    @mock.patch("posthog.client.Poller")
+    def test_reinit_after_fork_restarts_poller_when_enabled(self, mock_poller):
+        client = Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key=FAKE_TEST_API_KEY,
+            send=False,
+            enable_local_evaluation=True,
+            poll_interval=123,
+        )
+        old_poller = mock.Mock()
+        new_poller = mock.Mock()
+        mock_poller.return_value = new_poller
+        client.poller = old_poller
+
+        client._reinit_after_fork()
+
+        mock_poller.assert_called_once_with(
+            interval=mock.ANY,
+            execute=client._load_feature_flags,
+        )
+        self.assertIs(client.poller, new_poller)
+        self.assertIsNot(client.poller, old_poller)
+        new_poller.start.assert_called_once_with()
+
+    def test_reinit_after_fork_clears_poller_when_local_evaluation_disabled(self):
+        client = Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key=FAKE_TEST_API_KEY,
+            send=False,
+            enable_local_evaluation=False,
+        )
+        client.poller = mock.Mock()
+
+        client._reinit_after_fork()
+
+        self.assertIsNone(client.poller)
+
+    @mock.patch("posthog.client.reset_sessions")
+    def test_reinit_after_fork_resets_sessions(self, mock_reset_sessions):
+        client = Client(FAKE_TEST_API_KEY, send=False)
+
+        client._reinit_after_fork()
+
+        mock_reset_sessions.assert_called_once_with()
+
+    @mock.patch("posthog.client.os.register_at_fork")
+    def test_registers_at_fork_hook(self, mock_register_at_fork):
+        client = Client(FAKE_TEST_API_KEY, send=False)
+
+        mock_register_at_fork.assert_called_once()
+        after_in_child = mock_register_at_fork.call_args.kwargs["after_in_child"]
+
+        with mock.patch.object(client, "_reinit_after_fork") as mock_reinit:
+            after_in_child()
+            mock_reinit.assert_called_once()
+
+    @mock.patch("posthog.client.os.register_at_fork")
+    def test_register_at_fork_noop_after_client_gc(self, mock_register_at_fork):
+        with mock.patch.object(Client, "_reinit_after_fork") as mock_reinit:
+            client = Client(FAKE_TEST_API_KEY, send=False)
+            after_in_child = mock_register_at_fork.call_args.kwargs["after_in_child"]
+            client_ref = weakref.ref(client)
+
+            del client
+            gc.collect()
+
+            self.assertIsNone(client_ref())
+            after_in_child()
+            mock_reinit.assert_not_called()
+
+    @parameterized.expand([(True, 1), (False, 0)])
+    def test_reinit_after_fork_replaces_queue_and_consumers(
+        self, send, expected_starts
+    ):
+        with mock.patch("posthog.client.Consumer.start") as mock_start:
+            client = Client(FAKE_TEST_API_KEY, send=send, thread=1)
+            mock_start.reset_mock()
+
+            old_queue = client.queue
+            old_consumers = list(client.consumers)
+
+            client._reinit_after_fork()
+
+            self.assertIsNot(client.queue, old_queue)
+            self.assertEqual(len(client.consumers), len(old_consumers))
+            self.assertIsNot(client.consumers[0], old_consumers[0])
+            self.assertIs(client.consumers[0].queue, client.queue)
+            self.assertEqual(mock_start.call_count, expected_starts)
+
+    def test_reinit_after_fork_noop_for_sync_mode(self):
+        client = Client(FAKE_TEST_API_KEY, sync_mode=True)
+        old_queue = client.queue
+
+        client._reinit_after_fork()
+
+        self.assertIs(client.queue, old_queue)
+
+
+@unittest.skipUnless(
+    hasattr(os, "fork") and hasattr(os, "register_at_fork"),
+    "requires os.fork and os.register_at_fork",
+)
+class TestClientForkEndToEnd(unittest.TestCase):
+    def _run_fork_probe(self, child_probe):
+        warnings.filterwarnings("ignore", category=DeprecationWarning)
+
+        read_fd, write_fd = os.pipe()
+        pid = os.fork()
+
+        if pid == 0:
+            try:
+                os.write(write_fd, child_probe().encode())
+            except Exception as error:
+                import traceback
+
+                traceback.print_exc()
+                os.write(write_fd, f"exception: {error}".encode())
+            finally:
+                os.close(write_fd)
+                os.close(read_fd)
+                os._exit(0)
+
+        os.close(write_fd)
+        result = os.read(read_fd, 4096)
+        os.close(read_fd)
+        _, status = os.waitpid(pid, 0)
+
+        return status, result.decode()
+
+    def test_register_at_fork_preserves_memory_cache_in_child_process(self):
+        client = Client(
+            project_api_key="test_key",
+            flag_fallback_cache_url="memory://local/?ttl=300&size=10000",
+            send=False,
+        )
+        client.flag_cache.set_cached_flag("user_1", "flag_a", "value_a", 1)
+
+        self.assertIsInstance(client.flag_cache, FlagCache)
+        self.assertEqual(
+            client.flag_cache.get_cached_flag("user_1", "flag_a", 1), "value_a"
+        )
+
+        def child_probe():
+            value = client.flag_cache.get_cached_flag("user_1", "flag_a", 1)
+            return "ok" if value == "value_a" else f"cached_value={value!r}"
+
+        status, result = self._run_fork_probe(child_probe)
+
+        self.assertTrue(
+            os.WIFEXITED(status) and os.WEXITSTATUS(status) == 0, msg=result
+        )
+        self.assertEqual(result, "ok")
+
+    def test_register_at_fork_reinitializes_queue_and_consumers_in_child_process(self):
+        client = Client(FAKE_TEST_API_KEY, send=False)
+        old_queue = client.queue
+        old_consumer = client.consumers[0]
+
+        def child_probe():
+            reinitialized_queue = client.queue is not old_queue
+            replaced_consumer = client.consumers[0] is not old_consumer
+            consumer_points_to_new_queue = client.consumers[0].queue is client.queue
+
+            if (
+                reinitialized_queue
+                and replaced_consumer
+                and consumer_points_to_new_queue
+            ):
+                return "ok"
+
+            return (
+                f"reinitialized_queue={reinitialized_queue}, "
+                f"replaced_consumer={replaced_consumer}, "
+                f"consumer_points_to_new_queue={consumer_points_to_new_queue}"
+            )
+
+        status, result = self._run_fork_probe(child_probe)
+
+        self.assertTrue(
+            os.WIFEXITED(status) and os.WEXITSTATUS(status) == 0, msg=result
+        )
+        self.assertEqual(result, "ok")
+
+    def test_register_at_fork_reinitializes_poller_and_sessions_in_child_process(self):
+        client = Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key=FAKE_TEST_API_KEY,
+            send=False,
+            enable_local_evaluation=True,
+            poll_interval=100,
+        )
+
+        with mock.patch.object(client, "_fetch_feature_flags_from_api"):
+            client.load_feature_flags()
+
+        self.assertIsNotNone(client.poller)
+        self.assertTrue(client.poller.is_alive())
+
+        old_poller = client.poller
+        session_before = posthog.request._get_session()
+        flags_session_before = posthog.request._get_flags_session()
+
+        def child_probe():
+            poller_ok = False
+            poller_msg = "Poller check failed"
+
+            if client.poller:
+                if client.poller is not old_poller:
+                    if client.poller.is_alive():
+                        poller_ok = True
+                        poller_msg = "Poller ok"
+                    else:
+                        poller_msg = "Poller not alive"
+                else:
+                    poller_msg = "Poller object same"
+            else:
+                poller_msg = "Poller is None"
+
+            session_after = posthog.request._get_session()
+            flags_session_after = posthog.request._get_flags_session()
+            sessions_ok = (session_after is not session_before) and (
+                flags_session_after is not flags_session_before
+            )
+
+            if poller_ok and sessions_ok:
+                return "ok"
+
+            return f"{poller_msg}, sessions_ok={sessions_ok}"
+
+        try:
+            status, result = self._run_fork_probe(child_probe)
+        finally:
+            if client.poller:
+                client.poller.stop()
+
+        self.assertTrue(
+            os.WIFEXITED(status) and os.WEXITSTATUS(status) == 0, msg=result
+        )
+        self.assertEqual(result, "ok")
diff --git a/posthog/test/test_consumer.py b/posthog/test/test_consumer.py
new file mode 100644
index 00000000..f476b82a
--- /dev/null
+++ b/posthog/test/test_consumer.py
@@ -0,0 +1,257 @@
+import json
+import time
+import unittest
+from typing import Any
+
+from unittest import mock
+from parameterized import parameterized
+
+try:
+    from queue import Queue
+except ImportError:
+    from Queue import Queue
+
+from posthog.consumer import MAX_MSG_SIZE, Consumer
+from posthog.request import APIError
+from posthog.test.test_utils import TEST_API_KEY
+
+
+def _track_event(event_name: str = "python event") -> dict[str, str]:
+    return {"type": "track", "event": event_name, "distinct_id": "distinct_id"}
+
+
+class TestConsumer(unittest.TestCase):
+    def test_next(self) -> None:
+        q = Queue()
+        consumer = Consumer(q, "")
+        q.put(1)
+        next = consumer.next()
+        self.assertEqual(next, [1])
+
+    def test_next_limit(self) -> None:
+        q = Queue()
+        flush_at = 50
+        consumer = Consumer(q, "", flush_at)
+        for i in range(10000):
+            q.put(i)
+        next = consumer.next()
+        self.assertEqual(next, list(range(flush_at)))
+
+    def test_dropping_oversize_msg(self) -> None:
+        q = Queue()
+        consumer = Consumer(q, "")
+        oversize_msg = {"m": "x" * MAX_MSG_SIZE}
+        q.put(oversize_msg)
+        next = consumer.next()
+        self.assertEqual(next, [])
+        self.assertTrue(q.empty())
+        self.assertEqual(q.unfinished_tasks, 0)
+
+    def test_upload(self) -> None:
+        q = Queue()
+        consumer = Consumer(q, TEST_API_KEY)
+        q.put(_track_event())
+        success = consumer.upload()
+        self.assertTrue(success)
+
+    def test_flush_interval(self) -> None:
+        # Put _n_ items in the queue, pausing a little bit more than
+        # _flush_interval_ after each one.
+        # The consumer should upload _n_ times.
+        q = Queue()
+        flush_interval = 0.3
+        consumer = Consumer(q, TEST_API_KEY, flush_at=10, flush_interval=flush_interval)
+        with mock.patch("posthog.consumer.batch_post") as mock_post:
+            consumer.start()
+            for i in range(3):
+                q.put(_track_event("python event %d" % i))
+                time.sleep(flush_interval * 1.1)
+            self.assertEqual(mock_post.call_count, 3)
+
+    def test_multiple_uploads_per_interval(self) -> None:
+        # Put _flush_at*2_ items in the queue at once, then pause for
+        # _flush_interval_. The consumer should upload 2 times.
+        q = Queue()
+        flush_interval = 0.5
+        flush_at = 10
+        consumer = Consumer(
+            q, TEST_API_KEY, flush_at=flush_at, flush_interval=flush_interval
+        )
+        with mock.patch("posthog.consumer.batch_post") as mock_post:
+            consumer.start()
+            for i in range(flush_at * 2):
+                q.put(_track_event("python event %d" % i))
+            time.sleep(flush_interval * 1.1)
+            self.assertEqual(mock_post.call_count, 2)
+
+    def test_request(self) -> None:
+        consumer = Consumer(None, TEST_API_KEY)
+        consumer.request([_track_event()])
+
+    def _run_retry_test(
+        self, exception: Exception, exception_count: int, retries: int = 10
+    ) -> None:
+        call_count = [0]
+
+        def mock_post(*args: Any, **kwargs: Any) -> None:
+            call_count[0] += 1
+            if call_count[0] <= exception_count:
+                raise exception
+
+        consumer = Consumer(None, TEST_API_KEY, retries=retries)
+        with mock.patch(
+            "posthog.consumer.batch_post", mock.Mock(side_effect=mock_post)
+        ):
+            if exception_count <= retries:
+                consumer.request([_track_event()])
+            else:
+                with self.assertRaises(type(exception)):
+                    consumer.request([_track_event()])
+
+    @parameterized.expand(
+        [
+            ("general_errors", Exception("generic exception"), 2),
+            ("server_errors", APIError(500, "Internal Server Error"), 2),
+            ("rate_limit_errors", APIError(429, "Too Many Requests"), 2),
+        ]
+    )
+    def test_request_retries_on_retriable_errors(
+        self, _name: str, exception: Exception, exception_count: int
+    ) -> None:
+        self._run_retry_test(exception, exception_count)
+
+    def test_request_does_not_retry_client_errors(self) -> None:
+        with self.assertRaises(APIError):
+            self._run_retry_test(APIError(400, "Client Errors"), 1)
+
+    def test_request_fails_when_exceptions_exceed_retries(self) -> None:
+        self._run_retry_test(APIError(500, "Internal Server Error"), 4, retries=3)
+
+    def test_pause(self) -> None:
+        consumer = Consumer(None, TEST_API_KEY)
+        consumer.pause()
+        self.assertFalse(consumer.running)
+
+    def test_max_batch_size(self) -> None:
+        q = Queue()
+        consumer = Consumer(q, TEST_API_KEY, flush_at=100000, flush_interval=3)
+        properties = {}
+        for n in range(0, 500):
+            properties[str(n)] = "one_long_property_value_to_build_a_big_event"
+        track = {
+            "type": "track",
+            "event": "python event",
+            "distinct_id": "distinct_id",
+            "properties": properties,
+        }
+        msg_size = len(json.dumps(track).encode())
+        # Let's capture 8MB of data to trigger two batches
+        n_msgs = int(8_000_000 / msg_size)
+
+        def mock_post_fn(_: str, data: str, **kwargs: Any) -> mock.Mock:
+            res = mock.Mock()
+            res.status_code = 200
+            request_size = len(data.encode())
+            # Batches close after the first message bringing it bigger than BATCH_SIZE_LIMIT, let's add 10% of margin
+            self.assertTrue(
+                request_size < (5 * 1024 * 1024) * 1.1,
+                "batch size (%d) higher than limit" % request_size,
+            )
+            return res
+
+        with mock.patch(
+            "posthog.request._session.post", side_effect=mock_post_fn
+        ) as mock_post:
+            consumer.start()
+            for _ in range(0, n_msgs + 2):
+                q.put(track)
+            q.join()
+            self.assertEqual(mock_post.call_count, 2)
+
+    def test_request_sleeps_with_retry_after(self) -> None:
+        error = APIError(429, "Too Many Requests", retry_after=5.0)
+        call_count = [0]
+
+        def mock_post(*args: Any, **kwargs: Any) -> None:
+            call_count[0] += 1
+            if call_count[0] <= 1:
+                raise error
+
+        consumer = Consumer(None, TEST_API_KEY, retries=3)
+        with (
+            mock.patch("posthog.consumer.batch_post", side_effect=mock_post),
+            mock.patch("posthog.consumer.time.sleep") as mock_sleep,
+        ):
+            consumer.request([_track_event()])
+            mock_sleep.assert_called_once_with(5.0)
+
+    def test_request_uses_exponential_backoff_without_retry_after(self) -> None:
+        error = APIError(503, "Service Unavailable")
+        call_count = [0]
+
+        def mock_post(*args: Any, **kwargs: Any) -> None:
+            call_count[0] += 1
+            if call_count[0] <= 3:
+                raise error
+
+        consumer = Consumer(None, TEST_API_KEY, retries=3)
+        with (
+            mock.patch("posthog.consumer.batch_post", side_effect=mock_post),
+            mock.patch("posthog.consumer.time.sleep") as mock_sleep,
+        ):
+            consumer.request([_track_event()])
+            self.assertEqual(
+                mock_sleep.call_args_list,
+                [
+                    mock.call(1),  # 2^0
+                    mock.call(2),  # 2^1
+                    mock.call(4),  # 2^2
+                ],
+            )
+
+    def test_request_retries_on_408(self) -> None:
+        call_count = [0]
+
+        def mock_post(*args: Any, **kwargs: Any) -> None:
+            call_count[0] += 1
+            if call_count[0] <= 1:
+                raise APIError(408, "Request Timeout")
+
+        consumer = Consumer(None, TEST_API_KEY, retries=3)
+        with (
+            mock.patch("posthog.consumer.batch_post", side_effect=mock_post),
+            mock.patch("posthog.consumer.time.sleep"),
+        ):
+            consumer.request([_track_event()])
+            self.assertEqual(call_count[0], 2)
+
+    @parameterized.expand(
+        [
+            ("on_error_succeeds", False),
+            ("on_error_raises", True),
+        ]
+    )
+    def test_upload_exception_calls_on_error_and_does_not_raise(
+        self, _name: str, on_error_raises: bool
+    ) -> None:
+        on_error_called: list[tuple[Exception, list[dict[str, str]]]] = []
+
+        def on_error(e: Exception, batch: list[dict[str, str]]) -> None:
+            on_error_called.append((e, batch))
+            if on_error_raises:
+                raise Exception("on_error failed")
+
+        q = Queue()
+        consumer = Consumer(q, TEST_API_KEY, on_error=on_error)
+        track = _track_event()
+        q.put(track)
+
+        with mock.patch.object(
+            consumer, "request", side_effect=Exception("request failed")
+        ):
+            result = consumer.upload()
+
+        self.assertFalse(result)
+        self.assertEqual(len(on_error_called), 1)
+        self.assertEqual(str(on_error_called[0][0]), "request failed")
+        self.assertEqual(on_error_called[0][1], [track])
diff --git a/posthog/test/test_contexts.py b/posthog/test/test_contexts.py
new file mode 100644
index 00000000..a2f81fba
--- /dev/null
+++ b/posthog/test/test_contexts.py
@@ -0,0 +1,292 @@
+import asyncio
+import unittest
+from unittest.mock import patch
+
+from posthog.contexts import (
+    get_tags,
+    new_context,
+    scoped,
+    tag,
+    identify_context,
+    set_context_session,
+    get_context_session_id,
+    get_context_distinct_id,
+)
+
+
+class TestContexts(unittest.TestCase):
+    def test_tag_and_get_tags(self):
+        with new_context(fresh=True):
+            tag("key1", "value1")
+            tag("key2", 2)
+
+            tags = get_tags()
+            assert tags["key1"] == "value1"
+            assert tags["key2"] == 2
+
+    def test_new_context_isolation(self):
+        with new_context(fresh=True):
+            # Set tag in outer context
+            tag("outer", "value")
+
+            with new_context(fresh=True):
+                # Inner context should start empty
+                assert get_tags() == {}
+
+                # Set tag in inner context
+                tag("inner", "value")
+                assert get_tags()["inner"] == "value"
+
+                # Outer tag should not be visible
+                self.assertNotIn("outer", get_tags())
+
+            with new_context(fresh=False):
+                # Inner context should inherit outer tag
+                assert get_tags() == {"outer": "value"}
+
+            # After exiting context, inner tag should be gone
+            self.assertNotIn("inner", get_tags())
+
+            # Outer tag should still be there
+            assert get_tags()["outer"] == "value"
+
+    def test_nested_contexts(self):
+        with new_context(fresh=True):
+            tag("level1", "value1")
+
+            with new_context(fresh=True):
+                tag("level2", "value2")
+
+                with new_context(fresh=True):
+                    tag("level3", "value3")
+                    assert get_tags() == {"level3": "value3"}
+
+                # Back to level 2
+                assert get_tags() == {"level2": "value2"}
+
+            # Back to level 1
+            assert get_tags() == {"level1": "value1"}
+
+    @patch("posthog.capture_exception")
+    def test_scoped_decorator_success(self, mock_capture):
+        @scoped()
+        def successful_function(x, y):
+            tag("x", x)
+            tag("y", y)
+            return x + y
+
+        result = successful_function(1, 2)
+
+        # Function should execute normally
+        assert result == 3
+
+        # No exception should be captured
+        mock_capture.assert_not_called()
+
+        # Context should be cleared after function execution
+        assert get_tags() == {}
+
+    @patch("posthog.capture_exception")
+    def test_scoped_decorator_exception(self, mock_capture):
+        def check_context_on_capture(exception, **kwargs):
+            # Assert tags are available when capture_exception is called
+            current_tags = get_tags()
+            assert current_tags.get("important_context") == "value"
+
+        mock_capture.side_effect = check_context_on_capture
+
+        for name, is_async in [("sync", False), ("async", True)]:
+            with self.subTest(name=name):
+                test_exception = ValueError(f"Test {name} exception")
+
+                if is_async:
+
+                    @scoped()
+                    async def failing_function():
+                        tag("important_context", "value")
+                        raise test_exception
+
+                    def run():
+                        return asyncio.run(failing_function())
+
+                else:
+
+                    @scoped()
+                    def failing_function():
+                        tag("important_context", "value")
+                        raise test_exception
+
+                    run = failing_function
+
+                # Function should raise the exception
+                with self.assertRaises(ValueError):
+                    run()
+
+                # Verify capture_exception was called
+                mock_capture.assert_called_once_with(test_exception)
+
+                # Context should be cleared after function execution
+                assert get_tags() == {}
+
+                mock_capture.reset_mock()
+
+    @patch("posthog.capture_exception")
+    def test_new_context_exception_handling(self, mock_capture):
+        test_exception = RuntimeError("Context exception")
+
+        def check_context_on_capture(exception, **kwargs):
+            # Assert inner context tags are available when capture_exception is called
+            current_tags = get_tags()
+            assert current_tags.get("inner_context") == "inner_value"
+
+        mock_capture.side_effect = check_context_on_capture
+
+        # Set up outer context
+        with new_context():
+            tag("outer_context", "outer_value")
+
+            try:
+                with new_context():
+                    tag("inner_context", "inner_value")
+                    raise test_exception
+            except RuntimeError:
+                pass  # Expected exception
+
+            # Outer context should still be intact
+            assert get_tags()["outer_context"] == "outer_value"
+
+        # Verify capture_exception was called
+        mock_capture.assert_called_once_with(test_exception)
+
+    def test_identify_context(self):
+        with new_context(fresh=True):
+            # Initially no distinct ID
+            assert get_context_distinct_id() is None
+
+            # Set distinct ID
+            identify_context("user123")
+            assert get_context_distinct_id() == "user123"
+
+    def test_set_context_session(self):
+        with new_context(fresh=True):
+            # Initially no session ID
+            assert get_context_session_id() is None
+
+            # Set session ID
+            set_context_session("session456")
+            assert get_context_session_id() == "session456"
+
+    def test_context_inheritance_fresh_context(self):
+        with new_context(fresh=True):
+            identify_context("user123")
+            set_context_session("session456")
+
+            with new_context(fresh=True):
+                # Fresh context should not inherit
+                assert get_context_distinct_id() is None
+                assert get_context_session_id() is None
+
+            # Original context should still have values
+            assert get_context_distinct_id() == "user123"
+            assert get_context_session_id() == "session456"
+
+    def test_context_inheritance_non_fresh_context(self):
+        with new_context(fresh=True):
+            identify_context("user123")
+            set_context_session("session456")
+
+            with new_context(fresh=False):
+                # Non-fresh context should inherit
+                assert get_context_distinct_id() == "user123"
+                assert get_context_session_id() == "session456"
+
+                # Override in child context
+                identify_context("user789")
+                set_context_session("session999")
+                assert get_context_distinct_id() == "user789"
+                assert get_context_session_id() == "session999"
+
+            # Original context should still have original values
+            assert get_context_distinct_id() == "user123"
+            assert get_context_session_id() == "session456"
+
+    def test_child_tags_override_parent_tags_in_non_fresh_context(self):
+        with new_context(fresh=True):
+            tag("shared_key", "parent_value")
+            tag("parent_only", "parent")
+
+            with new_context(fresh=False):
+                # Child should inherit parent tags
+                assert get_tags()["parent_only"] == "parent"
+
+                # Child sets same key - should override parent
+                tag("shared_key", "child_value")
+                tag("child_only", "child")
+
+                tags = get_tags()
+                # Child value should win for shared key
+                assert tags["shared_key"] == "child_value"
+                # Both parent and child tags should be present
+                assert tags["parent_only"] == "parent"
+                assert tags["child_only"] == "child"
+
+            # Parent context should be unchanged
+            parent_tags = get_tags()
+            assert parent_tags["shared_key"] == "parent_value"
+            assert parent_tags["parent_only"] == "parent"
+            assert "child_only" not in parent_tags
+
+    def test_scoped_decorator_with_context_ids(self):
+        @scoped()
+        def sync_function_with_context():
+            identify_context("user456")
+            set_context_session("session789")
+            return get_context_distinct_id(), get_context_session_id()
+
+        @scoped()
+        async def async_function_with_context():
+            identify_context("user456")
+            set_context_session("session789")
+            return get_context_distinct_id(), get_context_session_id()
+
+        cases = [
+            ("sync", sync_function_with_context, lambda func: func()),
+            ("async", async_function_with_context, lambda func: asyncio.run(func())),
+        ]
+
+        for name, func, run in cases:
+            with self.subTest(name=name):
+                distinct_id, session_id = run(func)
+                assert distinct_id == "user456"
+                assert session_id == "session789"
+
+                # Context should be cleared after function execution
+                assert get_context_distinct_id() is None
+                assert get_context_session_id() is None
+
+    def test_scoped_decorator_async_concurrent_context_isolation(self):
+        first_ready = asyncio.Event()
+        second_ready = asyncio.Event()
+        first_checked = asyncio.Event()
+
+        @scoped()
+        async def first():
+            identify_context("user_1")
+            first_ready.set()
+            await second_ready.wait()
+            distinct_id = get_context_distinct_id()
+            first_checked.set()
+            return distinct_id
+
+        @scoped()
+        async def second():
+            await first_ready.wait()
+            identify_context("user_2")
+            second_ready.set()
+            await first_checked.wait()
+            return get_context_distinct_id()
+
+        async def run():
+            return await asyncio.wait_for(asyncio.gather(first(), second()), timeout=1)
+
+        assert asyncio.run(run()) == ["user_1", "user_2"]
diff --git a/posthog/test/test_dedicated_ai_endpoint.py b/posthog/test/test_dedicated_ai_endpoint.py
new file mode 100644
index 00000000..1fb4322a
--- /dev/null
+++ b/posthog/test/test_dedicated_ai_endpoint.py
@@ -0,0 +1,127 @@
+import unittest
+from queue import Queue
+from unittest import mock
+
+from parameterized import parameterized
+
+from posthog.client import Client
+from posthog.consumer import AI_MAX_MSG_SIZE, Consumer
+from posthog.request import AI_EVENTS_ENDPOINT, EVENTS_ENDPOINT
+from posthog.test.test_utils import TEST_API_KEY
+
+
+def _event(name: str) -> dict:
+    return {"type": "capture", "event": name, "distinct_id": "distinct_id"}
+
+
+class TestDedicatedAiEndpointConsumer(unittest.TestCase):
+    def test_routes_ai_and_analytics_to_separate_endpoints(self) -> None:
+        consumer = Consumer(None, TEST_API_KEY, dedicated_ai_endpoint=True)
+        with mock.patch("posthog.consumer.batch_post") as mock_post:
+            consumer.request([_event("$ai_generation"), _event("button_clicked")])
+
+        by_path = {
+            c.kwargs["path"]: c.kwargs["batch"] for c in mock_post.call_args_list
+        }
+        self.assertEqual(set(by_path), {EVENTS_ENDPOINT, AI_EVENTS_ENDPOINT})
+        self.assertEqual(
+            [e["event"] for e in by_path[AI_EVENTS_ENDPOINT]], ["$ai_generation"]
+        )
+        self.assertEqual(
+            [e["event"] for e in by_path[EVENTS_ENDPOINT]], ["button_clicked"]
+        )
+
+    def test_only_ai_events_single_call_to_ai_endpoint(self) -> None:
+        consumer = Consumer(None, TEST_API_KEY, dedicated_ai_endpoint=True)
+        with mock.patch("posthog.consumer.batch_post") as mock_post:
+            consumer.request([_event("$ai_generation"), _event("$ai_embedding")])
+
+        self.assertEqual(mock_post.call_count, 1)
+        self.assertEqual(mock_post.call_args.kwargs["path"], AI_EVENTS_ENDPOINT)
+
+    def test_disabled_routes_everything_to_batch(self) -> None:
+        consumer = Consumer(None, TEST_API_KEY, dedicated_ai_endpoint=False)
+        with mock.patch("posthog.consumer.batch_post") as mock_post:
+            consumer.request([_event("$ai_generation"), _event("button_clicked")])
+
+        self.assertEqual(mock_post.call_count, 1)
+        self.assertEqual(mock_post.call_args.kwargs["path"], EVENTS_ENDPOINT)
+
+
+class TestDedicatedAiEndpointSyncMode(unittest.TestCase):
+    @parameterized.expand(
+        [
+            ("enabled_ai_event", True, "$ai_generation", AI_EVENTS_ENDPOINT),
+            ("enabled_normal_event", True, "button_clicked", EVENTS_ENDPOINT),
+            ("disabled_ai_event", False, "$ai_generation", EVENTS_ENDPOINT),
+        ]
+    )
+    def test_routes_event_to_expected_endpoint(
+        self, _name, enabled, event, expected_path
+    ) -> None:
+        client = Client(TEST_API_KEY, sync_mode=True, _dedicated_ai_endpoint=enabled)
+        with mock.patch("posthog.client.batch_post") as mock_post:
+            client.capture(event, distinct_id="distinct_id")
+
+        self.assertEqual(mock_post.call_args.kwargs["path"], expected_path)
+
+
+class TestDedicatedAiEndpointSizeLimit(unittest.TestCase):
+    def _sized_event(self, name: str, payload_bytes: int) -> dict:
+        event = _event(name)
+        event["properties"] = {"p": "x" * payload_bytes}
+        return event
+
+    @parameterized.expand(
+        [
+            (
+                "ai_event_under_ai_limit_kept",
+                True,
+                "$ai_generation",
+                2 * 1024 * 1024,
+                True,
+            ),
+            (
+                "ai_event_over_ai_limit_dropped",
+                True,
+                "$ai_generation",
+                AI_MAX_MSG_SIZE,
+                False,
+            ),
+            (
+                "analytics_event_over_analytics_limit_dropped",
+                True,
+                "button_clicked",
+                2 * 1024 * 1024,
+                False,
+            ),
+            (
+                "ai_event_uses_analytics_limit_when_disabled",
+                False,
+                "$ai_generation",
+                2 * 1024 * 1024,
+                False,
+            ),
+        ]
+    )
+    def test_per_event_size_limit(
+        self, _name, enabled, event, payload_bytes, expect_kept
+    ) -> None:
+        q = Queue()
+        consumer = Consumer(
+            q, TEST_API_KEY, dedicated_ai_endpoint=enabled, flush_interval=0.01
+        )
+        q.put(self._sized_event(event, payload_bytes))
+
+        batch = consumer.next()
+
+        if expect_kept:
+            self.assertEqual([e["event"] for e in batch], [event])
+        else:
+            self.assertEqual(batch, [])
+            self.assertTrue(q.empty())
+            self.assertEqual(q.unfinished_tasks, 0)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/posthog/test/test_evaluate_flags.py b/posthog/test/test_evaluate_flags.py
new file mode 100644
index 00000000..9eb3a9fd
--- /dev/null
+++ b/posthog/test/test_evaluate_flags.py
@@ -0,0 +1,518 @@
+import unittest
+import warnings
+from unittest import mock
+
+from parameterized import parameterized
+
+from posthog.client import Client
+from posthog.feature_flag_evaluations import FeatureFlagEvaluations
+from posthog.test.test_utils import FAKE_TEST_API_KEY
+
+
+def _flags_response_fixture():
+    return {
+        "flags": {
+            "variant-flag": {
+                "key": "variant-flag",
+                "enabled": True,
+                "variant": "variant-value",
+                "reason": {"code": "variant", "description": "Matched condition set 3"},
+                "metadata": {"id": 2, "version": 23, "payload": '{"key": "value"}'},
+            },
+            "boolean-flag": {
+                "key": "boolean-flag",
+                "enabled": True,
+                "variant": None,
+                "reason": {"code": "boolean", "description": "Matched condition set 1"},
+                "metadata": {"id": 1, "version": 12},
+            },
+            "disabled-flag": {
+                "key": "disabled-flag",
+                "enabled": False,
+                "variant": None,
+                "reason": {
+                    "code": "boolean",
+                    "description": "Did not match any condition",
+                },
+                "metadata": {"id": 3, "version": 2},
+            },
+        },
+        "requestId": "request-id-1",
+        "evaluatedAt": 1640995200000,
+    }
+
+
+class TestEvaluateFlagsRemote(unittest.TestCase):
+    def setUp(self):
+        self.client = Client(FAKE_TEST_API_KEY)
+
+    def tearDown(self):
+        self.client.shutdown()
+
+    @mock.patch("posthog.client.flags")
+    def test_returns_a_FeatureFlagEvaluations_instance(self, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+        self.assertIsInstance(flags, FeatureFlagEvaluations)
+        self.assertEqual(patch_flags.call_count, 1)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_does_not_fire_events_for_unaccessed_flags(
+        self, patch_capture, patch_flags
+    ):
+        patch_flags.return_value = _flags_response_fixture()
+        self.client.evaluate_flags("user-1")
+        feature_flag_called = [
+            c
+            for c in patch_capture.call_args_list
+            if c[0] and c[0][0] == "$feature_flag_called"
+        ]
+        self.assertEqual(len(feature_flag_called), 0)
+
+    @parameterized.expand(
+        [
+            ("boolean_flag_is_enabled", "boolean-flag", True),
+            ("disabled_flag_is_disabled", "disabled-flag", False),
+            ("variant_flag_is_enabled", "variant-flag", True),
+        ]
+    )
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_is_enabled(self, _name, key, expected, patch_capture, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+
+        self.assertEqual(flags.is_enabled(key), expected)
+
+        flag_called = [
+            c
+            for c in patch_capture.call_args_list
+            if c[0]
+            and c[0][0] == "$feature_flag_called"
+            and c[1]["properties"]["$feature_flag"] == key
+        ]
+        self.assertEqual(len(flag_called), 1)
+
+    @parameterized.expand(
+        [
+            (
+                "variant_flag_returns_variant_string",
+                "variant-flag",
+                "variant-value",
+                {
+                    "$feature_flag_response": "variant-value",
+                    "$feature_flag_id": 2,
+                    "$feature_flag_version": 23,
+                    "$feature_flag_reason": "Matched condition set 3",
+                    "$feature_flag_request_id": "request-id-1",
+                    "locally_evaluated": False,
+                },
+            ),
+            (
+                "boolean_flag_returns_true",
+                "boolean-flag",
+                True,
+                {
+                    "$feature_flag_response": True,
+                    "$feature_flag_id": 1,
+                    "$feature_flag_version": 12,
+                    "locally_evaluated": False,
+                },
+            ),
+            (
+                "disabled_flag_returns_false",
+                "disabled-flag",
+                False,
+                {"$feature_flag_response": False, "locally_evaluated": False},
+            ),
+        ]
+    )
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_flag_known_keys(
+        self, _name, key, expected, expected_props, patch_capture, patch_flags
+    ):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+
+        self.assertEqual(flags.get_flag(key), expected)
+
+        by_key = {
+            c[1]["properties"]["$feature_flag"]: c[1]["properties"]
+            for c in patch_capture.call_args_list
+            if c[0] and c[0][0] == "$feature_flag_called"
+        }
+        self.assertIn(key, by_key)
+        for prop, value in expected_props.items():
+            self.assertEqual(by_key[key][prop], value)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_flag_missing_key_emits_flag_missing_error(
+        self, patch_capture, patch_flags
+    ):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+
+        self.assertIsNone(flags.get_flag("missing-flag"))
+
+        by_key = {
+            c[1]["properties"]["$feature_flag"]: c[1]["properties"]
+            for c in patch_capture.call_args_list
+            if c[0] and c[0][0] == "$feature_flag_called"
+        }
+        self.assertIsNone(by_key["missing-flag"]["$feature_flag_response"])
+        self.assertEqual(by_key["missing-flag"]["$feature_flag_error"], "flag_missing")
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_errors_while_computing_flags_propagates_to_event(
+        self, patch_capture, patch_flags
+    ):
+        # Response-level errors are combined with per-flag errors so each
+        # $feature_flag_called event carries the granular error code(s).
+        response = _flags_response_fixture()
+        response["errorsWhileComputingFlags"] = True
+        patch_flags.return_value = response
+
+        flags = self.client.evaluate_flags("user-1")
+        flags.is_enabled("boolean-flag")  # known flag — only response-level error
+        flags.is_enabled("missing-flag")  # missing — both errors combined
+
+        by_key = {
+            c[1]["properties"]["$feature_flag"]: c[1]["properties"]
+            for c in patch_capture.call_args_list
+            if c[0] and c[0][0] == "$feature_flag_called"
+        }
+        self.assertEqual(
+            by_key["boolean-flag"]["$feature_flag_error"],
+            "errors_while_computing_flags",
+        )
+        self.assertEqual(
+            by_key["missing-flag"]["$feature_flag_error"],
+            "errors_while_computing_flags,flag_missing",
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_dedupes_repeated_access(self, patch_capture, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+
+        flags.is_enabled("boolean-flag")
+        flags.is_enabled("boolean-flag")
+        flags.get_flag("boolean-flag")
+
+        boolean_calls = [
+            c
+            for c in patch_capture.call_args_list
+            if c[0]
+            and c[0][0] == "$feature_flag_called"
+            and c[1]["properties"]["$feature_flag"] == "boolean-flag"
+        ]
+        self.assertEqual(len(boolean_calls), 1)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_flag_payload_does_not_fire_event(self, patch_capture, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+
+        self.assertEqual(flags.get_flag_payload("variant-flag"), {"key": "value"})
+        self.assertIsNone(flags.get_flag_payload("missing-flag"))
+
+        feature_flag_called = [
+            c
+            for c in patch_capture.call_args_list
+            if c[0] and c[0][0] == "$feature_flag_called"
+        ]
+        self.assertEqual(len(feature_flag_called), 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_forwards_flag_keys_to_request(self, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+
+        self.client.evaluate_flags("user-1", flag_keys=["boolean-flag", "variant-flag"])
+
+        kwargs = patch_flags.call_args.kwargs
+        self.assertEqual(
+            kwargs.get("flag_keys_to_evaluate"),
+            ["boolean-flag", "variant-flag"],
+        )
+
+    @mock.patch("posthog.client.flags")
+    def test_explicit_device_id_overrides_context(self, patch_flags):
+        # Parity with the deprecated single-flag methods: callers can pass an
+        # explicit device_id to bypass whatever the context resolver returns.
+        patch_flags.return_value = _flags_response_fixture()
+
+        self.client.evaluate_flags("user-1", device_id="explicit-device")
+
+        self.assertEqual(
+            patch_flags.call_args.kwargs.get("device_id"), "explicit-device"
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_empty_distinct_id_returns_empty_snapshot_without_events(
+        self, patch_capture, patch_flags
+    ):
+        flags = self.client.evaluate_flags()  # no distinct_id, no context
+        self.assertEqual(flags.keys, [])
+        flags.is_enabled("any-flag")
+        flags.get_flag("any-flag")
+
+        feature_flag_called = [
+            c
+            for c in patch_capture.call_args_list
+            if c[0] and c[0][0] == "$feature_flag_called"
+        ]
+        self.assertEqual(len(feature_flag_called), 0)
+
+
+class TestEvaluateFlagsFiltering(unittest.TestCase):
+    def setUp(self):
+        self.client = Client(FAKE_TEST_API_KEY)
+
+    def tearDown(self):
+        self.client.shutdown()
+
+    @mock.patch("posthog.client.flags")
+    def test_only_accessed_returns_only_accessed_flags(self, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+        flags.is_enabled("boolean-flag")
+        flags.get_flag("variant-flag")
+
+        accessed = flags.only_accessed()
+        self.assertEqual(sorted(accessed.keys), ["boolean-flag", "variant-flag"])
+
+    @mock.patch("posthog.client.flags")
+    def test_only_accessed_returns_empty_when_no_flags_accessed(self, patch_flags):
+        # The method honors its name: nothing accessed → empty snapshot, no fallback.
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+
+        accessed = flags.only_accessed()
+
+        self.assertEqual(accessed.keys, [])
+
+    @mock.patch("posthog.client.flags")
+    def test_only_drops_unknown_keys_with_warning(self, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+
+        with self.assertLogs("posthog", level="WARNING") as logs:
+            only = flags.only(["boolean-flag", "does-not-exist"])
+
+        self.assertEqual(only.keys, ["boolean-flag"])
+        self.assertTrue(any("does-not-exist" in m for m in logs.output))
+
+    @mock.patch("posthog.client.flags")
+    def test_filtered_snapshots_do_not_back_propagate_access(self, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+        flags.is_enabled("boolean-flag")
+        filtered = flags.only_accessed()
+
+        filtered.is_enabled("variant-flag")
+
+        self.assertEqual(flags.only_accessed().keys, ["boolean-flag"])
+
+
+class TestCaptureWithFlagsSnapshot(unittest.TestCase):
+    def setUp(self):
+        self.client = Client(FAKE_TEST_API_KEY)
+
+    def tearDown(self):
+        self.client.shutdown()
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "_enqueue")
+    def test_capture_with_flags_attaches_feature_properties(
+        self, patch_enqueue, patch_flags
+    ):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+
+        self.client.capture("page_viewed", distinct_id="user-1", flags=flags)
+
+        # Find the page_viewed enqueue (skip $feature_flag_called events from access)
+        page_viewed = next(
+            (
+                call
+                for call in patch_enqueue.call_args_list
+                if call[0][0]["event"] == "page_viewed"
+            ),
+            None,
+        )
+        self.assertIsNotNone(page_viewed)
+        properties = page_viewed[0][0]["properties"]
+        self.assertEqual(properties["$feature/variant-flag"], "variant-value")
+        self.assertEqual(properties["$feature/boolean-flag"], True)
+        self.assertEqual(properties["$feature/disabled-flag"], False)
+        self.assertEqual(
+            sorted(properties["$active_feature_flags"]),
+            ["boolean-flag", "variant-flag"],
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "_enqueue")
+    def test_capture_with_only_accessed_attaches_only_those_flags(
+        self, patch_enqueue, patch_flags
+    ):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+        flags.is_enabled("boolean-flag")
+
+        self.client.capture(
+            "page_viewed", distinct_id="user-1", flags=flags.only_accessed()
+        )
+
+        page_viewed = next(
+            (
+                call
+                for call in patch_enqueue.call_args_list
+                if call[0][0]["event"] == "page_viewed"
+            ),
+            None,
+        )
+        properties = page_viewed[0][0]["properties"]
+        self.assertEqual(properties["$feature/boolean-flag"], True)
+        self.assertNotIn("$feature/variant-flag", properties)
+        self.assertNotIn("$feature/disabled-flag", properties)
+        self.assertEqual(properties["$active_feature_flags"], ["boolean-flag"])
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_with_flags_does_not_make_extra_flags_request(self, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+        calls_before = patch_flags.call_count
+
+        self.client.capture("page_viewed", distinct_id="user-1", flags=flags)
+
+        self.assertEqual(patch_flags.call_count, calls_before)
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_exception_forwards_flags_snapshot(self, patch_flags):
+        # Auto/manual exception captures should be able to attach a flags snapshot the
+        # same way capture() does, so $exception events carry the same flag context.
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+
+        with mock.patch.object(self.client, "capture") as inner_capture:
+            try:
+                raise ValueError("boom")
+            except ValueError as exc:
+                self.client.capture_exception(exc, distinct_id="user-1", flags=flags)
+
+        self.assertEqual(inner_capture.call_count, 1)
+        forwarded = inner_capture.call_args.kwargs.get("flags")
+        self.assertIs(forwarded, flags)
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_warns_and_uses_flags_when_both_flags_and_send_feature_flags_set(
+        self, patch_flags
+    ):
+        # `flags` always wins regardless of `send_feature_flags`. We log a warning so
+        # the precedence isn't surprising when both are provided.
+        patch_flags.return_value = _flags_response_fixture()
+        flags = self.client.evaluate_flags("user-1")
+        calls_before = patch_flags.call_count
+
+        with self.assertLogs("posthog", level="WARNING") as logs:
+            self.client.capture(
+                "page_viewed",
+                distinct_id="user-1",
+                flags=flags,
+                send_feature_flags=True,
+            )
+
+        self.assertEqual(patch_flags.call_count, calls_before)
+        self.assertTrue(
+            any(
+                "Both `flags` and `send_feature_flags` were passed" in m
+                for m in logs.output
+            )
+        )
+
+
+class TestDeprecationWarnings(unittest.TestCase):
+    def setUp(self):
+        self.client = Client(FAKE_TEST_API_KEY)
+
+    def tearDown(self):
+        self.client.shutdown()
+
+    @parameterized.expand(
+        [
+            ("feature_enabled", "feature_enabled", ("boolean-flag", "user-1"), {}),
+            ("get_feature_flag", "get_feature_flag", ("boolean-flag", "user-1"), {}),
+            (
+                "get_feature_flag_payload",
+                "get_feature_flag_payload",
+                ("variant-flag", "user-1"),
+                {},
+            ),
+        ]
+    )
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_legacy_single_flag_methods_emit_deprecation_warning(
+        self, _name, method_name, args, kwargs, patch_capture, patch_flags
+    ):
+        patch_flags.return_value = _flags_response_fixture()
+
+        with warnings.catch_warnings(record=True) as caught:
+            warnings.simplefilter("always")
+            getattr(self.client, method_name)(*args, **kwargs)
+
+        deprecation = [
+            w
+            for w in caught
+            if issubclass(w.category, DeprecationWarning)
+            and method_name in str(w.message)
+        ]
+        self.assertEqual(len(deprecation), 1)
+        self.assertIn("evaluate_flags", str(deprecation[0].message))
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_send_feature_flags_emits_deprecation_warning(self, patch_flags):
+        patch_flags.return_value = _flags_response_fixture()
+
+        with warnings.catch_warnings(record=True) as caught:
+            warnings.simplefilter("always")
+            self.client.capture(
+                "page_viewed", distinct_id="user-1", send_feature_flags=True
+            )
+
+        deprecation = [
+            w
+            for w in caught
+            if issubclass(w.category, DeprecationWarning)
+            and "send_feature_flags" in str(w.message)
+        ]
+        self.assertEqual(len(deprecation), 1)
+        self.assertIn("evaluate_flags", str(deprecation[0].message))
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_feature_enabled_does_not_cascade_deprecation_warnings(
+        self, patch_capture, patch_flags
+    ):
+        # `feature_enabled` calls `_get_feature_flag_result` directly so the user only
+        # sees one warning, not three (one each from feature_enabled →
+        # get_feature_flag → get_feature_flag_result if it had one).
+        patch_flags.return_value = _flags_response_fixture()
+
+        with warnings.catch_warnings(record=True) as caught:
+            warnings.simplefilter("always")
+            self.client.feature_enabled("boolean-flag", "user-1")
+
+        deprecation = [w for w in caught if issubclass(w.category, DeprecationWarning)]
+        self.assertEqual(len(deprecation), 1)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/posthog/test/test_exception_capture.py b/posthog/test/test_exception_capture.py
new file mode 100644
index 00000000..3d2f8d08
--- /dev/null
+++ b/posthog/test/test_exception_capture.py
@@ -0,0 +1,689 @@
+import subprocess
+import sys
+from textwrap import dedent
+
+import pytest
+
+
+def test_excepthook(tmpdir):
+    app = tmpdir.join("app.py")
+    app.write(
+        dedent(
+            """
+    from posthog import Posthog
+    posthog = Posthog('phc_x', host='https://eu.i.posthog.com', enable_exception_autocapture=True, debug=True, on_error=lambda e, batch: print('error handling batch: ', e, batch))
+
+    # frame_value = "LOL"
+
+    1/0
+    """
+        )
+    )
+
+    with pytest.raises(subprocess.CalledProcessError) as excinfo:
+        subprocess.check_output([sys.executable, str(app)], stderr=subprocess.STDOUT)
+
+    output = excinfo.value.output
+
+    assert b"ZeroDivisionError" in output
+    assert b"LOL" in output
+    assert b"DEBUG:posthog:data uploaded successfully" in output
+    assert (
+        b'"$exception_list": [{"mechanism": {"type": "generic", "handled": true}, "module": null, "type": "ZeroDivisionError", "value": "division by zero", "stacktrace": {"frames": [{"platform": "python", "filename": "app.py", "abs_path"'
+        in output
+    )
+
+
+def test_code_variables_capture(tmpdir):
+    app = tmpdir.join("app.py")
+    app.write(
+        dedent(
+            """
+    import os
+    from posthog import Posthog
+    
+    class UnserializableObject:
+        pass
+    
+    posthog = Posthog(
+        'phc_x', 
+        host='https://eu.i.posthog.com', 
+        debug=True, 
+        enable_exception_autocapture=True,
+        capture_exception_code_variables=True,
+        project_root=os.path.dirname(os.path.abspath(__file__))
+    )
+    
+    def trigger_error():
+        my_string = "hello world"
+        my_number = 42
+        my_bool = True
+        my_dict = {"name": "test", "value": 123}
+        my_sensitive_dict = {
+            "safe_key": "safe_value",
+            "password": "secret123",  # key matches pattern -> should be masked
+            "other_key": "contains_password_here",  # value matches pattern -> should be masked
+        }
+        my_nested_dict = {
+            "level1": {
+                "level2": {
+                    "api_key": "nested_secret",  # deeply nested key matches
+                    "data": "contains_token_here",  # deeply nested value matches
+                    "safe": "visible",
+                }
+            }
+        }
+        my_list = ["safe_item", "has_password_inside", "another_safe"]
+        my_tuple = ("tuple_safe", "secret_in_value", "tuple_also_safe")
+        my_list_of_dicts = [
+            {"id": 1, "password": "list_dict_secret"},
+            {"id": 2, "value": "safe_value"},
+        ]
+        my_obj = UnserializableObject()
+        my_password = "secret123"  # Should be masked by default (name matches)
+        my_innocent_var = "contains_password_here"  # Should be masked by default (value matches)
+        __should_be_ignored = "hidden"  # Should be ignored by default
+        
+        1/0  # Trigger exception
+    
+    def intermediate_function():
+        request_id = "abc-123"
+        user_count = 100
+        is_active = True
+        
+        trigger_error()
+    
+    def process_data():
+        batch_size = 50
+        retry_count = 3
+        
+        intermediate_function()
+    
+    process_data()
+    """
+        )
+    )
+
+    with pytest.raises(subprocess.CalledProcessError) as excinfo:
+        subprocess.check_output([sys.executable, str(app)], stderr=subprocess.STDOUT)
+
+    output = excinfo.value.output
+
+    assert b"ZeroDivisionError" in output
+    assert b"code_variables" in output
+
+    # Variables from trigger_error frame
+    assert b"'my_string': 'hello world'" in output
+    assert b"'my_number': 42" in output
+    assert b"'my_bool': 'True'" in output
+    assert b'"my_dict": "{\\"name\\": \\"test\\", \\"value\\": 123}"' in output
+    assert (
+        b'{\\"safe_key\\": \\"safe_value\\", \\"password\\": \\"$$_posthog_redacted_based_on_masking_rules_$$\\", \\"other_key\\": \\"$$_posthog_redacted_based_on_masking_rules_$$\\"}'
+        in output
+    )
+    assert (
+        b'{\\"level1\\": {\\"level2\\": {\\"api_key\\": \\"$$_posthog_redacted_based_on_masking_rules_$$\\", \\"data\\": \\"$$_posthog_redacted_based_on_masking_rules_$$\\", \\"safe\\": \\"visible\\"}}}'
+        in output
+    )
+    assert (
+        b'[\\"safe_item\\", \\"$$_posthog_redacted_based_on_masking_rules_$$\\", \\"another_safe\\"]'
+        in output
+    )
+    assert (
+        b'[\\"tuple_safe\\", \\"$$_posthog_redacted_based_on_masking_rules_$$\\", \\"tuple_also_safe\\"]'
+        in output
+    )
+    assert (
+        b'[{\\"id\\": 1, \\"password\\": \\"$$_posthog_redacted_based_on_masking_rules_$$\\"}, {\\"id\\": 2, \\"value\\": \\"safe_value\\"}]'
+        in output
+    )
+    assert b"<__main__.UnserializableObject object at" in output
+    assert b"'my_password': '$$_posthog_redacted_based_on_masking_rules_$$'" in output
+    assert (
+        b"'my_innocent_var': '$$_posthog_redacted_based_on_masking_rules_$$'" in output
+    )
+    assert b"'__should_be_ignored':" not in output
+
+    # Variables from intermediate_function frame
+    assert b"'request_id': 'abc-123'" in output
+    assert b"'user_count': 100" in output
+    assert b"'is_active': 'True'" in output
+
+    # Variables from process_data frame
+    assert b"'batch_size': 50" in output
+    assert b"'retry_count': 3" in output
+
+
+def test_code_variables_context_override(tmpdir):
+    app = tmpdir.join("app.py")
+    app.write(
+        dedent(
+            """
+    import os
+    import posthog
+    from posthog import Posthog
+    
+    posthog_client = Posthog(
+        'phc_x', 
+        host='https://eu.i.posthog.com', 
+        debug=True, 
+        enable_exception_autocapture=True,
+        capture_exception_code_variables=False,
+        project_root=os.path.dirname(os.path.abspath(__file__))
+    )
+    
+    def process_data():
+        bank = "should_be_masked"
+        __dunder_var = "should_be_visible"
+        
+        1/0
+    
+    with posthog.new_context(client=posthog_client):
+        posthog.set_capture_exception_code_variables_context(True)
+        posthog.set_code_variables_mask_patterns_context([r"(?i).*bank.*"])
+        posthog.set_code_variables_ignore_patterns_context([])
+        
+        process_data()
+    """
+        )
+    )
+
+    with pytest.raises(subprocess.CalledProcessError) as excinfo:
+        subprocess.check_output([sys.executable, str(app)], stderr=subprocess.STDOUT)
+
+    output = excinfo.value.output
+
+    assert b"ZeroDivisionError" in output
+    assert b"code_variables" in output
+    assert b"'bank': '$$_posthog_redacted_based_on_masking_rules_$$'" in output
+    assert b"'__dunder_var': 'should_be_visible'" in output
+
+
+def test_code_variables_size_limiter(tmpdir):
+    app = tmpdir.join("app.py")
+    app.write(
+        dedent(
+            """
+    import os
+    from posthog import Posthog
+    
+    posthog = Posthog(
+        'phc_x', 
+        host='https://eu.i.posthog.com', 
+        debug=True, 
+        enable_exception_autocapture=True,
+        capture_exception_code_variables=True,
+        project_root=os.path.dirname(os.path.abspath(__file__))
+    )
+    
+    def trigger_error():
+        var_a = "a" * 2000
+        var_b = "b" * 2000
+        var_c = "c" * 2000
+        var_d = "d" * 2000
+        var_e = "e" * 2000
+        var_f = "f" * 2000
+        var_g = "g" * 2000
+        
+        1/0
+    
+    def intermediate_function():
+        var_h = "h" * 2000
+        var_i = "i" * 2000
+        var_j = "j" * 2000
+        var_k = "k" * 2000
+        var_l = "l" * 2000
+        var_m = "m" * 2000
+        var_n = "n" * 2000
+        
+        trigger_error()
+    
+    def process_data():
+        var_o = "o" * 2000
+        var_p = "p" * 2000
+        var_q = "q" * 2000
+        var_r = "r" * 2000
+        var_s = "s" * 2000
+        var_t = "t" * 2000
+        var_u = "u" * 2000
+        
+        intermediate_function()
+    
+    process_data()
+    """
+        )
+    )
+
+    with pytest.raises(subprocess.CalledProcessError) as excinfo:
+        subprocess.check_output([sys.executable, str(app)], stderr=subprocess.STDOUT)
+
+    output = excinfo.value.output.decode("utf-8")
+
+    assert "ZeroDivisionError" in output
+    assert "code_variables" in output
+
+    captured_vars = []
+    for var_name in [
+        "var_a",
+        "var_b",
+        "var_c",
+        "var_d",
+        "var_e",
+        "var_f",
+        "var_g",
+        "var_h",
+        "var_i",
+        "var_j",
+        "var_k",
+        "var_l",
+        "var_m",
+        "var_n",
+        "var_o",
+        "var_p",
+        "var_q",
+        "var_r",
+        "var_s",
+        "var_t",
+        "var_u",
+    ]:
+        if f"'{var_name}'" in output:
+            captured_vars.append(var_name)
+
+    assert len(captured_vars) > 0
+    assert len(captured_vars) < 21
+
+
+def test_code_variables_disabled_capture(tmpdir):
+    app = tmpdir.join("app.py")
+    app.write(
+        dedent(
+            """
+    import os
+    from posthog import Posthog
+    
+    posthog = Posthog(
+        'phc_x', 
+        host='https://eu.i.posthog.com', 
+        debug=True, 
+        enable_exception_autocapture=True,
+        capture_exception_code_variables=False,
+        project_root=os.path.dirname(os.path.abspath(__file__))
+    )
+    
+    def trigger_error():
+        my_string = "hello world"
+        my_number = 42
+        my_bool = True
+        
+        1/0
+    
+    trigger_error()
+    """
+        )
+    )
+
+    with pytest.raises(subprocess.CalledProcessError) as excinfo:
+        subprocess.check_output([sys.executable, str(app)], stderr=subprocess.STDOUT)
+
+    output = excinfo.value.output.decode("utf-8")
+
+    assert "ZeroDivisionError" in output
+    assert "'code_variables':" not in output
+    assert '"code_variables":' not in output
+    assert "'my_string'" not in output
+    assert "'my_number'" not in output
+
+
+def test_code_variables_enabled_then_disabled_in_context(tmpdir):
+    app = tmpdir.join("app.py")
+    app.write(
+        dedent(
+            """
+    import os
+    import posthog
+    from posthog import Posthog
+    
+    posthog_client = Posthog(
+        'phc_x', 
+        host='https://eu.i.posthog.com', 
+        debug=True, 
+        enable_exception_autocapture=True,
+        capture_exception_code_variables=True,
+        project_root=os.path.dirname(os.path.abspath(__file__))
+    )
+    
+    def process_data():
+        my_var = "should not be captured"
+        important_value = 123
+        
+        1/0
+    
+    with posthog.new_context(client=posthog_client):
+        posthog.set_capture_exception_code_variables_context(False)
+        
+        process_data()
+    """
+        )
+    )
+
+    with pytest.raises(subprocess.CalledProcessError) as excinfo:
+        subprocess.check_output([sys.executable, str(app)], stderr=subprocess.STDOUT)
+
+    output = excinfo.value.output.decode("utf-8")
+
+    assert "ZeroDivisionError" in output
+    assert "'code_variables':" not in output
+    assert '"code_variables":' not in output
+    assert "'my_var'" not in output
+    assert "'important_value'" not in output
+
+
+def test_code_variables_repr_fallback(tmpdir):
+    app = tmpdir.join("app.py")
+    app.write(
+        dedent(
+            """
+    import os
+    import re
+    from datetime import datetime, timedelta
+    from decimal import Decimal
+    from fractions import Fraction
+    from posthog import Posthog
+    
+    class CustomReprClass:
+        def __repr__(self):
+            return '<CustomReprClass: custom representation>'
+    
+    posthog = Posthog(
+        'phc_x', 
+        host='https://eu.i.posthog.com', 
+        debug=True, 
+        enable_exception_autocapture=True,
+        capture_exception_code_variables=True,
+        project_root=os.path.dirname(os.path.abspath(__file__))
+    )
+    
+    def trigger_error():
+        my_regex = re.compile(r'\\d+')
+        my_datetime = datetime(2024, 1, 15, 10, 30, 45)
+        my_timedelta = timedelta(days=5, hours=3)
+        my_decimal = Decimal('123.456')
+        my_fraction = Fraction(3, 4)
+        my_set = {1, 2, 3}
+        my_frozenset = frozenset([4, 5, 6])
+        my_bytes = b'hello bytes'
+        my_bytearray = bytearray(b'mutable bytes')
+        my_memoryview = memoryview(b'memory view')
+        my_complex = complex(3, 4)
+        my_range = range(10)
+        my_custom = CustomReprClass()
+        my_lambda = lambda x: x * 2
+        my_function = trigger_error
+        
+        1/0
+    
+    trigger_error()
+    """
+        )
+    )
+
+    with pytest.raises(subprocess.CalledProcessError) as excinfo:
+        subprocess.check_output([sys.executable, str(app)], stderr=subprocess.STDOUT)
+
+    output = excinfo.value.output.decode("utf-8")
+
+    assert "ZeroDivisionError" in output
+    assert "code_variables" in output
+
+    assert "re.compile(" in output and "\\\\d+" in output
+    assert "datetime.datetime(2024, 1, 15, 10, 30, 45)" in output
+    assert "datetime.timedelta(days=5, seconds=10800)" in output
+    assert "Decimal('123.456')" in output
+    assert "Fraction(3, 4)" in output
+    assert "{1, 2, 3}" in output
+    assert "frozenset({4, 5, 6})" in output
+    assert "b'hello bytes'" in output
+    assert "bytearray(b'mutable bytes')" in output
+    assert "<memory at" in output
+    assert "(3+4j)" in output
+    assert "range(0, 10)" in output
+    assert "<CustomReprClass: custom representation>" in output
+    assert "<lambda>" in output
+    assert "<function trigger_error at" in output
+
+
+def test_code_variables_too_long_string_value_replaced(tmpdir):
+    app = tmpdir.join("app.py")
+    app.write(
+        dedent(
+            """
+    import os
+    from posthog import Posthog
+
+    posthog = Posthog(
+        'phc_x',
+        host='https://eu.i.posthog.com',
+        debug=True,
+        enable_exception_autocapture=True,
+        capture_exception_code_variables=True,
+        project_root=os.path.dirname(os.path.abspath(__file__))
+    )
+
+    def trigger_error():
+        short_value = "I am short"
+        long_value = "x" * 20000
+        long_blob = "password_" + "a" * 20000
+
+        1/0
+
+    trigger_error()
+    """
+        )
+    )
+
+    with pytest.raises(subprocess.CalledProcessError) as excinfo:
+        subprocess.check_output([sys.executable, str(app)], stderr=subprocess.STDOUT)
+
+    output = excinfo.value.output.decode("utf-8")
+
+    assert "ZeroDivisionError" in output
+    assert "code_variables" in output
+
+    assert "'short_value': 'I am short'" in output
+
+    assert "$$_posthog_value_too_long_$$" in output
+
+    assert "'long_blob': '$$_posthog_value_too_long_$$'" in output
+
+
+def test_code_variables_too_long_string_in_nested_dict(tmpdir):
+    app = tmpdir.join("app.py")
+    app.write(
+        dedent(
+            """
+    import os
+    from posthog import Posthog
+
+    posthog = Posthog(
+        'phc_x',
+        host='https://eu.i.posthog.com',
+        debug=True,
+        enable_exception_autocapture=True,
+        capture_exception_code_variables=True,
+        project_root=os.path.dirname(os.path.abspath(__file__))
+    )
+
+    def trigger_error():
+        my_data = {
+            "short_key": "short_val",
+            "long_key": "y" * 20000,
+            "nested": {
+                "deep_long": "z" * 20000,
+                "deep_short": "ok",
+            },
+        }
+
+        1/0
+
+    trigger_error()
+    """
+        )
+    )
+
+    with pytest.raises(subprocess.CalledProcessError) as excinfo:
+        subprocess.check_output([sys.executable, str(app)], stderr=subprocess.STDOUT)
+
+    output = excinfo.value.output.decode("utf-8")
+
+    assert "ZeroDivisionError" in output
+    assert "code_variables" in output
+
+    assert "short_val" in output
+    assert "ok" in output
+
+    assert "$$_posthog_value_too_long_$$" in output
+    assert "y" * 1000 not in output
+    assert "z" * 1000 not in output
+
+
+def test_mask_sensitive_data_too_long_dict_key():
+    from posthog.exception_utils import (
+        CODE_VARIABLES_TOO_LONG_VALUE,
+        _compile_patterns,
+        _mask_sensitive_data,
+    )
+
+    compiled_mask = _compile_patterns([r"(?i)password"])
+
+    result = _mask_sensitive_data(
+        {
+            "short": "visible",
+            "k" * 20000: "hidden_val",
+            "password": "secret",
+        },
+        compiled_mask,
+    )
+
+    assert result["short"] == "visible"
+    # This then gets shortened by the JSON truncation at 1024 chars anyways so no worries
+    assert result["k" * 20000] == CODE_VARIABLES_TOO_LONG_VALUE
+    assert result["password"] == "$$_posthog_redacted_based_on_masking_rules_$$"
+
+
+def test_mask_sensitive_data_circular_ref():
+    from posthog.exception_utils import _compile_patterns, _mask_sensitive_data
+
+    compiled_mask = _compile_patterns([r"(?i)password"])
+
+    # Circular dict
+    circular_dict = {"key": "value"}
+    circular_dict["self"] = circular_dict
+
+    result = _mask_sensitive_data(circular_dict, compiled_mask)
+    assert result["key"] == "value"
+    assert result["self"] == "<circular ref>"
+
+    # Circular list
+    circular_list = ["item"]
+    circular_list.append(circular_list)
+
+    result = _mask_sensitive_data(circular_list, compiled_mask)
+    assert result[0] == "item"
+    assert result[1] == "<circular ref>"
+
+
+def test_compile_patterns_fast_path_and_regex_fallback():
+    from posthog.exception_utils import _compile_patterns, _pattern_matches
+
+    # Simple case-insensitive patterns should become substrings
+    simple_only = _compile_patterns([r"(?i)password", r"(?i)token", r"(?i)jwt"])
+    substrings, regexes = simple_only
+    assert substrings == ["password", "token", "jwt"]
+    assert regexes == []
+
+    assert _pattern_matches("my_password_var", simple_only) is True
+    assert _pattern_matches("MY_TOKEN", simple_only) is True
+    assert _pattern_matches("safe_variable", simple_only) is False
+
+    # Complex regex patterns should stay as compiled regexes
+    complex_only = _compile_patterns([r"^__.*", r"\d{3,}", r"^sk_live_"])
+    substrings, regexes = complex_only
+    assert substrings == []
+    assert len(regexes) == 3
+
+    assert _pattern_matches("__dunder", complex_only) is True
+    assert _pattern_matches("has_999_numbers", complex_only) is True
+    assert _pattern_matches("sk_live_abc123", complex_only) is True
+    assert _pattern_matches("normal_var", complex_only) is False
+
+    # Mixed: simple substrings + complex regexes together
+    mixed = _compile_patterns(
+        [
+            r"(?i)secret",  # simple
+            r"(?i)api_key",  # simple
+            r"^__.*",  # regex
+            r"\btoken_\w+",  # regex
+        ]
+    )
+    substrings, regexes = mixed
+    assert substrings == ["secret", "api_key"]
+    assert len(regexes) == 2
+
+    # Substring matches
+    assert _pattern_matches("my_secret", mixed) is True
+    assert _pattern_matches("API_KEY_VALUE", mixed) is True
+
+    # Regex matches
+    assert _pattern_matches("__private", mixed) is True
+    assert _pattern_matches("token_abc", mixed) is True
+
+    # No match
+    assert _pattern_matches("safe_var", mixed) is False
+
+
+def test_mask_sensitive_data_large_dict_replaced():
+    from posthog.exception_utils import (
+        CODE_VARIABLES_TOO_LONG_VALUE,
+        _compile_patterns,
+        _mask_sensitive_data,
+    )
+
+    compiled_mask = _compile_patterns([r"(?i)password"])
+
+    large_dict = {f"key_{i}": f"value_{i}" for i in range(300)}
+
+    result = _mask_sensitive_data(large_dict, compiled_mask)
+
+    assert result == CODE_VARIABLES_TOO_LONG_VALUE
+
+
+def test_mask_sensitive_data_large_list_replaced():
+    from posthog.exception_utils import (
+        CODE_VARIABLES_TOO_LONG_VALUE,
+        _compile_patterns,
+        _mask_sensitive_data,
+    )
+
+    compiled_mask = _compile_patterns([r"(?i)password"])
+
+    large_list = [f"item_{i}" for i in range(300)]
+
+    result = _mask_sensitive_data(large_list, compiled_mask)
+
+    assert result == CODE_VARIABLES_TOO_LONG_VALUE
+
+
+def test_mask_sensitive_data_large_tuple_replaced():
+    from posthog.exception_utils import (
+        CODE_VARIABLES_TOO_LONG_VALUE,
+        _compile_patterns,
+        _mask_sensitive_data,
+    )
+
+    compiled_mask = _compile_patterns([r"(?i)password"])
+
+    large_tuple = tuple(f"item_{i}" for i in range(300))
+
+    result = _mask_sensitive_data(large_tuple, compiled_mask)
+
+    assert result == CODE_VARIABLES_TOO_LONG_VALUE
diff --git a/posthog/test/test_feature_flag.py b/posthog/test/test_feature_flag.py
new file mode 100644
index 00000000..9faa56f1
--- /dev/null
+++ b/posthog/test/test_feature_flag.py
@@ -0,0 +1,189 @@
+import unittest
+
+from posthog.types import FeatureFlag, FlagMetadata, FlagReason, LegacyFlagMetadata
+
+
+class TestFeatureFlag(unittest.TestCase):
+    def test_feature_flag_from_json(self):
+        # Test with full metadata
+        resp = {
+            "key": "test-flag",
+            "enabled": True,
+            "variant": "test-variant",
+            "reason": {
+                "code": "matched_condition",
+                "condition_index": 0,
+                "description": "Matched condition set 1",
+            },
+            "metadata": {
+                "id": 1,
+                "payload": '{"some": "json"}',
+                "version": 2,
+                "description": "test-description",
+            },
+        }
+
+        flag = FeatureFlag.from_json(resp)
+        self.assertEqual(flag.key, "test-flag")
+        self.assertTrue(flag.enabled)
+        self.assertEqual(flag.variant, "test-variant")
+        self.assertEqual(flag.get_value(), "test-variant")
+        self.assertEqual(
+            flag.reason,
+            FlagReason(
+                code="matched_condition",
+                condition_index=0,
+                description="Matched condition set 1",
+            ),
+        )
+        self.assertEqual(
+            flag.metadata,
+            FlagMetadata(
+                id=1,
+                payload='{"some": "json"}',
+                version=2,
+                description="test-description",
+            ),
+        )
+
+    def test_feature_flag_from_json_minimal(self):
+        # Test with minimal required fields
+        resp = {"key": "test-flag", "enabled": True}
+
+        flag = FeatureFlag.from_json(resp)
+        self.assertEqual(flag.key, "test-flag")
+        self.assertTrue(flag.enabled)
+        self.assertIsNone(flag.variant)
+        self.assertEqual(flag.get_value(), True)
+        self.assertIsNone(flag.reason)
+        self.assertEqual(flag.metadata, LegacyFlagMetadata(payload=None))
+
+    def test_feature_flag_from_json_without_metadata(self):
+        # Test with reason but no metadata
+        resp = {
+            "key": "test-flag",
+            "enabled": True,
+            "variant": "test-variant",
+            "reason": {
+                "code": "matched_condition",
+                "condition_index": 0,
+                "description": "Matched condition set 1",
+            },
+        }
+
+        flag = FeatureFlag.from_json(resp)
+        self.assertEqual(flag.key, "test-flag")
+        self.assertTrue(flag.enabled)
+        self.assertEqual(flag.variant, "test-variant")
+        self.assertEqual(flag.get_value(), "test-variant")
+        self.assertEqual(
+            flag.reason,
+            FlagReason(
+                code="matched_condition",
+                condition_index=0,
+                description="Matched condition set 1",
+            ),
+        )
+        self.assertEqual(flag.metadata, LegacyFlagMetadata(payload=None))
+
+    def test_flag_reason_from_json(self):
+        # Test with complete data
+        resp = {
+            "code": "user_in_segment",
+            "condition_index": 1,
+            "description": "User is in segment 'beta_users'",
+        }
+        reason = FlagReason.from_json(resp)
+        self.assertEqual(reason.code, "user_in_segment")
+        self.assertEqual(reason.condition_index, 1)
+        self.assertEqual(reason.description, "User is in segment 'beta_users'")
+
+        # Test with partial data
+        resp = {"code": "user_in_segment"}
+        reason = FlagReason.from_json(resp)
+        self.assertEqual(reason.code, "user_in_segment")
+        self.assertIsNone(reason.condition_index)  # default value
+        self.assertEqual(reason.description, "")
+
+        # Test with None
+        self.assertIsNone(FlagReason.from_json(None))
+
+    def test_flag_metadata_from_json(self):
+        # Test with complete data
+        resp = {
+            "id": 123,
+            "payload": {"key": "value"},
+            "version": 1,
+            "description": "Test flag",
+        }
+        metadata = FlagMetadata.from_json(resp)
+        self.assertEqual(metadata.id, 123)
+        self.assertEqual(metadata.payload, {"key": "value"})
+        self.assertEqual(metadata.version, 1)
+        self.assertEqual(metadata.description, "Test flag")
+
+        # Test with partial data
+        resp = {"id": 123}
+        metadata = FlagMetadata.from_json(resp)
+        self.assertEqual(metadata.id, 123)
+        self.assertIsNone(metadata.payload)
+        self.assertEqual(metadata.version, 0)  # default value
+        self.assertEqual(metadata.description, "")  # default value
+
+        # Test with None
+        self.assertIsInstance(FlagMetadata.from_json(None), LegacyFlagMetadata)
+
+    def test_feature_flag_from_json_complete(self):
+        # Test with complete data
+        resp = {
+            "key": "test-flag",
+            "enabled": True,
+            "variant": "control",
+            "reason": {
+                "code": "user_in_segment",
+                "condition_index": 1,
+                "description": "User is in segment 'beta_users'",
+            },
+            "metadata": {
+                "id": 123,
+                "payload": {"key": "value"},
+                "version": 1,
+                "description": "Test flag",
+            },
+        }
+        flag = FeatureFlag.from_json(resp)
+        self.assertEqual(flag.key, "test-flag")
+        self.assertTrue(flag.enabled)
+        self.assertEqual(flag.variant, "control")
+        self.assertIsInstance(flag.reason, FlagReason)
+        self.assertEqual(flag.reason.code, "user_in_segment")
+        self.assertIsInstance(flag.metadata, FlagMetadata)
+        self.assertEqual(flag.metadata.id, 123)
+        self.assertEqual(flag.metadata.payload, {"key": "value"})
+
+    def test_feature_flag_from_json_minimal_data(self):
+        # Test with minimal data
+        resp = {"key": "test-flag", "enabled": False}
+        flag = FeatureFlag.from_json(resp)
+        self.assertEqual(flag.key, "test-flag")
+        self.assertFalse(flag.enabled)
+        self.assertIsNone(flag.variant)
+        self.assertIsNone(flag.reason)
+        self.assertIsInstance(flag.metadata, LegacyFlagMetadata)
+        self.assertIsNone(flag.metadata.payload)
+
+    def test_feature_flag_from_json_with_reason(self):
+        # Test with reason but no metadata
+        resp = {
+            "key": "test-flag",
+            "enabled": True,
+            "reason": {"code": "user_in_segment"},
+        }
+        flag = FeatureFlag.from_json(resp)
+        self.assertEqual(flag.key, "test-flag")
+        self.assertTrue(flag.enabled)
+        self.assertIsNone(flag.variant)
+        self.assertIsInstance(flag.reason, FlagReason)
+        self.assertEqual(flag.reason.code, "user_in_segment")
+        self.assertIsInstance(flag.metadata, LegacyFlagMetadata)
+        self.assertIsNone(flag.metadata.payload)
diff --git a/posthog/test/test_feature_flag_result.py b/posthog/test/test_feature_flag_result.py
new file mode 100644
index 00000000..5eebc4f6
--- /dev/null
+++ b/posthog/test/test_feature_flag_result.py
@@ -0,0 +1,882 @@
+import unittest
+from unittest import mock
+
+from posthog.client import Client
+from posthog.test.test_utils import FAKE_TEST_API_KEY
+from posthog.types import (
+    FeatureFlag,
+    FeatureFlagError,
+    FeatureFlagResult,
+    FlagMetadata,
+    FlagReason,
+)
+
+
+class TestFeatureFlagResult(unittest.TestCase):
+    def test_from_bool_value_and_payload(self):
+        result = FeatureFlagResult.from_value_and_payload(
+            "test-flag", True, "[1, 2, 3]"
+        )
+
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.enabled, True)
+        self.assertEqual(result.variant, None)
+        self.assertEqual(result.payload, [1, 2, 3])
+
+    def test_from_false_value_and_payload(self):
+        result = FeatureFlagResult.from_value_and_payload(
+            "test-flag", False, '{"some": "value"}'
+        )
+
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.enabled, False)
+        self.assertEqual(result.variant, None)
+        self.assertEqual(result.payload, {"some": "value"})
+
+    def test_from_variant_value_and_payload(self):
+        result = FeatureFlagResult.from_value_and_payload(
+            "test-flag", "control", "true"
+        )
+
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.enabled, True)
+        self.assertEqual(result.variant, "control")
+        self.assertEqual(result.payload, True)
+
+    def test_from_none_value_and_payload(self):
+        result = FeatureFlagResult.from_value_and_payload(
+            "test-flag", None, '{"some": "value"}'
+        )
+        self.assertIsNone(result)
+
+    def test_from_boolean_flag_details(self):
+        flag_details = FeatureFlag(
+            key="test-flag",
+            enabled=True,
+            variant=None,
+            metadata=FlagMetadata(
+                id=1, version=1, description="test-flag", payload='"Some string"'
+            ),
+            reason=FlagReason(
+                code="test-reason", description="test-reason", condition_index=0
+            ),
+        )
+
+        result = FeatureFlagResult.from_flag_details(flag_details)
+
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.enabled, True)
+        self.assertEqual(result.variant, None)
+        self.assertEqual(result.payload, "Some string")
+
+    def test_from_boolean_flag_details_with_override_variant_match_value(self):
+        flag_details = FeatureFlag(
+            key="test-flag",
+            enabled=True,
+            variant=None,
+            metadata=FlagMetadata(
+                id=1, version=1, description="test-flag", payload='"Some string"'
+            ),
+            reason=FlagReason(
+                code="test-reason", description="test-reason", condition_index=0
+            ),
+        )
+
+        result = FeatureFlagResult.from_flag_details(
+            flag_details, override_match_value="control"
+        )
+
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.enabled, True)
+        self.assertEqual(result.variant, "control")
+        self.assertEqual(result.payload, "Some string")
+
+    def test_from_boolean_flag_details_with_override_boolean_match_value(self):
+        flag_details = FeatureFlag(
+            key="test-flag",
+            enabled=True,
+            variant="control",
+            metadata=FlagMetadata(
+                id=1, version=1, description="test-flag", payload='{"some": "value"}'
+            ),
+            reason=FlagReason(
+                code="test-reason", description="test-reason", condition_index=0
+            ),
+        )
+
+        result = FeatureFlagResult.from_flag_details(
+            flag_details, override_match_value=True
+        )
+
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.enabled, True)
+        self.assertEqual(result.variant, None)
+        self.assertEqual(result.payload, {"some": "value"})
+
+    def test_from_boolean_flag_details_with_override_false_match_value(self):
+        flag_details = FeatureFlag(
+            key="test-flag",
+            enabled=True,
+            variant="control",
+            metadata=FlagMetadata(
+                id=1, version=1, description="test-flag", payload='{"some": "value"}'
+            ),
+            reason=FlagReason(
+                code="test-reason", description="test-reason", condition_index=0
+            ),
+        )
+
+        result = FeatureFlagResult.from_flag_details(
+            flag_details, override_match_value=False
+        )
+
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.enabled, False)
+        self.assertEqual(result.variant, None)
+        self.assertEqual(result.payload, {"some": "value"})
+
+    def test_from_variant_flag_details(self):
+        flag_details = FeatureFlag(
+            key="test-flag",
+            enabled=True,
+            variant="control",
+            metadata=FlagMetadata(
+                id=1, version=1, description="test-flag", payload='{"some": "value"}'
+            ),
+            reason=FlagReason(
+                code="test-reason", description="test-reason", condition_index=0
+            ),
+        )
+
+        result = FeatureFlagResult.from_flag_details(flag_details)
+
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.enabled, True)
+        self.assertEqual(result.variant, "control")
+        self.assertEqual(result.payload, {"some": "value"})
+
+    def test_from_none_flag_details(self):
+        result = FeatureFlagResult.from_flag_details(None)
+
+        self.assertIsNone(result)
+
+    def test_from_flag_details_with_none_payload(self):
+        flag_details = FeatureFlag(
+            key="test-flag",
+            enabled=True,
+            variant=None,
+            metadata=FlagMetadata(
+                id=1, version=1, description="test-flag", payload=None
+            ),
+            reason=FlagReason(
+                code="test-reason", description="test-reason", condition_index=0
+            ),
+        )
+
+        result = FeatureFlagResult.from_flag_details(flag_details)
+
+        self.assertEqual(result.key, "test-flag")
+        self.assertEqual(result.enabled, True)
+        self.assertEqual(result.variant, None)
+        self.assertIsNone(result.payload)
+
+
+class TestGetFeatureFlagResult(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # This ensures no real HTTP POST requests are made
+        cls.capture_patch = mock.patch.object(Client, "capture")
+        cls.capture_patch.start()
+
+    @classmethod
+    def tearDownClass(cls):
+        cls.capture_patch.stop()
+
+    def set_fail(self, e, batch):
+        """Mark the failure handler"""
+        self.failed = True
+
+    def setUp(self):
+        self.failed = False
+        self.client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail)
+
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_boolean_local_evaluation(self, patch_capture):
+        basic_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "person-flag",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "key": "region",
+                                "operator": "exact",
+                                "value": ["USA"],
+                                "type": "person",
+                            }
+                        ],
+                        "rollout_percentage": 100,
+                    }
+                ],
+                "payloads": {"true": "300"},
+            },
+        }
+        self.client.feature_flags = [basic_flag]
+
+        flag_result = self.client.get_feature_flag_result(
+            "person-flag", "some-distinct-id", person_properties={"region": "USA"}
+        )
+        self.assertEqual(flag_result.enabled, True)
+        self.assertEqual(flag_result.variant, None)
+        self.assertEqual(flag_result.payload, 300)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "person-flag",
+                "$feature_flag_response": True,
+                "locally_evaluated": True,
+                "$feature/person-flag": True,
+                "$feature_flag_payload": 300,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+        # Verify error property is NOT present on successful evaluation
+        captured_properties = patch_capture.call_args[1]["properties"]
+        self.assertNotIn("$feature_flag_error", captured_properties)
+
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_variant_local_evaluation(self, patch_capture):
+        basic_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "person-flag",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "key": "region",
+                                "operator": "exact",
+                                "value": ["USA"],
+                                "type": "person",
+                            }
+                        ],
+                        "rollout_percentage": 100,
+                    }
+                ],
+                "multivariate": {
+                    "variants": [
+                        {"key": "variant-1", "rollout_percentage": 50},
+                        {"key": "variant-2", "rollout_percentage": 50},
+                    ]
+                },
+                "payloads": {"variant-1": '{"some": "value"}'},
+            },
+        }
+        self.client.feature_flags = [basic_flag]
+
+        flag_result = self.client.get_feature_flag_result(
+            "person-flag", "distinct_id", person_properties={"region": "USA"}
+        )
+        self.assertEqual(flag_result.enabled, True)
+        self.assertEqual(flag_result.variant, "variant-1")
+        self.assertEqual(flag_result.get_value(), "variant-1")
+        self.assertEqual(flag_result.payload, {"some": "value"})
+
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="distinct_id",
+            properties={
+                "$feature_flag": "person-flag",
+                "$feature_flag_response": "variant-1",
+                "locally_evaluated": True,
+                "$feature/person-flag": "variant-1",
+                "$feature_flag_payload": {"some": "value"},
+            },
+            groups={},
+            disable_geoip=None,
+        )
+        # Verify error property is NOT present on successful evaluation
+        captured_properties = patch_capture.call_args[1]["properties"]
+        self.assertNotIn("$feature_flag_error", captured_properties)
+
+        another_flag_result = self.client.get_feature_flag_result(
+            "person-flag", "another-distinct-id", person_properties={"region": "USA"}
+        )
+        self.assertEqual(another_flag_result.enabled, True)
+        self.assertEqual(another_flag_result.variant, "variant-2")
+        self.assertEqual(another_flag_result.get_value(), "variant-2")
+        self.assertIsNone(another_flag_result.payload)
+
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="another-distinct-id",
+            properties={
+                "$feature_flag": "person-flag",
+                "$feature_flag_response": "variant-2",
+                "locally_evaluated": True,
+                "$feature/person-flag": "variant-2",
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_boolean_decide(self, patch_capture, patch_flags):
+        patch_flags.return_value = {
+            "flags": {
+                "person-flag": {
+                    "key": "person-flag",
+                    "enabled": True,
+                    "variant": None,
+                    "reason": {
+                        "description": "Matched condition set 1",
+                    },
+                    "metadata": {
+                        "id": 23,
+                        "version": 42,
+                        "payload": "300",
+                    },
+                },
+            },
+        }
+
+        flag_result = self.client.get_feature_flag_result(
+            "person-flag", "some-distinct-id"
+        )
+        self.assertEqual(flag_result.enabled, True)
+        self.assertEqual(flag_result.variant, None)
+        self.assertEqual(flag_result.payload, 300)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "person-flag",
+                "$feature_flag_response": True,
+                "locally_evaluated": False,
+                "$feature/person-flag": True,
+                "$feature_flag_reason": "Matched condition set 1",
+                "$feature_flag_id": 23,
+                "$feature_flag_version": 42,
+                "$feature_flag_payload": 300,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+        # Verify error property is NOT present on successful evaluation
+        captured_properties = patch_capture.call_args[1]["properties"]
+        self.assertNotIn("$feature_flag_error", captured_properties)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_variant_decide(self, patch_capture, patch_flags):
+        patch_flags.return_value = {
+            "flags": {
+                "person-flag": {
+                    "key": "person-flag",
+                    "enabled": True,
+                    "variant": "variant-1",
+                    "reason": {
+                        "description": "Matched condition set 1",
+                    },
+                    "metadata": {
+                        "id": 1,
+                        "version": 2,
+                        "payload": "[1, 2, 3]",
+                    },
+                },
+            },
+        }
+
+        flag_result = self.client.get_feature_flag_result("person-flag", "distinct_id")
+        self.assertEqual(flag_result.enabled, True)
+        self.assertEqual(flag_result.variant, "variant-1")
+        self.assertEqual(flag_result.get_value(), "variant-1")
+        self.assertEqual(flag_result.payload, [1, 2, 3])
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="distinct_id",
+            properties={
+                "$feature_flag": "person-flag",
+                "$feature_flag_response": "variant-1",
+                "locally_evaluated": False,
+                "$feature/person-flag": "variant-1",
+                "$feature_flag_reason": "Matched condition set 1",
+                "$feature_flag_id": 1,
+                "$feature_flag_version": 2,
+                "$feature_flag_payload": [1, 2, 3],
+            },
+            groups={},
+            disable_geoip=None,
+        )
+        # Verify error property is NOT present on successful evaluation
+        captured_properties = patch_capture.call_args[1]["properties"]
+        self.assertNotIn("$feature_flag_error", captured_properties)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_unknown_flag(self, patch_capture, patch_flags):
+        patch_flags.return_value = {
+            "flags": {
+                "person-flag": {
+                    "key": "person-flag",
+                    "enabled": True,
+                    "variant": None,
+                    "reason": {
+                        "description": "Matched condition set 1",
+                    },
+                    "metadata": {
+                        "id": 23,
+                        "version": 42,
+                        "payload": "300",
+                    },
+                },
+            },
+        }
+
+        flag_result = self.client.get_feature_flag_result(
+            "no-person-flag", "some-distinct-id"
+        )
+
+        self.assertIsNone(flag_result)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "no-person-flag",
+                "$feature_flag_response": None,
+                "locally_evaluated": False,
+                "$feature/no-person-flag": None,
+                "$feature_flag_error": FeatureFlagError.FLAG_MISSING,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_with_errors_while_computing_flags(
+        self, patch_capture, patch_flags
+    ):
+        """Test that errors_while_computing_flags is included in the $feature_flag_called event.
+
+        When the server returns errorsWhileComputingFlags=true, it indicates that there
+        was an error computing one or more flags. We include this in the event so users
+        can identify and debug flag evaluation issues.
+        """
+        patch_flags.return_value = {
+            "flags": {
+                "my-flag": {
+                    "key": "my-flag",
+                    "enabled": True,
+                    "variant": None,
+                    "reason": {"description": "Matched condition set 1"},
+                    "metadata": {"id": 1, "version": 1, "payload": None},
+                },
+            },
+            "requestId": "test-request-id-789",
+            "errorsWhileComputingFlags": True,
+        }
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        self.assertEqual(flag_result.enabled, True)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": True,
+                "locally_evaluated": False,
+                "$feature/my-flag": True,
+                "$feature_flag_request_id": "test-request-id-789",
+                "$feature_flag_reason": "Matched condition set 1",
+                "$feature_flag_id": 1,
+                "$feature_flag_version": 1,
+                "$feature_flag_error": FeatureFlagError.ERRORS_WHILE_COMPUTING,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_flag_not_in_response(
+        self, patch_capture, patch_flags
+    ):
+        """Test that when a flag is not in the API response, we capture flag_missing error.
+
+        This happens when a flag doesn't exist or the user doesn't match any conditions.
+        """
+        patch_flags.return_value = {
+            "flags": {
+                "other-flag": {
+                    "key": "other-flag",
+                    "enabled": True,
+                    "variant": None,
+                    "reason": {"description": "Matched condition set 1"},
+                    "metadata": {"id": 1, "version": 1, "payload": None},
+                },
+            },
+            "requestId": "test-request-id-456",
+        }
+
+        flag_result = self.client.get_feature_flag_result(
+            "missing-flag", "some-distinct-id"
+        )
+
+        self.assertIsNone(flag_result)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "missing-flag",
+                "$feature_flag_response": None,
+                "locally_evaluated": False,
+                "$feature/missing-flag": None,
+                "$feature_flag_request_id": "test-request-id-456",
+                "$feature_flag_error": FeatureFlagError.FLAG_MISSING,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_errors_computing_and_flag_missing(
+        self, patch_capture, patch_flags
+    ):
+        """Test that both errors are reported when errorsWhileComputingFlags=true AND flag is missing.
+
+        This can happen when the server encounters errors computing flags AND the requested
+        flag is not in the response. Both conditions should be reported for debugging.
+        """
+        patch_flags.return_value = {
+            "flags": {},  # Flag is missing
+            "requestId": "test-request-id-999",
+            "errorsWhileComputingFlags": True,  # But errors also occurred
+        }
+
+        flag_result = self.client.get_feature_flag_result(
+            "missing-flag", "some-distinct-id"
+        )
+
+        self.assertIsNone(flag_result)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "missing-flag",
+                "$feature_flag_response": None,
+                "locally_evaluated": False,
+                "$feature/missing-flag": None,
+                "$feature_flag_request_id": "test-request-id-999",
+                "$feature_flag_error": f"{FeatureFlagError.ERRORS_WHILE_COMPUTING},{FeatureFlagError.FLAG_MISSING}",
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_unknown_error(self, patch_capture, patch_flags):
+        """Test that unexpected exceptions are captured as unknown_error."""
+        patch_flags.side_effect = Exception("Unexpected error")
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        self.assertIsNone(flag_result)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": None,
+                "locally_evaluated": False,
+                "$feature/my-flag": None,
+                "$feature_flag_error": FeatureFlagError.UNKNOWN_ERROR,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_timeout_error(self, patch_capture, patch_flags):
+        """Test that timeout errors are captured specifically."""
+        from posthog.request import RequestsTimeout
+
+        patch_flags.side_effect = RequestsTimeout("Request timed out")
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        self.assertIsNone(flag_result)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": None,
+                "locally_evaluated": False,
+                "$feature/my-flag": None,
+                "$feature_flag_error": FeatureFlagError.TIMEOUT,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_connection_error(self, patch_capture, patch_flags):
+        """Test that connection errors are captured specifically."""
+        from posthog.request import RequestsConnectionError
+
+        patch_flags.side_effect = RequestsConnectionError("Connection refused")
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        self.assertIsNone(flag_result)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": None,
+                "locally_evaluated": False,
+                "$feature/my-flag": None,
+                "$feature_flag_error": FeatureFlagError.CONNECTION_ERROR,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_api_error(self, patch_capture, patch_flags):
+        """Test that API errors include the status code."""
+        from posthog.request import APIError
+
+        patch_flags.side_effect = APIError(500, "Internal server error")
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        self.assertIsNone(flag_result)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": None,
+                "locally_evaluated": False,
+                "$feature/my-flag": None,
+                "$feature_flag_error": FeatureFlagError.api_error(500),
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_get_feature_flag_result_quota_limited(self, patch_capture, patch_flags):
+        """Test that quota limit errors are captured specifically."""
+        from posthog.request import QuotaLimitError
+
+        patch_flags.side_effect = QuotaLimitError(429, "Rate limit exceeded")
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        self.assertIsNone(flag_result)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": None,
+                "locally_evaluated": False,
+                "$feature/my-flag": None,
+                "$feature_flag_error": FeatureFlagError.QUOTA_LIMITED,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+
+class TestFeatureFlagErrorWithStaleCacheFallback(unittest.TestCase):
+    """Tests for stale cache fallback behavior when flag evaluation fails.
+
+    When the PostHog API is unavailable (timeout, connection error, etc.), the SDK
+    falls back to stale cached flag values if available. These tests verify that:
+    1. The stale cached value is returned when an error occurs
+    2. The $feature_flag_error property is still set (for debugging)
+    3. The response reflects the cached value, not None
+    """
+
+    def set_fail(self, e, batch):
+        """Mark the failure handler"""
+        self.failed = True
+
+    def setUp(self):
+        self.failed = False
+        # Create client with memory-based flag cache enabled
+        self.client = Client(
+            FAKE_TEST_API_KEY,
+            on_error=self.set_fail,
+            flag_fallback_cache_url="memory://local/?ttl=300&size=10000",
+        )
+
+    def _populate_stale_cache(self, distinct_id, flag_key, flag_result):
+        """Pre-populate the flag cache with a value that will be used for stale fallback."""
+        self.client.flag_cache.set_cached_flag(
+            distinct_id,
+            flag_key,
+            flag_result,
+            flag_definition_version=self.client.flag_definition_version,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_timeout_error_returns_stale_cached_value(self, patch_capture, patch_flags):
+        """Test that timeout errors return stale cached value when available."""
+        from posthog.request import RequestsTimeout
+
+        # Pre-populate cache with a flag result
+        cached_result = FeatureFlagResult.from_value_and_payload(
+            "my-flag", "cached-variant", '{"from": "cache"}'
+        )
+        self._populate_stale_cache("some-distinct-id", "my-flag", cached_result)
+
+        # Simulate timeout error
+        patch_flags.side_effect = RequestsTimeout("Request timed out")
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        # Should return the stale cached value
+        self.assertIsNotNone(flag_result)
+        self.assertEqual(flag_result.variant, "cached-variant")
+        self.assertEqual(flag_result.payload, {"from": "cache"})
+
+        # Error should still be tracked for debugging
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": "cached-variant",
+                "locally_evaluated": False,
+                "$feature/my-flag": "cached-variant",
+                "$feature_flag_payload": {"from": "cache"},
+                "$feature_flag_error": FeatureFlagError.TIMEOUT,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_connection_error_returns_stale_cached_value(
+        self, patch_capture, patch_flags
+    ):
+        """Test that connection errors return stale cached value when available."""
+        from posthog.request import RequestsConnectionError
+
+        # Pre-populate cache with a boolean flag result
+        cached_result = FeatureFlagResult.from_value_and_payload("my-flag", True, None)
+        self._populate_stale_cache("some-distinct-id", "my-flag", cached_result)
+
+        # Simulate connection error
+        patch_flags.side_effect = RequestsConnectionError("Connection refused")
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        # Should return the stale cached value
+        self.assertIsNotNone(flag_result)
+        self.assertEqual(flag_result.enabled, True)
+        self.assertIsNone(flag_result.variant)
+
+        # Error should still be tracked
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": True,
+                "locally_evaluated": False,
+                "$feature/my-flag": True,
+                "$feature_flag_error": FeatureFlagError.CONNECTION_ERROR,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_api_error_returns_stale_cached_value(self, patch_capture, patch_flags):
+        """Test that API errors return stale cached value when available."""
+        from posthog.request import APIError
+
+        # Pre-populate cache
+        cached_result = FeatureFlagResult.from_value_and_payload(
+            "my-flag", "control", None
+        )
+        self._populate_stale_cache("some-distinct-id", "my-flag", cached_result)
+
+        # Simulate API error
+        patch_flags.side_effect = APIError(503, "Service unavailable")
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        # Should return the stale cached value
+        self.assertIsNotNone(flag_result)
+        self.assertEqual(flag_result.variant, "control")
+
+        # Error should still be tracked with status code
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": "control",
+                "locally_evaluated": False,
+                "$feature/my-flag": "control",
+                "$feature_flag_error": FeatureFlagError.api_error(503),
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch.object(Client, "capture")
+    def test_error_without_cache_returns_none(self, patch_capture, patch_flags):
+        """Test that errors return None when no stale cache is available."""
+        from posthog.request import RequestsTimeout
+
+        # Do NOT populate cache - no fallback available
+
+        patch_flags.side_effect = RequestsTimeout("Request timed out")
+
+        flag_result = self.client.get_feature_flag_result("my-flag", "some-distinct-id")
+
+        # Should return None since no cache available
+        self.assertIsNone(flag_result)
+
+        # Error should still be tracked
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "my-flag",
+                "$feature_flag_response": None,
+                "locally_evaluated": False,
+                "$feature/my-flag": None,
+                "$feature_flag_error": FeatureFlagError.TIMEOUT,
+            },
+            groups={},
+            disable_geoip=None,
+        )
diff --git a/posthog/test/test_feature_flags.py b/posthog/test/test_feature_flags.py
new file mode 100644
index 00000000..09506838
--- /dev/null
+++ b/posthog/test/test_feature_flags.py
@@ -0,0 +1,7884 @@
+import datetime
+import unittest
+
+from unittest import mock
+from zoneinfo import ZoneInfo
+from dateutil import parser
+from dateutil.relativedelta import relativedelta
+from freezegun import freeze_time
+from parameterized import parameterized
+
+from posthog.client import Client
+from posthog.feature_flags import (
+    InconclusiveMatchError,
+    match_property,
+    parse_datetime,
+    relative_date_parse_for_feature_flag_matching,
+)
+from posthog.request import APIError, GetResponse
+from posthog.test.test_utils import FAKE_TEST_API_KEY
+
+
+class TestLocalEvaluation(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # This ensures no real HTTP POST requests are made
+        cls.capture_patch = mock.patch.object(Client, "capture")
+        cls.capture_patch.start()
+
+    @classmethod
+    def tearDownClass(cls):
+        cls.capture_patch.stop()
+
+    def set_fail(self, e, batch):
+        """Mark the failure handler"""
+        print("FAIL", e, batch)  # noqa: T201
+        self.failed = True
+
+    def setUp(self):
+        self.failed = False
+        self.client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail)
+
+    @mock.patch("posthog.client.get")
+    def test_flag_person_properties(self, patch_get):
+        self.client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "person-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["USA"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        feature_flag_match = self.client.get_feature_flag(
+            "person-flag", "some-distinct-id", person_properties={"region": "USA"}
+        )
+
+        not_feature_flag_match = self.client.get_feature_flag(
+            "person-flag", "some-distinct-2", person_properties={"region": "Canada"}
+        )
+
+        self.assertTrue(feature_flag_match)
+        self.assertFalse(not_feature_flag_match)
+
+    def test_case_insensitive_matching(self):
+        self.client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "person-flag",
+                "is_simple_flag": True,
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "location",
+                                    "operator": "exact",
+                                    "value": ["Straße"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "star",
+                                    "operator": "exact",
+                                    "value": ["ſun"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        },
+                    ],
+                },
+            }
+        ]
+
+        self.assertTrue(
+            self.client.get_feature_flag(
+                "person-flag",
+                "some-distinct-id",
+                person_properties={"location": "straße"},
+            )
+        )
+
+        self.assertTrue(
+            self.client.get_feature_flag(
+                "person-flag",
+                "some-distinct-id",
+                person_properties={"location": "strasse"},
+            )
+        )
+
+        self.assertTrue(
+            self.client.get_feature_flag(
+                "person-flag", "some-distinct-id", person_properties={"star": "ſun"}
+            )
+        )
+
+        self.assertTrue(
+            self.client.get_feature_flag(
+                "person-flag", "some-distinct-id", person_properties={"star": "sun"}
+            )
+        )
+
+    @parameterized.expand(
+        [
+            # (description, early_exit value, expected result)
+            ("enabled", True, False),
+            ("not set", None, True),
+            ("explicitly disabled", False, True),
+        ]
+    )
+    def test_early_exit(self, _name, early_exit, expected):
+        # First group's properties match but its rollout (0%) excludes everyone; the second
+        # group would otherwise match. Mirrors the server-side OutOfRolloutBound short-circuit.
+        filters = {
+            "groups": [
+                {
+                    "properties": [
+                        {
+                            "key": "region",
+                            "operator": "exact",
+                            "value": ["USA"],
+                            "type": "person",
+                        }
+                    ],
+                    "rollout_percentage": 0,
+                },
+                {
+                    "properties": [
+                        {
+                            "key": "region",
+                            "operator": "exact",
+                            "value": ["USA"],
+                            "type": "person",
+                        }
+                    ],
+                    "rollout_percentage": 100,
+                },
+            ],
+        }
+        if early_exit is not None:
+            filters["early_exit"] = early_exit
+
+        self.client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Early Exit Feature",
+                "key": "early-exit-flag",
+                "active": True,
+                "filters": filters,
+            }
+        ]
+
+        self.assertEqual(
+            self.client.get_feature_flag(
+                "early-exit-flag",
+                "some-distinct-id",
+                person_properties={"region": "USA"},
+            ),
+            expected,
+        )
+
+    def test_early_exit_on_rollout_only_group_with_no_property_filters(self):
+        self.client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Early Exit Feature",
+                "key": "early-exit-flag",
+                "active": True,
+                "filters": {
+                    "early_exit": True,
+                    "groups": [
+                        {"rollout_percentage": 0},
+                        {"rollout_percentage": 100},
+                    ],
+                },
+            }
+        ]
+
+        self.assertFalse(
+            self.client.get_feature_flag("early-exit-flag", "some-distinct-id")
+        )
+
+    def test_early_exit_does_not_trigger_on_property_mismatch(self):
+        # First group fails on its property (region mismatch), not rollout — so even with
+        # early_exit enabled, evaluation must continue to the second group, which matches.
+        self.client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Early Exit Feature",
+                "key": "early-exit-flag",
+                "active": True,
+                "filters": {
+                    "early_exit": True,
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["Canada"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 0,
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["USA"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        },
+                    ],
+                },
+            }
+        ]
+
+        self.assertTrue(
+            self.client.get_feature_flag(
+                "early-exit-flag",
+                "some-distinct-id",
+                person_properties={"region": "USA"},
+            )
+        )
+
+    def test_early_exit_on_multivariate_flag(self):
+        self.client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Early Exit Multivariate",
+                "key": "early-exit-multivariate",
+                "active": True,
+                "filters": {
+                    "early_exit": True,
+                    "multivariate": {
+                        "variants": [
+                            {"key": "control", "rollout_percentage": 50},
+                            {"key": "test", "rollout_percentage": 50},
+                        ]
+                    },
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["USA"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 0,
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["USA"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        },
+                    ],
+                },
+            }
+        ]
+
+        self.assertFalse(
+            self.client.get_feature_flag(
+                "early-exit-multivariate",
+                "some-distinct-id",
+                person_properties={"region": "USA"},
+            )
+        )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_flag_group_properties(self, patch_get, patch_flags):
+        self.client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "group-flag",
+                "active": True,
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "group_type_index": 0,
+                                    "key": "name",
+                                    "operator": "exact",
+                                    "value": ["Project Name 1"],
+                                    "type": "group",
+                                }
+                            ],
+                            "rollout_percentage": 35,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        self.client.group_type_mapping = {"0": "company", "1": "project"}
+
+        # Group names not passed in
+        self.assertFalse(
+            self.client.get_feature_flag(
+                "group-flag",
+                "some-distinct-id",
+                group_properties={"company": {"name": "Project Name 1"}},
+            )
+        )
+
+        self.assertFalse(
+            self.client.get_feature_flag(
+                "group-flag",
+                "some-distinct-2",
+                group_properties={"company": {"name": "Project Name 2"}},
+            )
+        )
+
+        # this is good
+        self.assertTrue(
+            self.client.get_feature_flag(
+                "group-flag",
+                "some-distinct-id",
+                groups={"company": "amazon_without_rollout"},
+                group_properties={"company": {"name": "Project Name 1"}},
+            )
+        )
+        # rollout %
+        self.assertFalse(
+            self.client.get_feature_flag(
+                "group-flag",
+                "some-distinct-id",
+                groups={"company": "amazon"},
+                group_properties={"company": {"name": "Project Name 1"}},
+            )
+        )
+
+        # property mismatch
+        self.assertFalse(
+            self.client.get_feature_flag(
+                "group-flag",
+                "some-distinct-2",
+                groups={"company": "amazon_without_rollout"},
+                group_properties={"company": {"name": "Project Name 2"}},
+            )
+        )
+        self.assertEqual(patch_flags.call_count, 0)
+
+        # Now group type mappings are gone, so fall back to /flags/
+        patch_flags.return_value = {
+            "featureFlags": {"group-flag": "flags-fallback-value"}
+        }
+
+        self.client.group_type_mapping = {}
+        self.assertEqual(
+            self.client.get_feature_flag(
+                "group-flag",
+                "some-distinct-id",
+                groups={"company": "amazon"},
+                group_properties={"company": {"name": "Project Name 1"}},
+            ),
+            "flags-fallback-value",
+        )
+
+        self.assertEqual(patch_flags.call_count, 1)
+
+    def test_group_flag_is_inconclusive_when_group_properties_missing(self):
+        feature_flag = {
+            "id": 1,
+            "name": "Group Flag Without Property Filters",
+            "key": "group-flag-no-props",
+            "active": True,
+            "filters": {
+                "aggregation_group_type_index": 0,
+                "groups": [{"properties": [], "rollout_percentage": 100}],
+            },
+        }
+        self.client.group_type_mapping = {"0": "company"}
+
+        with self.assertRaises(InconclusiveMatchError):
+            self.client._compute_flag_locally(
+                feature_flag,
+                "some-distinct-id",
+                groups={"company": "acme"},
+                group_properties={},
+            )
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_flag_with_complex_definition(self, patch_get, patch_flags):
+        patch_flags.return_value = {
+            "featureFlags": {"complex-flag": "flags-fallback-value"}
+        }
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "complex-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["USA"],
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "name",
+                                    "operator": "exact",
+                                    "value": ["Aloha"],
+                                    "type": "person",
+                                },
+                            ],
+                            "rollout_percentage": 100,
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "operator": "exact",
+                                    "value": ["a@b.com", "b@c.com"],
+                                    "type": "person",
+                                },
+                            ],
+                            "rollout_percentage": 30,
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "doesnt_matter",
+                                    "operator": "exact",
+                                    "value": ["1", "2"],
+                                    "type": "person",
+                                },
+                            ],
+                            "rollout_percentage": 0,
+                        },
+                    ],
+                },
+            }
+        ]
+
+        self.assertTrue(
+            client.get_feature_flag(
+                "complex-flag",
+                "some-distinct-id",
+                person_properties={"region": "USA", "name": "Aloha"},
+            )
+        )
+        self.assertEqual(patch_flags.call_count, 0)
+
+        # this distinctIDs hash is < rollout %
+        self.assertTrue(
+            client.get_feature_flag(
+                "complex-flag",
+                "some-distinct-id_within_rollout?",
+                person_properties={"region": "USA", "email": "a@b.com"},
+            )
+        )
+        self.assertEqual(patch_flags.call_count, 0)
+
+        # will fall back on `/flags`, as all properties present for second group, but that group resolves to false
+        self.assertEqual(
+            client.get_feature_flag(
+                "complex-flag",
+                "some-distinct-id_outside_rollout?",
+                person_properties={"region": "USA", "email": "a@b.com"},
+            ),
+            "flags-fallback-value",
+        )
+        self.assertEqual(patch_flags.call_count, 1)
+
+        patch_flags.reset_mock()
+
+        # same as above
+        self.assertEqual(
+            client.get_feature_flag(
+                "complex-flag",
+                "some-distinct-id",
+                person_properties={"doesnt_matter": "1"},
+            ),
+            "flags-fallback-value",
+        )
+        self.assertEqual(patch_flags.call_count, 1)
+
+        patch_flags.reset_mock()
+
+        # this one will need to fall back
+        self.assertEqual(
+            client.get_feature_flag(
+                "complex-flag", "some-distinct-id", person_properties={"region": "USA"}
+            ),
+            "flags-fallback-value",
+        )
+        self.assertEqual(patch_flags.call_count, 1)
+
+        patch_flags.reset_mock()
+
+        # won't need to fall back when all values are present
+        self.assertFalse(
+            client.get_feature_flag(
+                "complex-flag",
+                "some-distinct-id_outside_rollout?",
+                person_properties={
+                    "region": "USA",
+                    "email": "a@b.com",
+                    "name": "X",
+                    "doesnt_matter": "1",
+                },
+            )
+        )
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_flags_fallback_to_flags(self, patch_get, patch_flags):
+        patch_flags.return_value = {
+            "featureFlags": {"beta-feature": "alakazam", "beta-feature2": "alakazam2"}
+        }
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "value": 98,
+                                    "operator": None,
+                                    "type": "cohort",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "beta-feature2",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["USA"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        # beta-feature falls back to /flags because property type is unknown
+        feature_flag_match = client.get_feature_flag("beta-feature", "some-distinct-id")
+
+        self.assertEqual(feature_flag_match, "alakazam")
+        self.assertEqual(patch_flags.call_count, 1)
+
+        # beta-feature2 falls back to /flags because region property was not given with the call
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature2", "some-distinct-id"
+        )
+
+        self.assertEqual(feature_flag_match, "alakazam2")
+        self.assertEqual(patch_flags.call_count, 2)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_flags_dont_fallback_to_flags_when_only_local_evaluation_is_true(
+        self, patch_get, patch_flags
+    ):
+        patch_flags.return_value = {
+            "featureFlags": {"beta-feature": "alakazam", "beta-feature2": "alakazam2"}
+        }
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "value": 98,
+                                    "operator": None,
+                                    "type": "cohort",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "beta-feature2",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["USA"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        # beta-feature would fall back to /flags because the property type is unknown,
+        # but doesn't because only_evaluate_locally is true
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature", "some-distinct-id", only_evaluate_locally=True
+        )
+
+        self.assertEqual(feature_flag_match, None)
+        self.assertEqual(patch_flags.call_count, 0)
+
+        feature_flag_match = client.feature_enabled(
+            "beta-feature", "some-distinct-id", only_evaluate_locally=True
+        )
+
+        self.assertEqual(feature_flag_match, None)
+        self.assertEqual(patch_flags.call_count, 0)
+
+        # beta-feature2 would fall back to /flags because the region property was not given with the call,
+        # but doesn't because only_evaluate_locally is true
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature2", "some-distinct-id", only_evaluate_locally=True
+        )
+        self.assertEqual(feature_flag_match, None)
+
+        feature_flag_match = client.feature_enabled(
+            "beta-feature2", "some-distinct-id", only_evaluate_locally=True
+        )
+        self.assertEqual(feature_flag_match, None)
+
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_flag_never_returns_undefined_during_regular_evaluation(
+        self, patch_get, patch_flags
+    ):
+        patch_flags.return_value = {"featureFlags": {}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 0,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        # beta-feature resolves to False, so no matter the default, stays False
+        self.assertFalse(client.get_feature_flag("beta-feature", "some-distinct-id"))
+        self.assertFalse(client.feature_enabled("beta-feature", "some-distinct-id"))
+
+        # beta-feature2 falls back to /flags, and whatever /flags returns is the value
+        self.assertFalse(client.get_feature_flag("beta-feature2", "some-distinct-id"))
+        self.assertEqual(patch_flags.call_count, 1)
+
+        self.assertFalse(client.feature_enabled("beta-feature2", "some-distinct-id"))
+        self.assertEqual(patch_flags.call_count, 2)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_flag_return_none_when_flags_errors_out(
+        self, patch_get, patch_flags
+    ):
+        patch_flags.side_effect = APIError(400, "Flags error")
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = []
+
+        # beta-feature2 falls back to /flags, which on error returns None
+        self.assertIsNone(client.get_feature_flag("beta-feature2", "some-distinct-id"))
+        self.assertEqual(patch_flags.call_count, 1)
+
+        self.assertIsNone(client.feature_enabled("beta-feature2", "some-distinct-id"))
+        self.assertEqual(patch_flags.call_count, 2)
+
+    @mock.patch("posthog.client.flags")
+    def test_experience_continuity_flag_not_evaluated_locally(self, patch_flags):
+        patch_flags.return_value = {
+            "featureFlags": {"beta-feature": "flags-fallback-value"}
+        }
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+                "ensure_experience_continuity": True,
+            }
+        ]
+        # /flags is always called when experience_continuity is set
+        self.assertEqual(
+            client.get_feature_flag("beta-feature", "distinct_id"),
+            "flags-fallback-value",
+        )
+        self.assertEqual(patch_flags.call_count, 1)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_with_fallback(self, patch_flags, patch_capture):
+        patch_flags.return_value = {
+            "featureFlags": {
+                "beta-feature": "variant-1",
+                "beta-feature2": "variant-2",
+                "disabled-feature": False,
+            }
+        }  # /flags should return the same flags
+        client = self.client
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+            },
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "disabled-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 0,
+                        }
+                    ]
+                },
+            },
+            {
+                "id": 3,
+                "name": "Beta Feature",
+                "key": "beta-feature2",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [{"key": "country", "value": "US"}],
+                            "rollout_percentage": 0,
+                        }
+                    ]
+                },
+            },
+        ]
+        # beta-feature value overridden by /flags
+        self.assertEqual(
+            client.get_all_flags("distinct_id"),
+            {
+                "beta-feature": "variant-1",
+                "beta-feature2": "variant-2",
+                "disabled-feature": False,
+            },
+        )
+        self.assertEqual(patch_flags.call_count, 1)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_and_payloads_with_fallback(self, patch_flags, patch_capture):
+        patch_flags.return_value = {
+            "featureFlags": {"beta-feature": "variant-1", "beta-feature2": "variant-2"},
+            "featureFlagPayloads": {"beta-feature": 100, "beta-feature2": 300},
+        }
+        client = self.client
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                    "payloads": {
+                        "true": "some-payload",
+                    },
+                },
+            },
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "disabled-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 0,
+                        }
+                    ],
+                    "payloads": {
+                        "true": "another-payload",
+                    },
+                },
+            },
+            {
+                "id": 3,
+                "name": "Beta Feature",
+                "key": "beta-feature2",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [{"key": "country", "value": "US"}],
+                            "rollout_percentage": 0,
+                        }
+                    ],
+                    "payloads": {
+                        "true": "payload-3",
+                    },
+                },
+            },
+        ]
+        # beta-feature value overridden by /flags
+        self.assertEqual(
+            client.get_all_flags_and_payloads("distinct_id")["featureFlagPayloads"],
+            {
+                "beta-feature": 100,
+                "beta-feature2": 300,
+            },
+        )
+        self.assertEqual(patch_flags.call_count, 1)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_with_fallback_empty_local_flags(
+        self, patch_flags, patch_capture
+    ):
+        patch_flags.return_value = {
+            "featureFlags": {"beta-feature": "variant-1", "beta-feature2": "variant-2"}
+        }
+        client = self.client
+        client.feature_flags = []
+        # beta-feature value overridden by /flags
+        self.assertEqual(
+            client.get_all_flags("distinct_id"),
+            {"beta-feature": "variant-1", "beta-feature2": "variant-2"},
+        )
+        self.assertEqual(patch_flags.call_count, 1)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_and_payloads_with_fallback_empty_local_flags(
+        self, patch_flags, patch_capture
+    ):
+        patch_flags.return_value = {
+            "featureFlags": {"beta-feature": "variant-1", "beta-feature2": "variant-2"},
+            "featureFlagPayloads": {"beta-feature": 100, "beta-feature2": 300},
+        }
+        client = self.client
+        client.feature_flags = []
+        # beta-feature value overridden by /flags
+        self.assertEqual(
+            client.get_all_flags_and_payloads("distinct_id")["featureFlagPayloads"],
+            {"beta-feature": 100, "beta-feature2": 300},
+        )
+        self.assertEqual(patch_flags.call_count, 1)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_with_no_fallback(self, patch_flags, patch_capture):
+        patch_flags.return_value = {
+            "featureFlags": {"beta-feature": "variant-1", "beta-feature2": "variant-2"}
+        }
+        client = self.client
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+            },
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "disabled-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 0,
+                        }
+                    ]
+                },
+            },
+        ]
+        self.assertEqual(
+            client.get_all_flags("distinct_id"),
+            {"beta-feature": True, "disabled-feature": False},
+        )
+        # /flags is not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_and_payloads_with_no_fallback(
+        self, patch_flags, patch_capture
+    ):
+        client = self.client
+        basic_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "beta-feature",
+            "active": True,
+            "rollout_percentage": 100,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [],
+                        "rollout_percentage": 100,
+                    }
+                ],
+                "payloads": {
+                    "true": "new",
+                },
+            },
+        }
+        disabled_flag = {
+            "id": 2,
+            "name": "Beta Feature",
+            "key": "disabled-feature",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [],
+                        "rollout_percentage": 0,
+                    }
+                ],
+                "payloads": {
+                    "true": "some-payload",
+                },
+            },
+        }
+        client.feature_flags = [
+            basic_flag,
+            disabled_flag,
+        ]
+        self.assertEqual(
+            client.get_all_flags_and_payloads("distinct_id")["featureFlagPayloads"],
+            {"beta-feature": "new"},
+        )
+        # /flags is not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_with_fallback_but_only_local_evaluation_set(
+        self, patch_flags, patch_capture
+    ):
+        patch_flags.return_value = {
+            "featureFlags": {"beta-feature": "variant-1", "beta-feature2": "variant-2"}
+        }
+        client = self.client
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+            },
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "disabled-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 0,
+                        }
+                    ]
+                },
+            },
+            {
+                "id": 3,
+                "name": "Beta Feature",
+                "key": "beta-feature2",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [{"key": "country", "value": "US"}],
+                            "rollout_percentage": 0,
+                        }
+                    ]
+                },
+            },
+        ]
+        # beta-feature2 has no value
+        self.assertEqual(
+            client.get_all_flags("distinct_id", only_evaluate_locally=True),
+            {"beta-feature": True, "disabled-feature": False},
+        )
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_and_payloads_with_fallback_but_only_local_evaluation_set(
+        self, patch_flags, patch_capture
+    ):
+        patch_flags.return_value = {
+            "featureFlags": {"beta-feature": "variant-1", "beta-feature2": "variant-2"},
+            "featureFlagPayloads": {"beta-feature": 100, "beta-feature2": 300},
+        }
+        client = self.client
+        flag_1 = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "beta-feature",
+            "active": True,
+            "rollout_percentage": 100,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [],
+                        "rollout_percentage": 100,
+                    }
+                ],
+                "payloads": {
+                    "true": "some-payload",
+                },
+            },
+        }
+        flag_2 = {
+            "id": 2,
+            "name": "Beta Feature",
+            "key": "disabled-feature",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [],
+                        "rollout_percentage": 0,
+                    }
+                ],
+                "payloads": {
+                    "true": "another-payload",
+                },
+            },
+        }
+        flag_3 = {
+            "id": 3,
+            "name": "Beta Feature",
+            "key": "beta-feature2",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [{"key": "country", "value": "US"}],
+                        "rollout_percentage": 0,
+                    }
+                ],
+                "payloads": {
+                    "true": "payload-3",
+                },
+            },
+        }
+        client.feature_flags = [
+            flag_1,
+            flag_2,
+            flag_3,
+        ]
+        # beta-feature2 has no value
+        self.assertEqual(
+            client.get_all_flags_and_payloads(
+                "distinct_id", only_evaluate_locally=True
+            )["featureFlagPayloads"],
+            {"beta-feature": "some-payload"},
+        )
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_compute_inactive_flags_locally(self, patch_flags, patch_capture):
+        client = self.client
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+            },
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "disabled-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 0,
+                        }
+                    ]
+                },
+            },
+        ]
+        self.assertEqual(
+            client.get_all_flags("distinct_id"),
+            {"beta-feature": True, "disabled-feature": False},
+        )
+        # /flags is not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_capture.call_count, 0)
+
+        # Now, after a poll interval, flag 1 is inactive, and flag 2 rollout is set to 100%.
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": False,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+            },
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "disabled-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+            },
+        ]
+        self.assertEqual(
+            client.get_all_flags("distinct_id"),
+            {"beta-feature": False, "disabled-feature": True},
+        )
+        # /flags is not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_flags_local_evaluation_None_values(self, patch_get, patch_flags):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                id: 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "variant": None,
+                            "properties": [
+                                {
+                                    "key": "latestBuildVersion",
+                                    "type": "person",
+                                    "value": ".+",
+                                    "operator": "regex",
+                                },
+                                {
+                                    "key": "latestBuildVersionMajor",
+                                    "type": "person",
+                                    "value": "23",
+                                    "operator": "gt",
+                                },
+                                {
+                                    "key": "latestBuildVersionMinor",
+                                    "type": "person",
+                                    "value": "31",
+                                    "operator": "gt",
+                                },
+                                {
+                                    "key": "latestBuildVersionPatch",
+                                    "type": "person",
+                                    "value": "0",
+                                    "operator": "gt",
+                                },
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature",
+            "some-distinct-id",
+            person_properties={
+                "latestBuildVersion": None,
+                "latestBuildVersionMajor": None,
+                "latestBuildVersionMinor": None,
+                "latestBuildVersionPatch": None,
+            },
+        )
+
+        self.assertEqual(feature_flag_match, False)
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_get.call_count, 0)
+
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature",
+            "some-distinct-id",
+            person_properties={
+                "latestBuildVersion": "24.32.1",
+                "latestBuildVersionMajor": "24",
+                "latestBuildVersionMinor": "32",
+                "latestBuildVersionPatch": "1",
+            },
+        )
+
+        self.assertEqual(feature_flag_match, True)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_flags_local_evaluation_for_cohorts(self, patch_get, patch_flags):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["USA"],
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "id",
+                                    "value": 98,
+                                    "operator": None,
+                                    "type": "cohort",
+                                },
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+        client.cohorts = {
+            "98": {
+                "type": "OR",
+                "values": [
+                    {"key": "id", "value": 1, "type": "cohort"},
+                    {
+                        "key": "nation",
+                        "operator": "exact",
+                        "value": ["UK"],
+                        "type": "person",
+                    },
+                ],
+            },
+            "1": {
+                "type": "AND",
+                "values": [
+                    {
+                        "key": "other",
+                        "operator": "exact",
+                        "value": ["thing"],
+                        "type": "person",
+                    }
+                ],
+            },
+        }
+
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature", "some-distinct-id", person_properties={"region": "UK"}
+        )
+
+        self.assertEqual(feature_flag_match, False)
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_get.call_count, 0)
+
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature",
+            "some-distinct-id",
+            person_properties={"region": "USA", "nation": "UK"},
+        )
+        # even though 'other' property is not present, the cohort should still match since it's an OR condition
+        self.assertEqual(feature_flag_match, True)
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_get.call_count, 0)
+
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature",
+            "some-distinct-id",
+            person_properties={"region": "USA", "other": "thing"},
+        )
+        self.assertEqual(feature_flag_match, True)
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_get.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_flags_local_evaluation_for_negated_cohorts(
+        self, patch_get, patch_flags
+    ):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 2,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "region",
+                                    "operator": "exact",
+                                    "value": ["USA"],
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "id",
+                                    "value": 98,
+                                    "operator": None,
+                                    "type": "cohort",
+                                },
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+        client.cohorts = {
+            "98": {
+                "type": "OR",
+                "values": [
+                    {"key": "id", "value": 1, "type": "cohort"},
+                    {
+                        "key": "nation",
+                        "operator": "exact",
+                        "value": ["UK"],
+                        "type": "person",
+                    },
+                ],
+            },
+            "1": {
+                "type": "AND",
+                "values": [
+                    {
+                        "key": "other",
+                        "operator": "exact",
+                        "value": ["thing"],
+                        "type": "person",
+                        "negation": True,
+                    }
+                ],
+            },
+        }
+
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature", "some-distinct-id", person_properties={"region": "UK"}
+        )
+
+        self.assertEqual(feature_flag_match, False)
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_get.call_count, 0)
+
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature",
+            "some-distinct-id",
+            person_properties={"region": "USA", "nation": "UK"},
+        )
+        # even though 'other' property is not present, the cohort should still match since it's an OR condition
+        self.assertEqual(feature_flag_match, True)
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_get.call_count, 0)
+
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature",
+            "some-distinct-id",
+            person_properties={"region": "USA", "other": "thing"},
+        )
+        # since 'other' is negated, we return False. Since 'nation' is not present, we can't tell whether the flag should be true or false, so fall back to /flags
+        self.assertEqual(patch_flags.call_count, 1)
+        self.assertEqual(patch_get.call_count, 0)
+
+        patch_flags.reset_mock()
+
+        feature_flag_match = client.get_feature_flag(
+            "beta-feature",
+            "some-distinct-id",
+            person_properties={"region": "USA", "other": "thing2"},
+        )
+        self.assertEqual(feature_flag_match, True)
+        self.assertEqual(patch_flags.call_count, 0)
+        self.assertEqual(patch_get.call_count, 0)
+
+    @mock.patch("posthog.feature_flags.log")
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_flags_with_flag_dependencies(
+        self, patch_get, patch_flags, mock_log
+    ):
+        # Mock remote flags call to return empty for this flag (fallback returns None)
+        patch_flags.return_value = {"featureFlags": {}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Flag with Dependencies",
+                "key": "flag-with-dependencies",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "beta-feature",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": ["beta-feature"],
+                                },
+                                {
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": "@example.com",
+                                    "type": "person",
+                                },
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        # Test that flag evaluation handles flag dependencies properly
+        # The flag has a dependency on "beta-feature" which doesn't exist locally
+        # Since the dependency doesn't exist, local evaluation should fail and fall back to remote
+        # Remote returns empty result, so final result is None
+        feature_flag_match = client.get_feature_flag(
+            "flag-with-dependencies",
+            "test-user",
+            person_properties={"email": "test@example.com"},
+        )
+        self.assertIsNone(feature_flag_match)
+        self.assertEqual(patch_flags.call_count, 1)
+        self.assertEqual(patch_get.call_count, 0)
+
+        # Test with email that doesn't match (should also fall back to remote due to missing dependency)
+        feature_flag_match = client.get_feature_flag(
+            "flag-with-dependencies",
+            "test-user-2",
+            person_properties={"email": "test@other.com"},
+        )
+        self.assertIsNone(feature_flag_match)
+        self.assertEqual(patch_flags.call_count, 2)  # Called twice now
+        self.assertEqual(patch_get.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_flag_dependencies_simple_chain(self, patch_get, patch_flags):
+        """Test basic flag dependency: flag-b depends on flag-a"""
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Flag A",
+                "key": "flag-a",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": "@example.com",
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "name": "Flag B",
+                "key": "flag-b",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "flag-a",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": ["flag-a"],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        # Test when dependency is satisfied
+        result = client.get_feature_flag(
+            "flag-b",
+            "test-user",
+            person_properties={"email": "test@example.com"},
+        )
+        self.assertEqual(result, True)
+
+        # Test when dependency is not satisfied
+        result = client.get_feature_flag(
+            "flag-b",
+            "test-user-2",
+            person_properties={"email": "test@other.com"},
+        )
+        self.assertEqual(result, False)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_flag_dependencies_circular_dependency(self, patch_get, patch_flags):
+        """Test circular dependency handling: flag-a depends on flag-b, flag-b depends on flag-a"""
+        # Mock remote flags call to return empty for these flags (fallback returns None)
+        patch_flags.return_value = {"featureFlags": {}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Flag A",
+                "key": "flag-a",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "flag-b",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": [],  # Empty chain indicates circular dependency
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "name": "Flag B",
+                "key": "flag-b",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "flag-a",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": [],  # Empty chain indicates circular dependency
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        # Both flags should fall back to remote evaluation due to circular dependency
+        # Since we're not mocking the remote call, both should return None
+        result_a = client.get_feature_flag("flag-a", "test-user")
+        self.assertIsNone(result_a)
+
+        result_b = client.get_feature_flag("flag-b", "test-user")
+        self.assertIsNone(result_b)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_flag_dependencies_missing_flag(self, patch_get, patch_flags):
+        """Test handling of missing flag dependency"""
+        # Mock remote flags call to return empty for this flag (fallback returns None)
+        patch_flags.return_value = {"featureFlags": {}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Flag A",
+                "key": "flag-a",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "non-existent-flag",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": ["non-existent-flag"],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        # Should fall back to remote evaluation because dependency doesn't exist
+        # Since we're not mocking the remote call, should return None
+        result = client.get_feature_flag("flag-a", "test-user")
+        self.assertIsNone(result)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_flag_dependencies_complex_chain(self, patch_get, patch_flags):
+        """Test complex dependency chain: flag-d -> flag-c -> [flag-a, flag-b]"""
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Flag A",
+                "key": "flag-a",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "name": "Flag B",
+                "key": "flag-b",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 3,
+                "name": "Flag C",
+                "key": "flag-c",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "flag-a",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": ["flag-a"],
+                                },
+                                {
+                                    "key": "flag-b",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": ["flag-b"],
+                                },
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 4,
+                "name": "Flag D",
+                "key": "flag-d",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "flag-c",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": ["flag-a", "flag-b", "flag-c"],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        # All dependencies satisfied - should return True
+        result = client.get_feature_flag("flag-d", "test-user")
+        self.assertEqual(result, True)
+
+        # Make flag-a inactive - should break the chain
+        client.feature_flags[0]["active"] = False
+        result = client.get_feature_flag("flag-d", "test-user")
+        self.assertEqual(result, False)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_flag_dependencies_mixed_conditions(self, patch_get, patch_flags):
+        """Test flag dependency mixed with other property conditions"""
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Base Flag",
+                "key": "base-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "name": "Mixed Flag",
+                "key": "mixed-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "base-flag",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": ["base-flag"],
+                                },
+                                {
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": "@example.com",
+                                    "type": "person",
+                                },
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        # Both flag dependency and email condition satisfied
+        result = client.get_feature_flag(
+            "mixed-flag",
+            "test-user",
+            person_properties={"email": "test@example.com"},
+        )
+        self.assertEqual(result, True)
+
+        # Flag dependency satisfied but email condition not satisfied
+        result = client.get_feature_flag(
+            "mixed-flag",
+            "test-user-2",
+            person_properties={"email": "test@other.com"},
+        )
+        self.assertEqual(result, False)
+
+        # Email condition satisfied but flag dependency not satisfied
+        client.feature_flags[0]["active"] = False
+        result = client.get_feature_flag(
+            "mixed-flag",
+            "test-user-3",
+            person_properties={"email": "test@example.com"},
+        )
+        self.assertEqual(result, False)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_flag_dependencies_malformed_chain(self, patch_get, patch_flags):
+        """Test handling of malformed dependency chains"""
+        # Mock remote flags call to return empty for this flag (fallback returns None)
+        patch_flags.return_value = {"featureFlags": {}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Base Flag",
+                "key": "base-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "name": "Missing Chain Flag",
+                "key": "missing-chain-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "base-flag",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    # No dependency_chain property - should evaluate as inconclusive
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        # Should fall back to remote evaluation when dependency_chain is missing
+        # Since we're not mocking the remote call, should return None
+        result = client.get_feature_flag("missing-chain-flag", "test-user")
+        self.assertIsNone(result)
+
+    def test_flag_dependencies_without_context_raises_inconclusive(self):
+        """Test that missing flags_by_key raises InconclusiveMatchError"""
+        from posthog.feature_flags import (
+            evaluate_flag_dependency,
+            InconclusiveMatchError,
+        )
+
+        property_with_flag_dep = {
+            "key": "some-flag",
+            "operator": "flag_evaluates_to",
+            "value": True,
+            "type": "flag",
+            "dependency_chain": ["some-flag"],
+        }
+
+        # Should raise InconclusiveMatchError when flags_by_key is None
+        with self.assertRaises(InconclusiveMatchError) as cm:
+            evaluate_flag_dependency(
+                property_with_flag_dep,
+                flags_by_key=None,  # This should trigger the error
+                evaluation_cache={},
+                distinct_id="test-user",
+                properties={},
+                cohort_properties={},
+            )
+
+        self.assertIn("Cannot evaluate flag dependency", str(cm.exception))
+        self.assertIn("some-flag", str(cm.exception))
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_multi_level_multivariate_dependency_chain(self, patch_get, patch_flags):
+        """Test multi-level multivariate dependency chain: dependent-flag -> intermediate-flag -> leaf-flag"""
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            # Leaf flag: multivariate with "control" and "test" variants using person property overrides
+            {
+                "id": 1,
+                "name": "Leaf Flag",
+                "key": "leaf-flag",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "control@example.com",
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "control",
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "test@example.com",
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "test",
+                        },
+                        {
+                            "rollout_percentage": 50,
+                            "variant": "control",
+                        },  # Default fallback
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {
+                                "key": "control",
+                                "name": "Control",
+                                "rollout_percentage": 50,
+                            },
+                            {"key": "test", "name": "Test", "rollout_percentage": 50},
+                        ]
+                    },
+                },
+            },
+            # Intermediate flag: multivariate with "blue" and "green" variants, depends on leaf-flag="control"
+            {
+                "id": 2,
+                "name": "Intermediate Flag",
+                "key": "intermediate-flag",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "leaf-flag",
+                                    "operator": "flag_evaluates_to",
+                                    "value": "control",
+                                    "type": "flag",
+                                    "dependency_chain": ["leaf-flag"],
+                                },
+                                {
+                                    "key": "variant_type",
+                                    "type": "person",
+                                    "value": "blue",
+                                    "operator": "exact",
+                                },
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "blue",
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "leaf-flag",
+                                    "operator": "flag_evaluates_to",
+                                    "value": "control",
+                                    "type": "flag",
+                                    "dependency_chain": ["leaf-flag"],
+                                },
+                                {
+                                    "key": "variant_type",
+                                    "type": "person",
+                                    "value": "green",
+                                    "operator": "exact",
+                                },
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "green",
+                        },
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {"key": "blue", "name": "Blue", "rollout_percentage": 50},
+                            {"key": "green", "name": "Green", "rollout_percentage": 50},
+                        ]
+                    },
+                },
+            },
+            # Dependent flag: boolean flag that depends on intermediate-flag="blue"
+            {
+                "id": 3,
+                "name": "Dependent Flag",
+                "key": "dependent-flag",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "intermediate-flag",
+                                    "operator": "flag_evaluates_to",
+                                    "value": "blue",
+                                    "type": "flag",
+                                    "dependency_chain": [
+                                        "leaf-flag",
+                                        "intermediate-flag",
+                                    ],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+
+        # Test using person properties and variant overrides to ensure predictable variants
+
+        # Test 1: Make sure the leaf flag evaluates to the variant we expect using email overrides
+        self.assertEqual(
+            "control",
+            client.get_feature_flag(
+                "leaf-flag",
+                "any-user",
+                person_properties={"email": "control@example.com"},
+            ),
+        )
+        self.assertEqual(
+            "test",
+            client.get_feature_flag(
+                "leaf-flag",
+                "any-user",
+                person_properties={"email": "test@example.com"},
+            ),
+        )
+
+        # Test 2: Make sure the intermediate flag evaluates to the expected variants when dependency is satisfied
+        self.assertEqual(
+            "blue",
+            client.get_feature_flag(
+                "intermediate-flag",
+                "any-user",
+                person_properties={
+                    "email": "control@example.com",
+                    "variant_type": "blue",
+                },
+            ),
+        )
+
+        self.assertEqual(
+            "green",
+            client.get_feature_flag(
+                "intermediate-flag",
+                "any-user",
+                person_properties={
+                    "email": "control@example.com",
+                    "variant_type": "green",
+                },
+            ),
+        )
+
+        # Test 3: Make sure the intermediate flag evaluates to false when leaf dependency fails
+        self.assertEqual(
+            False,
+            client.get_feature_flag(
+                "intermediate-flag",
+                "any-user",
+                person_properties={
+                    "email": "test@example.com",  # This makes leaf-flag="test", breaking dependency
+                    "variant_type": "blue",
+                },
+            ),
+        )
+
+        # Test 4: When leaf-flag="control", intermediate="blue", dependent should be true
+        self.assertEqual(
+            True,
+            client.get_feature_flag(
+                "dependent-flag",
+                "any-user",
+                person_properties={
+                    "email": "control@example.com",
+                    "variant_type": "blue",
+                },
+            ),
+        )
+
+        # Test 5: When leaf-flag="control", intermediate="green", dependent should be false
+        self.assertEqual(
+            False,
+            client.get_feature_flag(
+                "dependent-flag",
+                "any-user",
+                person_properties={
+                    "email": "control@example.com",
+                    "variant_type": "green",
+                },
+            ),
+        )
+
+        # Test 6: When leaf-flag="test", intermediate is False, dependent should be false
+        self.assertEqual(
+            False,
+            client.get_feature_flag(
+                "dependent-flag",
+                "any-user",
+                person_properties={"email": "test@example.com", "variant_type": "blue"},
+            ),
+        )
+
+    def test_matches_dependency_value(self):
+        """Test the matches_dependency_value function logic"""
+        from posthog.feature_flags import matches_dependency_value
+
+        # String variant matches string exactly (case-sensitive)
+        self.assertTrue(matches_dependency_value("control", "control"))
+        self.assertTrue(matches_dependency_value("Control", "Control"))
+        self.assertFalse(matches_dependency_value("control", "Control"))
+        self.assertFalse(matches_dependency_value("Control", "CONTROL"))
+        self.assertFalse(matches_dependency_value("control", "test"))
+
+        # String variant matches boolean true (any variant is truthy)
+        self.assertTrue(matches_dependency_value(True, "control"))
+        self.assertTrue(matches_dependency_value(True, "test"))
+        self.assertFalse(matches_dependency_value(False, "control"))
+
+        # Boolean matches boolean exactly
+        self.assertTrue(matches_dependency_value(True, True))
+        self.assertTrue(matches_dependency_value(False, False))
+        self.assertFalse(matches_dependency_value(False, True))
+        self.assertFalse(matches_dependency_value(True, False))
+
+        # Empty string doesn't match
+        self.assertFalse(matches_dependency_value(True, ""))
+        self.assertFalse(matches_dependency_value("control", ""))
+
+        # Type mismatches
+        self.assertFalse(matches_dependency_value(123, "control"))
+        self.assertFalse(matches_dependency_value("control", True))
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_production_style_multivariate_dependency_chain(
+        self, patch_get, patch_flags
+    ):
+        """Test production-style multivariate dependency chain: multivariate-root-flag -> multivariate-intermediate-flag -> multivariate-leaf-flag"""
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            # Leaf flag: multivariate with fruit variants
+            {
+                "id": 451,
+                "name": "Multivariate Leaf Flag (Base)",
+                "key": "multivariate-leaf-flag",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": ["pineapple@example.com"],
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "pineapple",
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": ["mango@example.com"],
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "mango",
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": ["papaya@example.com"],
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "papaya",
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": ["kiwi@example.com"],
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "kiwi",
+                        },
+                        {
+                            "properties": [],
+                            "rollout_percentage": 0,  # Force default to false for unknown emails
+                        },
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {"key": "pineapple", "rollout_percentage": 25},
+                            {"key": "mango", "rollout_percentage": 25},
+                            {"key": "papaya", "rollout_percentage": 25},
+                            {"key": "kiwi", "rollout_percentage": 25},
+                        ]
+                    },
+                },
+            },
+            # Intermediate flag: multivariate with color variants, depends on fruit
+            {
+                "id": 467,
+                "name": "Multivariate Intermediate Flag (Depends on fruit)",
+                "key": "multivariate-intermediate-flag",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "multivariate-leaf-flag",
+                                    "type": "flag",
+                                    "value": "pineapple",
+                                    "operator": "flag_evaluates_to",
+                                    "dependency_chain": ["multivariate-leaf-flag"],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "blue",
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "multivariate-leaf-flag",
+                                    "type": "flag",
+                                    "value": "mango",
+                                    "operator": "flag_evaluates_to",
+                                    "dependency_chain": ["multivariate-leaf-flag"],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "red",
+                        },
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {"key": "blue", "rollout_percentage": 100},
+                            {"key": "red", "rollout_percentage": 0},
+                            {"key": "green", "rollout_percentage": 0},
+                            {"key": "black", "rollout_percentage": 0},
+                        ]
+                    },
+                },
+            },
+            # Root flag: multivariate with show variants, depends on color
+            {
+                "id": 468,
+                "name": "Multivariate Root Flag (Depends on color)",
+                "key": "multivariate-root-flag",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "multivariate-intermediate-flag",
+                                    "type": "flag",
+                                    "value": "blue",
+                                    "operator": "flag_evaluates_to",
+                                    "dependency_chain": [
+                                        "multivariate-leaf-flag",
+                                        "multivariate-intermediate-flag",
+                                    ],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "breaking-bad",
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "multivariate-intermediate-flag",
+                                    "type": "flag",
+                                    "value": "red",
+                                    "operator": "flag_evaluates_to",
+                                    "dependency_chain": [
+                                        "multivariate-leaf-flag",
+                                        "multivariate-intermediate-flag",
+                                    ],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "the-wire",
+                        },
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {"key": "breaking-bad", "rollout_percentage": 100},
+                            {"key": "the-wire", "rollout_percentage": 0},
+                            {"key": "game-of-thrones", "rollout_percentage": 0},
+                            {"key": "the-expanse", "rollout_percentage": 0},
+                        ]
+                    },
+                },
+            },
+        ]
+
+        # Test successful pineapple -> blue -> breaking-bad chain
+        leaf_result = client.get_feature_flag(
+            "multivariate-leaf-flag",
+            "test-user",
+            person_properties={"email": "pineapple@example.com"},
+        )
+        intermediate_result = client.get_feature_flag(
+            "multivariate-intermediate-flag",
+            "test-user",
+            person_properties={"email": "pineapple@example.com"},
+        )
+        root_result = client.get_feature_flag(
+            "multivariate-root-flag",
+            "test-user",
+            person_properties={"email": "pineapple@example.com"},
+        )
+
+        self.assertEqual(leaf_result, "pineapple")
+        self.assertEqual(intermediate_result, "blue")
+        self.assertEqual(root_result, "breaking-bad")
+
+        # Test successful mango -> red -> the-wire chain
+        mango_leaf_result = client.get_feature_flag(
+            "multivariate-leaf-flag",
+            "test-user",
+            person_properties={"email": "mango@example.com"},
+        )
+        mango_intermediate_result = client.get_feature_flag(
+            "multivariate-intermediate-flag",
+            "test-user",
+            person_properties={"email": "mango@example.com"},
+        )
+        mango_root_result = client.get_feature_flag(
+            "multivariate-root-flag",
+            "test-user",
+            person_properties={"email": "mango@example.com"},
+        )
+
+        self.assertEqual(mango_leaf_result, "mango")
+        self.assertEqual(mango_intermediate_result, "red")
+        self.assertEqual(mango_root_result, "the-wire")
+
+        # Test broken chain - user without matching email gets default/false results
+        unknown_leaf_result = client.get_feature_flag(
+            "multivariate-leaf-flag",
+            "test-user",
+            person_properties={"email": "unknown@example.com"},
+        )
+        unknown_intermediate_result = client.get_feature_flag(
+            "multivariate-intermediate-flag",
+            "test-user",
+            person_properties={"email": "unknown@example.com"},
+        )
+        unknown_root_result = client.get_feature_flag(
+            "multivariate-root-flag",
+            "test-user",
+            person_properties={"email": "unknown@example.com"},
+        )
+
+        self.assertEqual(
+            unknown_leaf_result, False
+        )  # No matching email -> null variant -> false
+        self.assertEqual(unknown_intermediate_result, False)  # Dependency not satisfied
+        self.assertEqual(unknown_root_result, False)  # Chain broken
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_load_feature_flags(self, patch_get, patch_poll):
+        patch_get.return_value = GetResponse(
+            data={
+                "flags": [
+                    {
+                        "id": 1,
+                        "name": "Beta Feature",
+                        "key": "beta-feature",
+                        "active": True,
+                    },
+                    {
+                        "id": 2,
+                        "name": "Alpha Feature",
+                        "key": "alpha-feature",
+                        "active": False,
+                    },
+                ],
+                "group_type_mapping": {"0": "company"},
+                "cohorts": {},
+            },
+            etag='"abc123"',
+        )
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        with freeze_time("2020-01-01T12:01:00.0000Z"):
+            client.load_feature_flags()
+        self.assertEqual(len(client.feature_flags), 2)
+        self.assertEqual(client.feature_flags[0]["key"], "beta-feature")
+        self.assertEqual(client.group_type_mapping, {"0": "company"})
+        self.assertEqual(
+            client._last_feature_flag_poll.isoformat(), "2020-01-01T12:01:00+00:00"
+        )
+        self.assertEqual(patch_poll.call_count, 1)
+        # Verify ETag is stored
+        self.assertEqual(client._flags_etag, '"abc123"')
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_load_feature_flags_sends_etag_on_subsequent_requests(
+        self, patch_get, patch_poll
+    ):
+        """Test that the ETag is sent in If-None-Match header on subsequent requests"""
+        patch_get.return_value = GetResponse(
+            data={
+                "flags": [{"id": 1, "key": "beta-feature", "active": True}],
+                "group_type_mapping": {},
+                "cohorts": {},
+            },
+            etag='"initial-etag"',
+        )
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.load_feature_flags()
+
+        # First call should have no etag
+        first_call_kwargs = patch_get.call_args_list[0][1]
+        self.assertIsNone(first_call_kwargs.get("etag"))
+
+        # Simulate second call
+        client._load_feature_flags()
+
+        # Second call should have the etag
+        second_call_kwargs = patch_get.call_args_list[1][1]
+        self.assertEqual(second_call_kwargs.get("etag"), '"initial-etag"')
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_load_feature_flags_304_not_modified(self, patch_get, patch_poll):
+        """Test that 304 Not Modified responses skip flag processing"""
+        # First response with flags
+        initial_response = GetResponse(
+            data={
+                "flags": [{"id": 1, "key": "beta-feature", "active": True}],
+                "group_type_mapping": {"0": "company"},
+                "cohorts": {},
+            },
+            etag='"test-etag"',
+        )
+        # Second response is 304 Not Modified
+        not_modified_response = GetResponse(
+            data=None,
+            etag='"test-etag"',
+            not_modified=True,
+        )
+        patch_get.side_effect = [initial_response, not_modified_response]
+
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.load_feature_flags()
+
+        # Verify initial flags are loaded
+        self.assertEqual(len(client.feature_flags), 1)
+        self.assertEqual(client.feature_flags[0]["key"], "beta-feature")
+        self.assertEqual(client.group_type_mapping, {"0": "company"})
+
+        # Second call with 304
+        client._load_feature_flags()
+
+        # Flags should still be the same (not cleared)
+        self.assertEqual(len(client.feature_flags), 1)
+        self.assertEqual(client.feature_flags[0]["key"], "beta-feature")
+        self.assertEqual(client.group_type_mapping, {"0": "company"})
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_load_feature_flags_etag_updated_on_new_response(
+        self, patch_get, patch_poll
+    ):
+        """Test that ETag is updated when flags change"""
+        patch_get.side_effect = [
+            GetResponse(
+                data={
+                    "flags": [{"id": 1, "key": "flag-v1", "active": True}],
+                    "group_type_mapping": {},
+                    "cohorts": {},
+                },
+                etag='"etag-v1"',
+            ),
+            GetResponse(
+                data={
+                    "flags": [{"id": 1, "key": "flag-v2", "active": True}],
+                    "group_type_mapping": {},
+                    "cohorts": {},
+                },
+                etag='"etag-v2"',
+            ),
+        ]
+
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.load_feature_flags()
+        self.assertEqual(client._flags_etag, '"etag-v1"')
+
+        client._load_feature_flags()
+        self.assertEqual(client._flags_etag, '"etag-v2"')
+        self.assertEqual(client.feature_flags[0]["key"], "flag-v2")
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_load_feature_flags_clears_etag_when_server_stops_sending(
+        self, patch_get, patch_poll
+    ):
+        """Test that ETag is cleared when server stops sending it"""
+        patch_get.side_effect = [
+            GetResponse(
+                data={
+                    "flags": [{"id": 1, "key": "flag-v1", "active": True}],
+                    "group_type_mapping": {},
+                    "cohorts": {},
+                },
+                etag='"etag-v1"',
+            ),
+            GetResponse(
+                data={
+                    "flags": [{"id": 1, "key": "flag-v2", "active": True}],
+                    "group_type_mapping": {},
+                    "cohorts": {},
+                },
+                etag=None,  # Server stopped sending ETag
+            ),
+        ]
+
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.load_feature_flags()
+        self.assertEqual(client._flags_etag, '"etag-v1"')
+
+        client._load_feature_flags()
+        self.assertIsNone(client._flags_etag)
+        self.assertEqual(client.feature_flags[0]["key"], "flag-v2")
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_load_feature_flags_wrong_key(self, patch_get, _patch_poll):
+        patch_get.side_effect = APIError(401, "Unauthorized")
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        with self.assertLogs("posthog", level="ERROR") as logs:
+            client.load_feature_flags()
+            self.assertIn("Unauthorized", logs.output[0])
+            self.assertIn("project_api_key", logs.output[0])
+            self.assertIn("personal_api_key", logs.output[0])
+        client.debug = True
+        with self.assertRaisesRegex(APIError, "Unauthorized"):
+            client.load_feature_flags()
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_enabled_simple(self, patch_get, patch_flags):
+        client = Client(FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+            }
+        ]
+        self.assertTrue(client.feature_enabled("beta-feature", "distinct_id"))
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_enabled_simple_is_false(self, patch_get, patch_flags):
+        client = Client(FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 0,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 0,
+                        }
+                    ]
+                },
+            }
+        ]
+        self.assertFalse(client.feature_enabled("beta-feature", "distinct_id"))
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_feature_enabled_simple_is_true_when_rollout_is_undefined(
+        self, patch_get, patch_flags
+    ):
+        client = Client(FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": None,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": None,
+                        }
+                    ]
+                },
+            }
+        ]
+        self.assertTrue(client.feature_enabled("beta-feature", "distinct_id"))
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.get")
+    def test_feature_enabled_simple_with_project_api_key(self, patch_get):
+        client = Client(project_api_key=FAKE_TEST_API_KEY, on_error=self.set_fail)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+            }
+        ]
+        self.assertTrue(client.feature_enabled("beta-feature", "distinct_id"))
+
+    @mock.patch("posthog.client.flags")
+    def test_feature_enabled_request_multi_variate(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "variant-1"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ]
+                },
+            }
+        ]
+        self.assertTrue(client.feature_enabled("beta-feature", "distinct_id"))
+        # /flags is not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.get")
+    def test_feature_enabled_simple_without_rollout_percentage(self, patch_get):
+        client = Client(FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                        }
+                    ]
+                },
+            }
+        ]
+        self.assertTrue(client.feature_enabled("beta-feature", "distinct_id"))
+
+    @mock.patch("posthog.client.flags")
+    def test_get_feature_flag(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "variant-1"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {"key": "variant-1", "rollout_percentage": 50},
+                            {"key": "variant-2", "rollout_percentage": 50},
+                        ]
+                    },
+                },
+            }
+        ]
+        self.assertEqual(
+            client.get_feature_flag("beta-feature", "distinct_id"), "variant-1"
+        )
+        # /flags is not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.flags")
+    def test_feature_enabled_doesnt_exist(self, patch_flags, patch_poll):
+        client = Client(FAKE_TEST_API_KEY)
+        client.feature_flags = []
+
+        patch_flags.return_value = {"featureFlags": {}}
+        self.assertFalse(client.feature_enabled("doesnt-exist", "distinct_id"))
+
+        patch_flags.side_effect = APIError(401, "flags error")
+        self.assertIsNone(client.feature_enabled("doesnt-exist", "distinct_id"))
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.flags")
+    def test_personal_api_key_doesnt_exist(self, patch_flags, patch_poll):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = []
+
+        patch_flags.return_value = {"featureFlags": {"feature-flag": True}}
+
+        self.assertTrue(client.feature_enabled("feature-flag", "distinct_id"))
+
+    @mock.patch("posthog.client.Poller")
+    @mock.patch("posthog.client.get")
+    def test_load_feature_flags_error(self, patch_get, patch_poll):
+        def raise_effect():
+            raise Exception("http exception")
+
+        patch_get.return_value.raiseError.side_effect = raise_effect
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = []
+
+        self.assertFalse(client.feature_enabled("doesnt-exist", "distinct_id"))
+
+    @mock.patch("posthog.client.flags")
+    def test_get_feature_flag_with_variant_overrides(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "variant-1"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "test@posthog.com",
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "second-variant",
+                        },
+                        {"rollout_percentage": 50, "variant": "first-variant"},
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
+                        ]
+                    },
+                },
+            }
+        ]
+        self.assertEqual(
+            client.get_feature_flag(
+                "beta-feature",
+                "test_id",
+                person_properties={"email": "test@posthog.com"},
+            ),
+            "second-variant",
+        )
+        self.assertEqual(
+            client.get_feature_flag("beta-feature", "example_id"), "first-variant"
+        )
+        # /flags is not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_flag_with_clashing_variant_overrides(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "variant-1"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "test@posthog.com",
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "second-variant",
+                        },
+                        # since second-variant comes first in the list, it will be the one that gets picked
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "test@posthog.com",
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "first-variant",
+                        },
+                        {"rollout_percentage": 50, "variant": "first-variant"},
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
+                        ]
+                    },
+                },
+            }
+        ]
+        self.assertEqual(
+            client.get_feature_flag(
+                "beta-feature",
+                "test_id",
+                person_properties={"email": "test@posthog.com"},
+            ),
+            "second-variant",
+        )
+        self.assertEqual(
+            client.get_feature_flag(
+                "beta-feature",
+                "example_id",
+                person_properties={"email": "test@posthog.com"},
+            ),
+            "second-variant",
+        )
+        # /flags is not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_flag_with_invalid_variant_overrides(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"beta-feature": "variant-1"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "beta-feature",
+                "active": True,
+                "rollout_percentage": 100,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "test@posthog.com",
+                                    "operator": "exact",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "second???",
+                        },
+                        {"rollout_percentage": 50, "variant": "first??"},
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
+                        ]
+                    },
+                },
+            }
+        ]
+        self.assertEqual(
+            client.get_feature_flag(
+                "beta-feature",
+                "test_id",
+                person_properties={"email": "test@posthog.com"},
+            ),
+            "third-variant",
+        )
+        self.assertEqual(
+            client.get_feature_flag("beta-feature", "example_id"), "second-variant"
+        )
+        # /flags is not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_conditions_evaluated_in_order(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"order-test": "server-variant"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key="test")
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Order Test Flag",
+                "key": "order-test",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "rollout_percentage": 100,
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "@vip.com",
+                                    "operator": "icontains",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "vip-variant",
+                        },
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {
+                                "key": "control",
+                                "name": "Control",
+                                "rollout_percentage": 100,
+                            },
+                            {
+                                "key": "vip-variant",
+                                "name": "VIP Variant",
+                                "rollout_percentage": 0,
+                            },
+                        ]
+                    },
+                },
+            }
+        ]
+
+        # Even though user@vip.com would match the second condition with variant override,
+        # they should match the first condition and get control
+        result = client.get_feature_flag(
+            "order-test",
+            "user123",
+            person_properties={"email": "user@vip.com"},
+        )
+        self.assertEqual(result, "control")
+
+        # server not called because this can be evaluated locally
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_boolean_feature_flag_payloads_local(self, patch_flags):
+        basic_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "person-flag",
+            "active": True,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "key": "region",
+                                "operator": "exact",
+                                "value": ["USA"],
+                                "type": "person",
+                            }
+                        ],
+                        "rollout_percentage": 100,
+                    }
+                ],
+                "payloads": {"true": 300},
+            },
+        }
+        self.client.feature_flags = [basic_flag]
+
+        self.assertEqual(
+            self.client.get_feature_flag_payload(
+                "person-flag", "some-distinct-id", person_properties={"region": "USA"}
+            ),
+            300,
+        )
+
+        self.assertEqual(
+            self.client.get_feature_flag_payload(
+                "person-flag",
+                "some-distinct-id",
+                match_value=True,
+                person_properties={"region": "USA"},
+            ),
+            300,
+        )
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_boolean_feature_flag_payload_decide(self, patch_flags, patch_capture):
+        patch_flags.return_value = {
+            "featureFlags": {"person-flag": True},
+            "featureFlagPayloads": {"person-flag": 300},
+        }
+        self.assertEqual(
+            self.client.get_feature_flag_payload(
+                "person-flag", "some-distinct-id", person_properties={"region": "USA"}
+            ),
+            300,
+        )
+
+        self.assertEqual(
+            self.client.get_feature_flag_payload(
+                "person-flag",
+                "some-distinct-id",
+                match_value=True,
+                person_properties={"region": "USA"},
+                send_feature_flag_events=True,
+            ),
+            300,
+        )
+        self.assertEqual(patch_flags.call_count, 2)
+        self.assertEqual(patch_capture.call_count, 1)
+        patch_capture.reset_mock()
+
+    @mock.patch("posthog.client.flags")
+    def test_multivariate_feature_flag_payloads(self, patch_flags):
+        multivariate_flag = {
+            "id": 1,
+            "name": "Beta Feature",
+            "key": "beta-feature",
+            "active": True,
+            "rollout_percentage": 100,
+            "filters": {
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
+                        ],
+                        "rollout_percentage": 100,
+                        "variant": "second???",
+                    },
+                    {"rollout_percentage": 50, "variant": "first??"},
+                ],
+                "multivariate": {
+                    "variants": [
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
+                    ]
+                },
+                "payloads": {
+                    "first-variant": '"some-payload"',
+                    "third-variant": '{"a": "json"}',
+                },
+            },
+        }
+        self.client.feature_flags = [multivariate_flag]
+
+        self.assertEqual(
+            self.client.get_feature_flag_payload(
+                "beta-feature",
+                "test_id",
+                person_properties={"email": "test@posthog.com"},
+            ),
+            {"a": "json"},
+        )
+        self.assertEqual(
+            self.client.get_feature_flag_payload(
+                "beta-feature",
+                "test_id",
+                match_value="third-variant",
+                person_properties={"email": "test@posthog.com"},
+            ),
+            {"a": "json"},
+        )
+
+        # Force different match value
+        self.assertEqual(
+            self.client.get_feature_flag_payload(
+                "beta-feature",
+                "test_id",
+                match_value="first-variant",
+                person_properties={"email": "test@posthog.com"},
+            ),
+            "some-payload",
+        )
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    @mock.patch("posthog.client.get")
+    def test_fallback_to_api_when_flag_has_static_cohort_in_multi_condition(
+        self, patch_get, patch_flags
+    ):
+        """
+        When a flag has multiple conditions and one contains a static cohort,
+        the SDK should fallback to API for the entire flag, not just skip that
+        condition and evaluate the next one locally.
+
+        This prevents returning wrong variants when later conditions could match
+        locally but the user is actually in the static cohort.
+        """
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        # Mock the local flags response - cohort 999 is NOT in cohorts map (static cohort)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "multi-condition-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {"key": "id", "value": 999, "type": "cohort"}
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "set-1",
+                        },
+                        {
+                            "properties": [
+                                {
+                                    "key": "$geoip_country_code",
+                                    "operator": "exact",
+                                    "value": ["DE"],
+                                    "type": "person",
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "set-8",
+                        },
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {"key": "set-1", "rollout_percentage": 50},
+                            {"key": "set-8", "rollout_percentage": 50},
+                        ]
+                    },
+                },
+            }
+        ]
+        client.cohorts = {}  # Note: cohort 999 is NOT here - it's a static cohort
+
+        # Mock the API response - user is in the static cohort
+        patch_flags.return_value = {"featureFlags": {"multi-condition-flag": "set-1"}}
+
+        result = client.get_feature_flag(
+            "multi-condition-flag",
+            "test-distinct-id",
+            person_properties={"$geoip_country_code": "DE"},
+        )
+
+        # Should return the API result (set-1), not local evaluation (set-8)
+        self.assertEqual(result, "set-1")
+
+        # Verify API was called (fallback occurred)
+        self.assertEqual(patch_flags.call_count, 1)
+
+    @mock.patch("posthog.client.flags")
+    def test_device_id_bucketing_uses_device_id_for_hash(self, patch_flags):
+        """
+        When a flag has bucketing_identifier: "device_id", the device_id should be
+        used for hashing instead of distinct_id.
+        """
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        # This flag uses device_id for bucketing
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "device-bucketed-flag",
+                "active": True,
+                "filters": {
+                    "bucketing_identifier": "device_id",
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        # Same distinct_id with different device_ids should produce different results
+        # (based on rollout percentage, we check consistency)
+        result1 = client.get_feature_flag(
+            "device-bucketed-flag", "user-123", device_id="device-A"
+        )
+        result2 = client.get_feature_flag(
+            "device-bucketed-flag", "user-123", device_id="device-A"
+        )
+
+        # Same device_id should give consistent results
+        self.assertEqual(result1, result2)
+
+        # No API fallback should occur
+        self.assertEqual(patch_flags.call_count, 0)
+
+    def test_match_feature_flag_properties_without_bucketing_value_is_deprecated(
+        self,
+    ):
+        """
+        match_feature_flag_properties should preserve backward compatibility when
+        bucketing_value is omitted, while warning about deprecation.
+        """
+        from posthog.feature_flags import match_feature_flag_properties
+
+        flag = {
+            "id": 1,
+            "key": "device-bucketed-flag",
+            "active": True,
+            "filters": {
+                "bucketing_identifier": "device_id",
+                "groups": [
+                    {
+                        "properties": [],
+                        "rollout_percentage": 100,
+                    }
+                ],
+            },
+        }
+
+        with self.assertWarnsRegex(
+            DeprecationWarning, "without bucketing_value is deprecated"
+        ):
+            result = match_feature_flag_properties(
+                flag,
+                "user-123",
+                {},
+                device_id="device-123",
+            )
+
+        self.assertTrue(result)
+
+    @mock.patch("posthog.client.flags")
+    def test_device_id_bucketing_same_device_different_users_same_result(
+        self, patch_flags
+    ):
+        """
+        When a flag uses device_id bucketing, different distinct_ids with the same
+        device_id should get the same result.
+        """
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "device-bucketed-flag",
+                "active": True,
+                "filters": {
+                    "bucketing_identifier": "device_id",
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 50,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        # Different distinct_ids with the same device_id should get the same result
+        result1 = client.get_feature_flag(
+            "device-bucketed-flag", "user-A", device_id="shared-device"
+        )
+        result2 = client.get_feature_flag(
+            "device-bucketed-flag", "user-B", device_id="shared-device"
+        )
+        result3 = client.get_feature_flag(
+            "device-bucketed-flag", "user-C", device_id="shared-device"
+        )
+
+        # All should be the same since device_id is the same
+        self.assertEqual(result1, result2)
+        self.assertEqual(result2, result3)
+
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_device_id_bucketing_fallback_when_device_id_missing(self, patch_flags):
+        """
+        When a flag requires device_id for bucketing but none is provided,
+        it should fallback to server evaluation.
+        """
+        patch_flags.return_value = {"featureFlags": {"device-bucketed-flag": True}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "device-bucketed-flag",
+                "active": True,
+                "filters": {
+                    "bucketing_identifier": "device_id",
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        # No device_id provided - should fallback to API
+        result = client.get_feature_flag("device-bucketed-flag", "user-123")
+
+        self.assertTrue(result)
+        # API should have been called
+        self.assertEqual(patch_flags.call_count, 1)
+
+    @mock.patch("posthog.client.flags")
+    def test_device_id_bucketing_returns_none_when_only_evaluate_locally_and_no_device_id(
+        self, patch_flags
+    ):
+        """
+        When only_evaluate_locally=True and device_id is required but missing,
+        should return None instead of falling back to API.
+        """
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "device-bucketed-flag",
+                "active": True,
+                "filters": {
+                    "bucketing_identifier": "device_id",
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        # No device_id + only_evaluate_locally should return None
+        result = client.get_feature_flag(
+            "device-bucketed-flag", "user-123", only_evaluate_locally=True
+        )
+
+        self.assertIsNone(result)
+        # API should NOT have been called
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_default_bucketing_identifier_uses_distinct_id(self, patch_flags):
+        """
+        When bucketing_identifier is not set or is 'distinct_id', should use
+        distinct_id for hashing (default behavior).
+        """
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        # Flag without bucketing_identifier (defaults to distinct_id)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "normal-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 50,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        # Different distinct_ids should potentially produce different results
+        # but same distinct_id should produce same result
+        result1 = client.get_feature_flag("normal-flag", "user-A")
+        result2 = client.get_feature_flag("normal-flag", "user-A")
+
+        self.assertEqual(result1, result2)
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_device_id_bucketing_with_multivariate_flag(self, patch_flags):
+        """
+        Multivariate flag variant selection should use device_id when
+        bucketing_identifier is set to device_id.
+        """
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "multivariate-device-flag",
+                "active": True,
+                "filters": {
+                    "bucketing_identifier": "device_id",
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                    "multivariate": {
+                        "variants": [
+                            {"key": "control", "rollout_percentage": 50},
+                            {"key": "test", "rollout_percentage": 50},
+                        ]
+                    },
+                },
+            }
+        ]
+
+        # Same device_id should give same variant
+        result1 = client.get_feature_flag(
+            "multivariate-device-flag", "user-A", device_id="device-1"
+        )
+        result2 = client.get_feature_flag(
+            "multivariate-device-flag", "user-B", device_id="device-1"
+        )
+
+        # Both should get the same variant because device_id is the same
+        self.assertEqual(result1, result2)
+        self.assertIn(result1, ["control", "test"])
+
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_device_id_bucketing_from_context(self, patch_flags):
+        """
+        When device_id is not passed as a parameter but is set in the context,
+        it should be resolved from context.
+        """
+        from posthog.contexts import new_context, set_context_device_id
+
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "device-bucketed-flag",
+                "active": True,
+                "filters": {
+                    "bucketing_identifier": "device_id",
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        # Set device_id in context
+        with new_context():
+            set_context_device_id("context-device-id")
+            result = client.get_feature_flag("device-bucketed-flag", "user-123")
+
+        # Should evaluate locally using the context device_id
+        self.assertTrue(result)
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_group_flags_ignore_bucketing_identifier(self, patch_flags):
+        """
+        Group flags should continue to use the group identifier for hashing,
+        regardless of the bucketing_identifier setting.
+        """
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "group-flag",
+                "active": True,
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "bucketing_identifier": "device_id",  # Should be ignored for group flags
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+        client.group_type_mapping = {"0": "company"}
+
+        # Even with bucketing_identifier set to device_id, group flag should use group identifier
+        result = client.get_feature_flag(
+            "group-flag",
+            "user-123",
+            groups={"company": "acme-inc"},
+            device_id="some-device",
+        )
+
+        self.assertTrue(result)
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_group_flag_dependency_receives_device_id(self, patch_flags):
+        """
+        Group flag dependency evaluation should receive device_id so dependent
+        device_id-bucketed flags can be evaluated locally.
+        """
+        patch_flags.return_value = {"featureFlags": {"group-parent-flag": "from-api"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "device-dependent-flag",
+                "active": True,
+                "filters": {
+                    "bucketing_identifier": "device_id",
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "key": "group-parent-flag",
+                "active": True,
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "device-dependent-flag",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": ["device-dependent-flag"],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+        client.group_type_mapping = {"0": "company"}
+
+        result = client.get_feature_flag(
+            "group-parent-flag",
+            "user-123",
+            groups={"company": "acme-inc"},
+            device_id="device-123",
+        )
+
+        self.assertTrue(result)
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_group_flag_dependency_ignores_device_id_bucketing_identifier(
+        self, patch_flags
+    ):
+        """
+        Group flag dependencies should keep bucketing by group key, even when
+        the dependent group flag has bucketing_identifier set to device_id.
+        """
+        patch_flags.return_value = {"featureFlags": {"parent-group-flag": "from-api"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "child-group-flag",
+                "active": True,
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "bucketing_identifier": "device_id",
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "key": "parent-group-flag",
+                "active": True,
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "child-group-flag",
+                                    "operator": "flag_evaluates_to",
+                                    "value": True,
+                                    "type": "flag",
+                                    "dependency_chain": ["child-group-flag"],
+                                }
+                            ],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            },
+        ]
+        client.group_type_mapping = {"0": "company"}
+
+        result = client.get_feature_flag(
+            "parent-group-flag",
+            "user-123",
+            groups={"company": "acme-inc"},
+        )
+
+        self.assertTrue(result)
+        self.assertEqual(patch_flags.call_count, 0)
+
+    MIXED_FLAG = {
+        "id": 1,
+        "key": "mixed-flag",
+        "active": True,
+        "filters": {
+            "aggregation_group_type_index": None,
+            "groups": [
+                {
+                    "aggregation_group_type_index": 0,
+                    "properties": [
+                        {
+                            "key": "plan",
+                            "value": "enterprise",
+                            "operator": "exact",
+                            "type": "group",
+                            "group_type_index": 0,
+                        }
+                    ],
+                    "rollout_percentage": 100,
+                },
+                {
+                    "aggregation_group_type_index": None,
+                    "properties": [
+                        {
+                            "key": "email",
+                            "value": "test@example.com",
+                            "operator": "exact",
+                            "type": "person",
+                        }
+                    ],
+                    "rollout_percentage": 100,
+                },
+            ],
+        },
+    }
+
+    @parameterized.expand(
+        [
+            (
+                "person_condition_matches",
+                {"person_properties": {"email": "test@example.com"}},
+                True,
+            ),
+            (
+                "group_condition_matches",
+                {
+                    "groups": {"company": "acme"},
+                    "group_properties": {"company": {"plan": "enterprise"}},
+                },
+                True,
+            ),
+            (
+                "no_match",
+                {
+                    "person_properties": {"email": "wrong@example.com"},
+                    "groups": {"company": "acme"},
+                    "group_properties": {"company": {"plan": "free"}},
+                },
+                False,
+            ),
+        ]
+    )
+    @mock.patch("posthog.client.flags")
+    def test_mixed_targeting(self, _name, call_kwargs, expected, patch_flags):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [self.MIXED_FLAG]
+        client.group_type_mapping = {"0": "company"}
+
+        result = client.get_feature_flag("mixed-flag", "user-123", **call_kwargs)
+        self.assertEqual(bool(result), expected)
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_mixed_targeting_only_group_conditions_no_groups_passed(self, patch_flags):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "mixed-flag",
+                "active": True,
+                "filters": {
+                    "aggregation_group_type_index": None,
+                    "groups": [
+                        {
+                            "aggregation_group_type_index": 0,
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        },
+                    ],
+                },
+            }
+        ]
+        client.group_type_mapping = {"0": "company"}
+
+        # No groups passed, no person condition — all conditions skip, returns False
+        result = client.get_feature_flag(
+            "mixed-flag",
+            "user-123",
+        )
+        self.assertFalse(result)
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_mixed_targeting_rollout_uses_correct_bucketing(self, patch_flags):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "mixed-flag",
+                "active": True,
+                "filters": {
+                    "aggregation_group_type_index": None,
+                    "groups": [
+                        {
+                            "aggregation_group_type_index": 0,
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        },
+                        {
+                            "aggregation_group_type_index": None,
+                            "properties": [],
+                            "rollout_percentage": 0,
+                        },
+                    ],
+                },
+            }
+        ]
+        client.group_type_mapping = {"0": "company"}
+
+        # Group condition at 100% matches, person condition at 0% doesn't matter
+        result = client.get_feature_flag(
+            "mixed-flag",
+            "user-123",
+            groups={"company": "acme"},
+            group_properties={"company": {}},
+        )
+        self.assertTrue(result)
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_with_device_id_bucketing(self, patch_flags):
+        """
+        get_all_flags_and_payloads should properly handle flags with device_id bucketing.
+        """
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "normal-flag",
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "rollout_percentage": 100}],
+                },
+            },
+            {
+                "id": 2,
+                "key": "device-flag",
+                "active": True,
+                "filters": {
+                    "bucketing_identifier": "device_id",
+                    "groups": [{"properties": [], "rollout_percentage": 100}],
+                },
+            },
+        ]
+
+        # With device_id provided, both flags should be evaluated locally
+        result = client.get_all_flags("user-123", device_id="my-device")
+
+        self.assertEqual(result["normal-flag"], True)
+        self.assertEqual(result["device-flag"], True)
+        self.assertEqual(patch_flags.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_fallback_when_device_id_missing_for_some_flags(
+        self, patch_flags
+    ):
+        """
+        When some flags require device_id but it's not provided, those flags
+        should trigger fallback while others can be evaluated locally.
+        """
+        patch_flags.return_value = {
+            "featureFlags": {"normal-flag": True, "device-flag": "from-api"}
+        }
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "normal-flag",
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "rollout_percentage": 100}],
+                },
+            },
+            {
+                "id": 2,
+                "key": "device-flag",
+                "active": True,
+                "filters": {
+                    "bucketing_identifier": "device_id",
+                    "groups": [{"properties": [], "rollout_percentage": 100}],
+                },
+            },
+        ]
+
+        # Without device_id, device-flag can't be evaluated locally
+        client.get_all_flags("user-123")
+
+        # Should fallback to API for all flags when any can't be evaluated locally
+        self.assertEqual(patch_flags.call_count, 1)
+
+
+class TestMatchProperties(unittest.TestCase):
+    def property(self, key, value, operator=None):
+        result = {"key": key, "value": value}
+        if operator is not None:
+            result.update({"operator": operator})
+
+        return result
+
+    def test_match_properties_exact(self):
+        property_a = self.property(key="key", value="value")
+
+        self.assertTrue(match_property(property_a, {"key": "value"}))
+
+        self.assertFalse(match_property(property_a, {"key": "value2"}))
+        self.assertFalse(match_property(property_a, {"key": ""}))
+        self.assertFalse(match_property(property_a, {"key": None}))
+
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_a, {"key2": "value"})
+            match_property(property_a, {})
+
+        property_b = self.property(key="key", value="value", operator="exact")
+        self.assertTrue(match_property(property_b, {"key": "value"}))
+
+        self.assertFalse(match_property(property_b, {"key": "value2"}))
+
+        property_c = self.property(
+            key="key", value=["value1", "value2", "value3"], operator="exact"
+        )
+        self.assertTrue(match_property(property_c, {"key": "value1"}))
+        self.assertTrue(match_property(property_c, {"key": "value2"}))
+        self.assertTrue(match_property(property_c, {"key": "value3"}))
+
+        self.assertFalse(match_property(property_c, {"key": "value4"}))
+
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_c, {"key2": "value"})
+
+    def test_match_properties_not_in(self):
+        property_a = self.property(key="key", value="value", operator="is_not")
+        self.assertTrue(match_property(property_a, {"key": "value2"}))
+        self.assertTrue(match_property(property_a, {"key": ""}))
+        self.assertTrue(match_property(property_a, {"key": None}))
+
+        property_c = self.property(
+            key="key", value=["value1", "value2", "value3"], operator="is_not"
+        )
+        self.assertTrue(match_property(property_c, {"key": "value4"}))
+        self.assertTrue(match_property(property_c, {"key": "value5"}))
+        self.assertTrue(match_property(property_c, {"key": "value6"}))
+        self.assertTrue(match_property(property_c, {"key": ""}))
+        self.assertTrue(match_property(property_c, {"key": None}))
+
+        self.assertFalse(match_property(property_c, {"key": "value2"}))
+        self.assertFalse(match_property(property_c, {"key": "value3"}))
+        self.assertFalse(match_property(property_c, {"key": "value1"}))
+
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_a, {"key2": "value"})
+            match_property(property_c, {"key2": "value1"})  # overrides don't have 'key'
+
+    def test_match_properties_is_set(self):
+        property_a = self.property(key="key", value="is_set", operator="is_set")
+        self.assertTrue(match_property(property_a, {"key": "value"}))
+        self.assertTrue(match_property(property_a, {"key": "value2"}))
+        self.assertTrue(match_property(property_a, {"key": ""}))
+        self.assertFalse(match_property(property_a, {"key": None}))
+
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_a, {"key2": "value"})
+            match_property(property_a, {})
+
+    def test_match_properties_icontains(self):
+        property_a = self.property(key="key", value="valUe", operator="icontains")
+        self.assertTrue(match_property(property_a, {"key": "value"}))
+        self.assertTrue(match_property(property_a, {"key": "value2"}))
+        self.assertTrue(match_property(property_a, {"key": "value3"}))
+        self.assertTrue(match_property(property_a, {"key": "vaLue4"}))
+        self.assertTrue(match_property(property_a, {"key": "343tfvalue5"}))
+
+        self.assertFalse(match_property(property_a, {"key": "Alakazam"}))
+        self.assertFalse(match_property(property_a, {"key": 123}))
+
+        property_b = self.property(key="key", value="3", operator="icontains")
+        self.assertTrue(match_property(property_b, {"key": "3"}))
+        self.assertTrue(match_property(property_b, {"key": 323}))
+        self.assertTrue(match_property(property_b, {"key": "val3"}))
+
+        self.assertFalse(match_property(property_b, {"key": "three"}))
+
+    def test_match_properties_regex(self):
+        property_a = self.property(key="key", value=r"\.com$", operator="regex")
+        self.assertTrue(match_property(property_a, {"key": "value.com"}))
+        self.assertTrue(match_property(property_a, {"key": "value2.com"}))
+        self.assertFalse(match_property(property_a, {"key": "value2com"}))
+
+        self.assertFalse(match_property(property_a, {"key": ".com343tfvalue5"}))
+        self.assertFalse(match_property(property_a, {"key": "Alakazam"}))
+        self.assertFalse(match_property(property_a, {"key": 123}))
+        self.assertFalse(match_property(property_a, {"key": "valuecom"}))
+        self.assertFalse(match_property(property_a, {"key": r"value\com"}))
+
+        property_b = self.property(key="key", value="3", operator="regex")
+        self.assertTrue(match_property(property_b, {"key": "3"}))
+        self.assertTrue(match_property(property_b, {"key": 323}))
+        self.assertTrue(match_property(property_b, {"key": "val3"}))
+
+        self.assertFalse(match_property(property_b, {"key": "three"}))
+
+        # invalid regex
+        property_c = self.property(key="key", value="?*", operator="regex")
+        self.assertFalse(match_property(property_c, {"key": "value"}))
+        self.assertFalse(match_property(property_c, {"key": "value2"}))
+
+        # non string value
+        property_d = self.property(key="key", value=4, operator="regex")
+        self.assertTrue(match_property(property_d, {"key": "4"}))
+        self.assertTrue(match_property(property_d, {"key": 4}))
+
+        self.assertFalse(match_property(property_d, {"key": "value"}))
+
+    def test_match_properties_math_operators(self):
+        property_a = self.property(key="key", value=1, operator="gt")
+        self.assertTrue(match_property(property_a, {"key": 2}))
+        self.assertTrue(match_property(property_a, {"key": 3}))
+
+        self.assertFalse(match_property(property_a, {"key": 0}))
+        self.assertFalse(match_property(property_a, {"key": -1}))
+        # now we handle type mismatches so this should be true
+        self.assertTrue(match_property(property_a, {"key": "23"}))
+
+        property_b = self.property(key="key", value=1, operator="lt")
+        self.assertTrue(match_property(property_b, {"key": 0}))
+        self.assertTrue(match_property(property_b, {"key": -1}))
+        self.assertTrue(match_property(property_b, {"key": -3}))
+
+        self.assertFalse(match_property(property_b, {"key": 1}))
+        self.assertFalse(match_property(property_b, {"key": "1"}))
+        self.assertFalse(match_property(property_b, {"key": "3"}))
+
+        property_c = self.property(key="key", value=1, operator="gte")
+        self.assertTrue(match_property(property_c, {"key": 1}))
+        self.assertTrue(match_property(property_c, {"key": 2}))
+
+        self.assertFalse(match_property(property_c, {"key": 0}))
+        self.assertFalse(match_property(property_c, {"key": -1}))
+        # now we handle type mismatches so this should be true
+        self.assertTrue(match_property(property_c, {"key": "3"}))
+
+        property_d = self.property(key="key", value="43", operator="lte")
+        self.assertTrue(match_property(property_d, {"key": "41"}))
+        self.assertTrue(match_property(property_d, {"key": "42"}))
+        self.assertTrue(match_property(property_d, {"key": "43"}))
+
+        self.assertFalse(match_property(property_d, {"key": "44"}))
+        self.assertFalse(match_property(property_d, {"key": 44}))
+        self.assertTrue(match_property(property_d, {"key": 42}))
+
+        property_e = self.property(key="key", value="30", operator="lt")
+        self.assertTrue(match_property(property_e, {"key": "29"}))
+
+        # depending on the type of override, we adjust type comparison
+        self.assertTrue(match_property(property_e, {"key": "100"}))
+        self.assertFalse(match_property(property_e, {"key": 100}))
+
+        property_f = self.property(key="key", value="123aloha", operator="gt")
+        self.assertFalse(match_property(property_f, {"key": "123"}))
+        self.assertFalse(match_property(property_f, {"key": 122}))
+
+        # this turns into a string comparison
+        self.assertTrue(match_property(property_f, {"key": 129}))
+
+    def test_match_property_date_operators(self):
+        property_a = self.property(
+            key="key", value="2022-05-01", operator="is_date_before"
+        )
+        self.assertTrue(match_property(property_a, {"key": "2022-03-01"}))
+        self.assertTrue(match_property(property_a, {"key": "2022-04-30"}))
+        self.assertTrue(match_property(property_a, {"key": datetime.date(2022, 4, 30)}))
+        self.assertTrue(
+            match_property(property_a, {"key": datetime.datetime(2022, 4, 30, 1, 2, 3)})
+        )
+        self.assertTrue(
+            match_property(
+                property_a,
+                {
+                    "key": datetime.datetime(
+                        2022,
+                        4,
+                        30,
+                        1,
+                        2,
+                        3,
+                        tzinfo=ZoneInfo("Europe/Madrid"),
+                    )
+                },
+            )
+        )
+        self.assertTrue(
+            match_property(
+                property_a, {"key": datetime.datetime.fromisoformat("2022-04-30")}
+            )
+        )
+        self.assertFalse(match_property(property_a, {"key": "2022-05-30"}))
+
+        # Can't be a number
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_a, {"key": 1})
+
+        # can't be invalid string
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_a, {"key": "abcdef"})
+
+        property_b = self.property(
+            key="key", value="2022-05-01", operator="is_date_after"
+        )
+        self.assertTrue(match_property(property_b, {"key": "2022-05-02"}))
+        self.assertTrue(match_property(property_b, {"key": "2022-05-30"}))
+        self.assertTrue(
+            match_property(property_b, {"key": datetime.datetime(2022, 5, 30)})
+        )
+        self.assertTrue(
+            match_property(
+                property_b, {"key": datetime.datetime.fromisoformat("2022-05-30")}
+            )
+        )
+        self.assertFalse(match_property(property_b, {"key": "2022-04-30"}))
+
+        # can't be invalid string
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_b, {"key": "abcdef"})
+
+        # Invalid flag property
+        property_c = self.property(key="key", value=1234, operator="is_date_before")
+
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_c, {"key": 1})
+
+        # Timezone aware property
+        property_d = self.property(
+            key="key", value="2022-04-05 12:34:12 +01:00", operator="is_date_before"
+        )
+        self.assertFalse(match_property(property_d, {"key": "2022-05-30"}))
+
+        self.assertTrue(match_property(property_d, {"key": "2022-03-30"}))
+        self.assertTrue(
+            match_property(property_d, {"key": "2022-04-05 12:34:11 +01:00"})
+        )
+        self.assertTrue(
+            match_property(property_d, {"key": "2022-04-05 12:34:11 +01:00"})
+        )
+
+        self.assertFalse(
+            match_property(property_d, {"key": "2022-04-05 12:34:13 +01:00"})
+        )
+
+        self.assertTrue(
+            match_property(property_d, {"key": "2022-04-05 11:34:11 +00:00"})
+        )
+        self.assertFalse(
+            match_property(property_d, {"key": "2022-04-05 11:34:13 +00:00"})
+        )
+
+    @freeze_time("2022-05-01")
+    def test_match_property_relative_date_operators(self):
+        property_a = self.property(key="key", value="-6h", operator="is_date_before")
+        self.assertTrue(match_property(property_a, {"key": "2022-03-01"}))
+        self.assertTrue(match_property(property_a, {"key": "2022-04-30"}))
+        self.assertTrue(
+            match_property(property_a, {"key": datetime.datetime(2022, 4, 30, 1, 2, 3)})
+        )
+        # false because date comparison, instead of datetime, so reduces to same date
+        self.assertFalse(
+            match_property(property_a, {"key": datetime.date(2022, 4, 30)})
+        )
+
+        self.assertFalse(
+            match_property(
+                property_a, {"key": datetime.datetime(2022, 4, 30, 19, 2, 3)}
+            )
+        )
+        self.assertTrue(
+            match_property(
+                property_a,
+                {
+                    "key": datetime.datetime(
+                        2022,
+                        4,
+                        30,
+                        1,
+                        2,
+                        3,
+                        tzinfo=ZoneInfo("Europe/Madrid"),
+                    )
+                },
+            )
+        )
+        self.assertTrue(
+            match_property(
+                property_a, {"key": datetime.datetime.fromisoformat("2022-04-30")}
+            )
+        )
+        self.assertFalse(match_property(property_a, {"key": "2022-05-30"}))
+
+        # Can't be a number
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_a, {"key": 1})
+
+        # can't be invalid string
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(property_a, {"key": "abcdef"})
+
+        property_b = self.property(key="key", value="1h", operator="is_date_after")
+        self.assertTrue(match_property(property_b, {"key": "2022-05-02"}))
+        self.assertTrue(match_property(property_b, {"key": "2022-05-30"}))
+        self.assertTrue(
+            match_property(property_b, {"key": datetime.datetime(2022, 5, 30)})
+        )
+        self.assertTrue(
+            match_property(
+                property_b, {"key": datetime.datetime.fromisoformat("2022-05-30")}
+            )
+        )
+        self.assertFalse(match_property(property_b, {"key": "2022-04-30"}))
+
+        # can't be invalid string
+        with self.assertRaises(InconclusiveMatchError):
+            self.assertFalse(match_property(property_b, {"key": "abcdef"}))
+
+        # Invalid flag property
+        property_c = self.property(key="key", value=1234, operator="is_date_after")
+
+        with self.assertRaises(InconclusiveMatchError):
+            self.assertFalse(match_property(property_c, {"key": 1}))
+
+        # parsed as 1234-05-01 for some reason?
+        self.assertTrue(match_property(property_c, {"key": "2022-05-30"}))
+
+        # # Timezone aware property
+        property_d = self.property(key="key", value="12d", operator="is_date_before")
+        self.assertFalse(match_property(property_d, {"key": "2022-05-30"}))
+
+        self.assertTrue(match_property(property_d, {"key": "2022-03-30"}))
+        self.assertTrue(
+            match_property(property_d, {"key": "2022-04-05 12:34:11+01:00"})
+        )
+        self.assertTrue(
+            match_property(property_d, {"key": "2022-04-19 01:34:11+02:00"})
+        )
+
+        self.assertFalse(
+            match_property(property_d, {"key": "2022-04-19 02:00:01+02:00"})
+        )
+
+        # Try all possible relative dates
+        property_e = self.property(key="key", value="1h", operator="is_date_before")
+        self.assertFalse(match_property(property_e, {"key": "2022-05-01 00:00:00"}))
+        self.assertTrue(match_property(property_e, {"key": "2022-04-30 22:00:00"}))
+
+        property_f = self.property(key="key", value="-1d", operator="is_date_before")
+        self.assertTrue(match_property(property_f, {"key": "2022-04-29 23:59:00"}))
+        self.assertFalse(match_property(property_f, {"key": "2022-04-30 00:00:01"}))
+
+        property_g = self.property(key="key", value="1w", operator="is_date_before")
+        self.assertTrue(match_property(property_g, {"key": "2022-04-23 00:00:00"}))
+        self.assertFalse(match_property(property_g, {"key": "2022-04-24 00:00:00"}))
+        self.assertFalse(match_property(property_g, {"key": "2022-04-24 00:00:01"}))
+
+        property_h = self.property(key="key", value="1m", operator="is_date_before")
+        self.assertTrue(match_property(property_h, {"key": "2022-03-01 00:00:00"}))
+        self.assertFalse(match_property(property_h, {"key": "2022-04-05 00:00:00"}))
+
+        property_i = self.property(key="key", value="1y", operator="is_date_before")
+        self.assertTrue(match_property(property_i, {"key": "2021-04-28 00:00:00"}))
+        self.assertFalse(match_property(property_i, {"key": "2021-05-01 00:00:01"}))
+
+        property_j = self.property(key="key", value="122h", operator="is_date_after")
+        self.assertTrue(match_property(property_j, {"key": "2022-05-01 00:00:00"}))
+        self.assertFalse(match_property(property_j, {"key": "2022-04-23 01:00:00"}))
+
+        property_k = self.property(key="key", value="2d", operator="is_date_after")
+        self.assertTrue(match_property(property_k, {"key": "2022-05-01 00:00:00"}))
+        self.assertTrue(match_property(property_k, {"key": "2022-04-29 00:00:01"}))
+        self.assertFalse(match_property(property_k, {"key": "2022-04-29 00:00:00"}))
+
+        property_l = self.property(key="key", value="-02w", operator="is_date_after")
+        self.assertTrue(match_property(property_l, {"key": "2022-05-01 00:00:00"}))
+        self.assertFalse(match_property(property_l, {"key": "2022-04-16 00:00:00"}))
+
+        property_m = self.property(key="key", value="1m", operator="is_date_after")
+        self.assertTrue(match_property(property_m, {"key": "2022-04-01 00:00:01"}))
+        self.assertFalse(match_property(property_m, {"key": "2022-04-01 00:00:00"}))
+
+        property_n = self.property(key="key", value="1y", operator="is_date_after")
+        self.assertTrue(match_property(property_n, {"key": "2022-05-01 00:00:00"}))
+        self.assertTrue(match_property(property_n, {"key": "2021-05-01 00:00:01"}))
+        self.assertFalse(match_property(property_n, {"key": "2021-05-01 00:00:00"}))
+        self.assertFalse(match_property(property_n, {"key": "2021-04-30 00:00:00"}))
+        self.assertFalse(match_property(property_n, {"key": "2021-03-01 12:13:00"}))
+
+    def test_none_property_value_with_all_operators(self):
+        property_a = self.property(key="key", value="none", operator="is_not")
+        self.assertFalse(match_property(property_a, {"key": None}))
+        self.assertTrue(match_property(property_a, {"key": "non"}))
+
+        property_b = self.property(key="key", value=None, operator="is_set")
+        self.assertFalse(match_property(property_b, {"key": None}))
+
+        property_c = self.property(key="key", value="no", operator="icontains")
+        self.assertFalse(match_property(property_c, {"key": None}))
+        self.assertFalse(match_property(property_c, {"key": "smh"}))
+
+        property_d = self.property(key="key", value="No", operator="regex")
+        self.assertFalse(match_property(property_d, {"key": None}))
+
+        property_d_lower_case = self.property(key="key", value="no", operator="regex")
+        self.assertFalse(match_property(property_d_lower_case, {"key": None}))
+
+        property_e = self.property(key="key", value=1, operator="gt")
+        self.assertFalse(match_property(property_e, {"key": None}))
+
+        property_f = self.property(key="key", value=1, operator="lt")
+        self.assertFalse(match_property(property_f, {"key": None}))
+
+        property_g = self.property(key="key", value="xyz", operator="gte")
+        self.assertFalse(match_property(property_g, {"key": None}))
+
+        property_h = self.property(key="key", value="Oo", operator="lte")
+        self.assertFalse(match_property(property_h, {"key": None}))
+
+        property_i = self.property(
+            key="key", value="2022-05-01", operator="is_date_before"
+        )
+        self.assertFalse(match_property(property_i, {"key": None}))
+
+        property_j = self.property(
+            key="key", value="2022-05-01", operator="is_date_after"
+        )
+        self.assertFalse(match_property(property_j, {"key": None}))
+
+        property_k = self.property(
+            key="key", value="2022-05-01", operator="is_date_before"
+        )
+        with self.assertRaises(InconclusiveMatchError):
+            self.assertFalse(match_property(property_k, {"key": "random"}))
+
+    def test_match_properties_semver_eq(self):
+        prop = self.property(key="version", value="1.2.3", operator="semver_eq")
+        self.assertTrue(match_property(prop, {"version": "1.2.3"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.4"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.2"}))
+        self.assertFalse(match_property(prop, {"version": "2.0.0"}))
+
+        # Pre-release suffix is stripped for comparison
+        self.assertTrue(match_property(prop, {"version": "1.2.3-alpha.1"}))
+
+        # Partial versions default missing parts to 0
+        prop_partial = self.property(key="version", value="1.2", operator="semver_eq")
+        self.assertTrue(match_property(prop_partial, {"version": "1.2.0"}))
+        self.assertFalse(match_property(prop_partial, {"version": "1.2.1"}))
+
+    def test_match_properties_semver_neq(self):
+        prop = self.property(key="version", value="1.2.3", operator="semver_neq")
+        self.assertFalse(match_property(prop, {"version": "1.2.3"}))
+        self.assertTrue(match_property(prop, {"version": "1.2.4"}))
+        self.assertTrue(match_property(prop, {"version": "2.0.0"}))
+
+    def test_match_properties_semver_gt(self):
+        prop = self.property(key="version", value="1.2.3", operator="semver_gt")
+        self.assertTrue(match_property(prop, {"version": "1.2.4"}))
+        self.assertTrue(match_property(prop, {"version": "1.3.0"}))
+        self.assertTrue(match_property(prop, {"version": "2.0.0"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.3"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.2"}))
+        self.assertFalse(match_property(prop, {"version": "0.9.0"}))
+
+    def test_match_properties_semver_gte(self):
+        prop = self.property(key="version", value="1.2.3", operator="semver_gte")
+        self.assertTrue(match_property(prop, {"version": "1.2.3"}))
+        self.assertTrue(match_property(prop, {"version": "1.2.4"}))
+        self.assertTrue(match_property(prop, {"version": "2.0.0"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.2"}))
+        self.assertFalse(match_property(prop, {"version": "0.9.0"}))
+
+    def test_match_properties_semver_lt(self):
+        prop = self.property(key="version", value="1.2.3", operator="semver_lt")
+        self.assertTrue(match_property(prop, {"version": "1.2.2"}))
+        self.assertTrue(match_property(prop, {"version": "1.1.0"}))
+        self.assertTrue(match_property(prop, {"version": "0.9.0"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.3"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.4"}))
+        self.assertFalse(match_property(prop, {"version": "2.0.0"}))
+
+    def test_match_properties_semver_lte(self):
+        prop = self.property(key="version", value="1.2.3", operator="semver_lte")
+        self.assertTrue(match_property(prop, {"version": "1.2.3"}))
+        self.assertTrue(match_property(prop, {"version": "1.2.2"}))
+        self.assertTrue(match_property(prop, {"version": "0.9.0"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.4"}))
+        self.assertFalse(match_property(prop, {"version": "2.0.0"}))
+
+    def test_match_properties_semver_tilde(self):
+        # ~1.2.3 means >=1.2.3 <1.3.0
+        prop = self.property(key="version", value="1.2.3", operator="semver_tilde")
+        self.assertTrue(match_property(prop, {"version": "1.2.3"}))
+        self.assertTrue(match_property(prop, {"version": "1.2.5"}))
+        self.assertTrue(match_property(prop, {"version": "1.2.99"}))
+        self.assertFalse(match_property(prop, {"version": "1.3.0"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.2"}))
+        self.assertFalse(match_property(prop, {"version": "2.0.0"}))
+
+    def test_match_properties_semver_caret(self):
+        # ^1.2.3 means >=1.2.3 <2.0.0
+        prop = self.property(key="version", value="1.2.3", operator="semver_caret")
+        self.assertTrue(match_property(prop, {"version": "1.2.3"}))
+        self.assertTrue(match_property(prop, {"version": "1.9.0"}))
+        self.assertTrue(match_property(prop, {"version": "1.99.99"}))
+        self.assertFalse(match_property(prop, {"version": "2.0.0"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.2"}))
+        self.assertFalse(match_property(prop, {"version": "0.9.0"}))
+
+        # ^0.2.3 means >=0.2.3 <0.3.0 (leftmost non-zero is minor)
+        prop_zero_major = self.property(
+            key="version", value="0.2.3", operator="semver_caret"
+        )
+        self.assertTrue(match_property(prop_zero_major, {"version": "0.2.3"}))
+        self.assertTrue(match_property(prop_zero_major, {"version": "0.2.9"}))
+        self.assertFalse(match_property(prop_zero_major, {"version": "0.3.0"}))
+        self.assertFalse(match_property(prop_zero_major, {"version": "1.0.0"}))
+
+        # ^0.0.3 means >=0.0.3 <0.0.4 (leftmost non-zero is patch)
+        prop_zero_minor = self.property(
+            key="version", value="0.0.3", operator="semver_caret"
+        )
+        self.assertTrue(match_property(prop_zero_minor, {"version": "0.0.3"}))
+        self.assertFalse(match_property(prop_zero_minor, {"version": "0.0.4"}))
+        self.assertFalse(match_property(prop_zero_minor, {"version": "0.1.0"}))
+
+    def test_match_properties_semver_wildcard(self):
+        # 1.2.* means >=1.2.0 <1.3.0
+        prop = self.property(key="version", value="1.2.*", operator="semver_wildcard")
+        self.assertTrue(match_property(prop, {"version": "1.2.0"}))
+        self.assertTrue(match_property(prop, {"version": "1.2.5"}))
+        self.assertTrue(match_property(prop, {"version": "1.2.99"}))
+        self.assertFalse(match_property(prop, {"version": "1.3.0"}))
+        self.assertFalse(match_property(prop, {"version": "1.1.9"}))
+        self.assertFalse(match_property(prop, {"version": "2.0.0"}))
+
+        # 1.* means >=1.0.0 <2.0.0
+        prop_major = self.property(
+            key="version", value="1.*", operator="semver_wildcard"
+        )
+        self.assertTrue(match_property(prop_major, {"version": "1.0.0"}))
+        self.assertTrue(match_property(prop_major, {"version": "1.99.99"}))
+        self.assertFalse(match_property(prop_major, {"version": "2.0.0"}))
+        self.assertFalse(match_property(prop_major, {"version": "0.9.0"}))
+
+    def test_match_properties_semver_with_prerelease(self):
+        # Pre-release suffixes are stripped before comparison
+        prop = self.property(key="version", value="1.2.3", operator="semver_gt")
+        self.assertTrue(match_property(prop, {"version": "1.3.0-beta.1"}))
+        self.assertFalse(match_property(prop, {"version": "1.2.2-rc.1"}))
+
+        # Flag value can also have pre-release suffix
+        prop_pre = self.property(
+            key="version", value="1.2.3-alpha", operator="semver_gte"
+        )
+        self.assertTrue(match_property(prop_pre, {"version": "1.2.3"}))
+        self.assertTrue(match_property(prop_pre, {"version": "2.0.0"}))
+        self.assertFalse(match_property(prop_pre, {"version": "1.2.2"}))
+
+    def test_match_properties_semver_edge_cases(self):
+        """Test semver parsing handles v-prefix, whitespace, and other common formats."""
+        prop = self.property(key="version", value="1.2.3", operator="semver_eq")
+
+        # v-prefix: "v1.2.3" -> extracts "1.2.3"
+        self.assertTrue(match_property(prop, {"version": "v1.2.3"}))
+
+        # Leading space: " 1.2.3" -> extracts "1.2.3"
+        self.assertTrue(match_property(prop, {"version": " 1.2.3"}))
+
+        # Trailing space: "1.2.3 " -> extracts "1.2.3"
+        self.assertTrue(match_property(prop, {"version": "1.2.3 "}))
+
+        # Flag value with v-prefix
+        prop_v = self.property(key="version", value="v1.2.3", operator="semver_eq")
+        self.assertTrue(match_property(prop_v, {"version": "1.2.3"}))
+
+        # 0.0.0 minimal version
+        prop_min = self.property(key="version", value="0.0.0", operator="semver_eq")
+        self.assertTrue(match_property(prop_min, {"version": "0.0.0"}))
+
+        prop_gt_min = self.property(key="version", value="0.0.0", operator="semver_gt")
+        self.assertTrue(match_property(prop_gt_min, {"version": "0.0.1"}))
+        self.assertFalse(match_property(prop_gt_min, {"version": "0.0.0"}))
+
+        # 4-part version: regex extracts "1.2.3.4" -> takes first 3 parts
+        prop_four = self.property(key="version", value="1.2.3", operator="semver_eq")
+        self.assertTrue(match_property(prop_four, {"version": "1.2.3.4"}))
+
+        # Truly invalid values raise InconclusiveMatchError
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(prop, {"version": "abc"})
+
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(prop, {"version": ""})
+
+        # Leading dot: ".1.2.3" -> invalid, empty first component
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(prop, {"version": ".1.2.3"})
+
+        # Caret with v-prefix in flag value
+        prop_caret_v = self.property(
+            key="version", value="v1.2.3", operator="semver_caret"
+        )
+        self.assertTrue(match_property(prop_caret_v, {"version": "1.5.0"}))
+        self.assertFalse(match_property(prop_caret_v, {"version": "2.0.0"}))
+
+        # Wildcard with v-prefix in property value
+        prop_wild = self.property(
+            key="version", value="1.2.*", operator="semver_wildcard"
+        )
+        self.assertTrue(match_property(prop_wild, {"version": "v1.2.5"}))
+        self.assertFalse(match_property(prop_wild, {"version": "v1.3.0"}))
+
+    def test_match_properties_semver_invalid_values(self):
+        prop = self.property(key="version", value="1.2.3", operator="semver_eq")
+
+        # Invalid person property value
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(prop, {"version": "not-a-version"})
+
+        # Missing key
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(prop, {"other_key": "1.2.3"})
+
+        # None override value returns False (handled before semver logic)
+        self.assertFalse(match_property(prop, {"version": None}))
+
+        # Invalid flag value
+        prop_bad = self.property(key="version", value="not-valid", operator="semver_gt")
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(prop_bad, {"version": "1.2.3"})
+
+    # Semver 2.0.0 §2: numeric identifiers MUST NOT include leading zeros.
+    @parameterized.expand(
+        [
+            ("major", "01.2.3"),
+            ("minor", "1.02.3"),
+            ("patch", "1.2.03"),
+            ("all_components", "01.02.03"),
+            ("two_digit_minor", "1.07.3"),
+            ("triple_zero_major", "001.2.3"),
+        ]
+    )
+    def test_match_properties_semver_rejects_leading_zero_override_value(
+        self, _name, bad_value
+    ):
+        prop = self.property(key="version", value="1.2.3", operator="semver_eq")
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(prop, {"version": bad_value})
+
+    @parameterized.expand(
+        [
+            ("zero_major", "0.1.0"),
+            ("zero_patch", "1.0.0"),
+            ("all_zero", "0.0.0"),
+        ]
+    )
+    def test_match_properties_semver_literal_zero_components_match(self, _name, value):
+        prop = self.property(key="version", value=value, operator="semver_eq")
+        self.assertTrue(match_property(prop, {"version": value}))
+
+    @parameterized.expand(
+        [
+            ("semver_gt", "01.2.3"),
+            ("semver_caret", "1.07.0"),
+            ("semver_tilde", "1.07.0"),
+            ("semver_wildcard", "01.*"),
+        ]
+    )
+    def test_match_properties_semver_rejects_leading_zero_flag_value(
+        self, operator, flag_value
+    ):
+        prop = self.property(key="version", value=flag_value, operator=operator)
+        with self.assertRaises(InconclusiveMatchError):
+            match_property(prop, {"version": "1.2.0"})
+
+    def test_unknown_operator(self):
+        property_a = self.property(key="key", value="2022-05-01", operator="is_unknown")
+        with self.assertRaises(InconclusiveMatchError) as exception_context:
+            match_property(property_a, {"key": "random"})
+        self.assertEqual(
+            str(exception_context.exception), "Unknown operator is_unknown"
+        )
+
+
+class TestDateParsing(unittest.TestCase):
+    @parameterized.expand(
+        [
+            ("iso_date", "2022-05-01"),
+            ("iso_datetime_Z", "2022-04-05T12:34:12Z"),
+            ("iso_datetime_utc", "2022-04-05 12:34:12 UTC"),
+            ("iso_datetime_offset", "2022-04-05 12:34:12 +01:00"),
+        ]
+    )
+    def test_parse_datetime_matches_dateutil_for_supported_formats(self, _name, value):
+        assert parse_datetime(value) == parser.parse(value)
+
+    def test_parse_datetime_year_only_matches_previous_dateutil_behavior(self):
+        with freeze_time("2020-04-03T00:00:00"):
+            assert parse_datetime("1234") == parser.parse("1234")
+
+
+class TestRelativeDateParsing(unittest.TestCase):
+    def test_invalid_input(self):
+        with freeze_time("2020-01-01T12:01:20.1340Z"):
+            assert relative_date_parse_for_feature_flag_matching("1") is None
+            assert relative_date_parse_for_feature_flag_matching("1x") is None
+            assert relative_date_parse_for_feature_flag_matching("1.2y") is None
+            assert relative_date_parse_for_feature_flag_matching("1z") is None
+            assert relative_date_parse_for_feature_flag_matching("1s") is None
+            assert (
+                relative_date_parse_for_feature_flag_matching("123344000.134m") is None
+            )
+            assert relative_date_parse_for_feature_flag_matching("bazinga") is None
+            assert relative_date_parse_for_feature_flag_matching("000bello") is None
+            assert relative_date_parse_for_feature_flag_matching("000hello") is None
+
+            assert relative_date_parse_for_feature_flag_matching("000h") is not None
+            assert relative_date_parse_for_feature_flag_matching("1000h") is not None
+
+    def test_overflow(self):
+        assert relative_date_parse_for_feature_flag_matching("1000000h") is None
+        assert relative_date_parse_for_feature_flag_matching("9999y") is None
+        assert (
+            relative_date_parse_for_feature_flag_matching("100000000000000000y") is None
+        )
+
+    def test_hour_parsing(self):
+        with freeze_time("2020-01-01T12:01:20.1340Z"):
+            assert relative_date_parse_for_feature_flag_matching(
+                "1h"
+            ) == datetime.datetime(
+                2020, 1, 1, 11, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "2h"
+            ) == datetime.datetime(
+                2020, 1, 1, 10, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "24h"
+            ) == datetime.datetime(
+                2019, 12, 31, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "30h"
+            ) == datetime.datetime(
+                2019, 12, 31, 6, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "48h"
+            ) == datetime.datetime(
+                2019, 12, 30, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+
+            assert relative_date_parse_for_feature_flag_matching(
+                "24h"
+            ) == relative_date_parse_for_feature_flag_matching("1d")
+            assert relative_date_parse_for_feature_flag_matching(
+                "48h"
+            ) == relative_date_parse_for_feature_flag_matching("2d")
+
+    def test_day_parsing(self):
+        with freeze_time("2020-01-01T12:01:20.1340Z"):
+            assert relative_date_parse_for_feature_flag_matching(
+                "1d"
+            ) == datetime.datetime(
+                2019, 12, 31, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "2d"
+            ) == datetime.datetime(
+                2019, 12, 30, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "7d"
+            ) == datetime.datetime(
+                2019, 12, 25, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "14d"
+            ) == datetime.datetime(
+                2019, 12, 18, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "30d"
+            ) == datetime.datetime(
+                2019, 12, 2, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+
+            assert relative_date_parse_for_feature_flag_matching(
+                "7d"
+            ) == relative_date_parse_for_feature_flag_matching("1w")
+
+    def test_week_parsing(self):
+        with freeze_time("2020-01-01T12:01:20.1340Z"):
+            assert relative_date_parse_for_feature_flag_matching(
+                "1w"
+            ) == datetime.datetime(
+                2019, 12, 25, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "2w"
+            ) == datetime.datetime(
+                2019, 12, 18, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "4w"
+            ) == datetime.datetime(
+                2019, 12, 4, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "8w"
+            ) == datetime.datetime(
+                2019, 11, 6, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+
+            assert relative_date_parse_for_feature_flag_matching(
+                "1m"
+            ) == datetime.datetime(
+                2019, 12, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "4w"
+            ) != relative_date_parse_for_feature_flag_matching("1m")
+
+    def test_month_parsing(self):
+        with freeze_time("2020-01-01T12:01:20.1340Z"):
+            assert relative_date_parse_for_feature_flag_matching(
+                "1m"
+            ) == datetime.datetime(
+                2019, 12, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "2m"
+            ) == datetime.datetime(
+                2019, 11, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "4m"
+            ) == datetime.datetime(
+                2019, 9, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "8m"
+            ) == datetime.datetime(
+                2019, 5, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+
+            assert relative_date_parse_for_feature_flag_matching(
+                "1y"
+            ) == datetime.datetime(
+                2019, 1, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "12m"
+            ) == relative_date_parse_for_feature_flag_matching("1y")
+
+        with freeze_time("2020-04-03T00:00:00"):
+            assert relative_date_parse_for_feature_flag_matching(
+                "1m"
+            ) == datetime.datetime(2020, 3, 3, 0, 0, 0, tzinfo=datetime.timezone.utc)
+            assert relative_date_parse_for_feature_flag_matching(
+                "2m"
+            ) == datetime.datetime(2020, 2, 3, 0, 0, 0, tzinfo=datetime.timezone.utc)
+            assert relative_date_parse_for_feature_flag_matching(
+                "4m"
+            ) == datetime.datetime(2019, 12, 3, 0, 0, 0, tzinfo=datetime.timezone.utc)
+            assert relative_date_parse_for_feature_flag_matching(
+                "8m"
+            ) == datetime.datetime(2019, 8, 3, 0, 0, 0, tzinfo=datetime.timezone.utc)
+
+            assert relative_date_parse_for_feature_flag_matching(
+                "1y"
+            ) == datetime.datetime(2019, 4, 3, 0, 0, 0, tzinfo=datetime.timezone.utc)
+            assert relative_date_parse_for_feature_flag_matching(
+                "12m"
+            ) == relative_date_parse_for_feature_flag_matching("1y")
+
+    def test_month_parsing_clamps_to_target_month_end(self):
+        for value in ("2020-03-31T00:00:00Z", "2021-03-31T00:00:00Z"):
+            with freeze_time(value):
+                now = datetime.datetime.now(datetime.timezone.utc)
+                assert relative_date_parse_for_feature_flag_matching(
+                    "1m"
+                ) == now - relativedelta(months=1)
+
+    def test_year_parsing_clamps_to_target_month_end(self):
+        with freeze_time("2020-02-29T00:00:00Z"):
+            now = datetime.datetime.now(datetime.timezone.utc)
+            assert relative_date_parse_for_feature_flag_matching(
+                "1y"
+            ) == now - relativedelta(years=1)
+
+    def test_year_parsing(self):
+        with freeze_time("2020-01-01T12:01:20.1340Z"):
+            assert relative_date_parse_for_feature_flag_matching(
+                "1y"
+            ) == datetime.datetime(
+                2019, 1, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "2y"
+            ) == datetime.datetime(
+                2018, 1, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "4y"
+            ) == datetime.datetime(
+                2016, 1, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+            assert relative_date_parse_for_feature_flag_matching(
+                "8y"
+            ) == datetime.datetime(
+                2012, 1, 1, 12, 1, 20, 134000, tzinfo=datetime.timezone.utc
+            )
+
+
+class TestCaptureCalls(unittest.TestCase):
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_capture_is_called(self, patch_flags, patch_capture):
+        patch_flags.return_value = {"featureFlags": {"flags-flag": "flags-value"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "complex-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [{"key": "region", "value": "USA"}],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        self.assertTrue(
+            client.get_feature_flag(
+                "complex-flag",
+                "some-distinct-id",
+                person_properties={"region": "USA", "name": "Aloha"},
+            )
+        )
+        self.assertEqual(patch_capture.call_count, 1)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "complex-flag",
+                "$feature_flag_response": True,
+                "locally_evaluated": True,
+                "$feature/complex-flag": True,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+        patch_capture.reset_mock()
+
+        # called again for same user, shouldn't call capture again
+        self.assertTrue(
+            client.get_feature_flag(
+                "complex-flag",
+                "some-distinct-id",
+                person_properties={"region": "USA", "name": "Aloha"},
+            )
+        )
+        self.assertEqual(patch_capture.call_count, 0)
+        patch_capture.reset_mock()
+
+        # called for different user, should call capture again
+        self.assertTrue(
+            client.get_feature_flag(
+                "complex-flag",
+                "some-distinct-id2",
+                person_properties={"region": "USA", "name": "Aloha"},
+            )
+        )
+        self.assertEqual(patch_capture.call_count, 1)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id2",
+            properties={
+                "$feature_flag": "complex-flag",
+                "$feature_flag_response": True,
+                "locally_evaluated": True,
+                "$feature/complex-flag": True,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+        patch_capture.reset_mock()
+
+        # called for different user, but send configuration is false, so should NOT call capture again
+        self.assertTrue(
+            client.get_feature_flag(
+                "complex-flag",
+                "some-distinct-id345",
+                person_properties={"region": "USA", "name": "Aloha"},
+                send_feature_flag_events=False,
+            )
+        )
+        self.assertEqual(patch_capture.call_count, 0)
+        patch_capture.reset_mock()
+
+        # called for different flag, falls back to /flags, should call capture again
+        self.assertEqual(
+            client.get_feature_flag(
+                "flags-flag",
+                "some-distinct-id2",
+                person_properties={"region": "USA", "name": "Aloha"},
+                groups={"organization": "org1"},
+            ),
+            "flags-value",
+        )
+        self.assertEqual(patch_flags.call_count, 1)
+        self.assertEqual(patch_capture.call_count, 1)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id2",
+            properties={
+                "$feature_flag": "flags-flag",
+                "$feature_flag_response": "flags-value",
+                "locally_evaluated": False,
+                "$feature/flags-flag": "flags-value",
+            },
+            groups={"organization": "org1"},
+            disable_geoip=None,
+        )
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_capture_is_called_with_flag_details(self, patch_flags, patch_capture):
+        patch_flags.return_value = {
+            "flags": {
+                "flags-flag": {
+                    "key": "flags-flag",
+                    "enabled": True,
+                    "variant": "flags-variant",
+                    "reason": {
+                        "description": "Matched condition set 1",
+                    },
+                    "metadata": {
+                        "id": 23,
+                        "version": 42,
+                    },
+                },
+                "false-flag": {
+                    "key": "false-flag",
+                    "enabled": False,
+                    "variant": None,
+                    "reason": {
+                        "code": "no_matching_condition",
+                        "description": "No matching condition",
+                        "condition_index": None,
+                    },
+                    "metadata": {
+                        "id": 1,
+                        "version": 2,
+                    },
+                },
+            },
+            "requestId": "18043bf7-9cf6-44cd-b959-9662ee20d371",
+            "evaluatedAt": 1234567890,
+        }
+        client = Client(FAKE_TEST_API_KEY)
+
+        self.assertEqual(
+            client.get_feature_flag("flags-flag", "some-distinct-id"), "flags-variant"
+        )
+        self.assertEqual(patch_capture.call_count, 1)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "flags-flag",
+                "$feature_flag_response": "flags-variant",
+                "locally_evaluated": False,
+                "$feature/flags-flag": "flags-variant",
+                "$feature_flag_reason": "Matched condition set 1",
+                "$feature_flag_id": 23,
+                "$feature_flag_version": 42,
+                "$feature_flag_request_id": "18043bf7-9cf6-44cd-b959-9662ee20d371",
+                "$feature_flag_evaluated_at": 1234567890,
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_capture_is_called_with_flag_details_and_payload(
+        self, patch_flags, patch_capture
+    ):
+        patch_flags.return_value = {
+            "flags": {
+                "flags-flag-with-payload": {
+                    "key": "flags-flag-with-payload",
+                    "enabled": True,
+                    "variant": None,
+                    "reason": {
+                        "code": "matched_condition",
+                        "condition_index": 0,
+                        "description": "Matched condition set 1",
+                    },
+                    "metadata": {
+                        "id": 23,
+                        "version": 42,
+                        "payload": '{"foo": "bar"}',
+                    },
+                }
+            },
+            "requestId": "18043bf7-9cf6-44cd-b959-9662ee20d371",
+        }
+        client = Client(FAKE_TEST_API_KEY)
+
+        self.assertEqual(
+            client.get_feature_flag_payload(
+                "flags-flag-with-payload",
+                "some-distinct-id",
+                send_feature_flag_events=True,
+            ),
+            {"foo": "bar"},
+        )
+        self.assertEqual(patch_capture.call_count, 1)
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "flags-flag-with-payload",
+                "$feature_flag_response": True,
+                "locally_evaluated": False,
+                "$feature/flags-flag-with-payload": True,
+                "$feature_flag_reason": "Matched condition set 1",
+                "$feature_flag_id": 23,
+                "$feature_flag_version": 42,
+                "$feature_flag_request_id": "18043bf7-9cf6-44cd-b959-9662ee20d371",
+                "$feature_flag_payload": {"foo": "bar"},
+            },
+            groups={},
+            disable_geoip=None,
+        )
+
+    @mock.patch("posthog.client.flags")
+    def test_capture_is_called_but_does_not_add_all_flags(self, patch_flags):
+        patch_flags.return_value = {"featureFlags": {"flags-flag": "flags-value"}}
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "complex-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [{"key": "region", "value": "USA"}],
+                            "rollout_percentage": 100,
+                        },
+                    ],
+                },
+            },
+            {
+                "id": 2,
+                "name": "Gamma Feature",
+                "key": "simple-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        },
+                    ],
+                },
+            },
+        ]
+
+        self.assertTrue(
+            client.get_feature_flag(
+                "complex-flag", "some-distinct-id", person_properties={"region": "USA"}
+            )
+        )
+
+        # Grab the capture message that was just added to the queue
+        msg = client.queue.get(block=False)
+        assert msg["event"] == "$feature_flag_called"
+        assert msg["properties"]["$feature_flag"] == "complex-flag"
+        assert msg["properties"]["$feature_flag_response"] is True
+        assert msg["properties"]["locally_evaluated"] is True
+        assert msg["properties"]["$feature/complex-flag"] is True
+        assert "$feature/simple-flag" not in msg["properties"]
+        assert "$active_feature_flags" not in msg["properties"]
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_get_feature_flag_payload_does_not_send_feature_flag_called_events(
+        self, patch_flags, patch_capture
+    ):
+        """Test that get_feature_flag_payload does NOT send $feature_flag_called events"""
+        patch_flags.return_value = {
+            "featureFlags": {"person-flag": True},
+            "featureFlagPayloads": {"person-flag": 300},
+        }
+        client = Client(
+            project_api_key=FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY
+        )
+
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "person-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [{"key": "region", "value": "USA"}],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                    "payloads": {"true": '"payload"'},
+                },
+            }
+        ]
+
+        payload = client.get_feature_flag_payload(
+            key="person-flag",
+            distinct_id="some-distinct-id",
+            person_properties={"region": "USA", "name": "Aloha"},
+        )
+        self.assertIsNotNone(payload)
+        self.assertEqual(patch_capture.call_count, 0)
+
+    @mock.patch("posthog.client.flags")
+    def test_fallback_to_api_in_get_feature_flag_payload_when_flag_has_static_cohort(
+        self, patch_flags
+    ):
+        """
+        Test that get_feature_flag_payload falls back to API when evaluating
+        a flag with static cohorts, similar to get_feature_flag behavior.
+        """
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+
+        # Mock the local flags response - cohort 999 is NOT in cohorts map (static cohort)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Multi-condition Flag",
+                "key": "multi-condition-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {"key": "id", "value": 999, "type": "cohort"}
+                            ],
+                            "rollout_percentage": 100,
+                            "variant": "variant-1",
+                        }
+                    ],
+                    "multivariate": {
+                        "variants": [{"key": "variant-1", "rollout_percentage": 100}]
+                    },
+                    "payloads": {"variant-1": '{"message": "local-payload"}'},
+                },
+            }
+        ]
+        client.cohorts = {}  # Note: cohort 999 is NOT here - it's a static cohort
+
+        # Mock the API response - user is in the static cohort
+        patch_flags.return_value = {
+            "featureFlags": {"multi-condition-flag": "variant-1"},
+            "featureFlagPayloads": {"multi-condition-flag": '{"message": "from-api"}'},
+        }
+
+        # Call get_feature_flag_payload without match_value to trigger evaluation
+        result = client.get_feature_flag_payload(
+            "multi-condition-flag",
+            "test-distinct-id",
+        )
+
+        # Should return the API payload, not local payload
+        self.assertEqual(result, {"message": "from-api"})
+
+        # Verify API was called (fallback occurred)
+        self.assertEqual(patch_flags.call_count, 1)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_disable_geoip_get_flag_capture_call(self, patch_flags, patch_capture):
+        patch_flags.return_value = {"featureFlags": {"flags-flag": "flags-value"}}
+        client = Client(
+            FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY, disable_geoip=True
+        )
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "complex-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [{"key": "region", "value": "USA"}],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        client.get_feature_flag(
+            "complex-flag",
+            "some-distinct-id",
+            person_properties={"region": "USA", "name": "Aloha"},
+            disable_geoip=False,
+        )
+
+        patch_capture.assert_called_with(
+            "$feature_flag_called",
+            distinct_id="some-distinct-id",
+            properties={
+                "$feature_flag": "complex-flag",
+                "$feature_flag_response": True,
+                "locally_evaluated": True,
+                "$feature/complex-flag": True,
+            },
+            groups={},
+            disable_geoip=False,
+        )
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_capture_fires_per_group_context(self, patch_flags, patch_capture):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Group flag",
+                "key": "group-scoped-flag",
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "rollout_percentage": 100}],
+                },
+            }
+        ]
+
+        # Same user, same flag, same response — but two different group contexts.
+        client.get_feature_flag(
+            "group-scoped-flag", "user-1", groups={"company": "org-a"}
+        )
+        client.get_feature_flag(
+            "group-scoped-flag", "user-1", groups={"company": "org-b"}
+        )
+
+        flag_called_groups = [
+            call.kwargs.get("groups")
+            for call in patch_capture.call_args_list
+            if call.args and call.args[0] == "$feature_flag_called"
+        ]
+        self.assertEqual(len(flag_called_groups), 2)
+        self.assertIn({"company": "org-a"}, flag_called_groups)
+        self.assertIn({"company": "org-b"}, flag_called_groups)
+
+    @parameterized.expand(
+        [
+            (
+                "same_context",
+                {"company": "org-a"},
+                {"company": "org-a"},
+            ),
+            (
+                "different_key_order",
+                {"company": "org-a", "team": "red"},
+                {"team": "red", "company": "org-a"},
+            ),
+        ]
+    )
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_capture_dedupes_repeated_calls_under_same_group_context(
+        self, _name, first_groups, second_groups, patch_flags, patch_capture
+    ):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Group flag",
+                "key": "group-scoped-flag",
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "rollout_percentage": 100}],
+                },
+            }
+        ]
+
+        client.get_feature_flag("group-scoped-flag", "user-1", groups=first_groups)
+        client.get_feature_flag("group-scoped-flag", "user-1", groups=second_groups)
+
+        flag_called_count = sum(
+            1
+            for call in patch_capture.call_args_list
+            if call.args and call.args[0] == "$feature_flag_called"
+        )
+        self.assertEqual(flag_called_count, 1)
+
+    @mock.patch.object(Client, "capture")
+    @mock.patch("posthog.client.flags")
+    def test_capture_multiple_users_doesnt_out_of_memory(
+        self, patch_flags, patch_capture
+    ):
+        client = Client(FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY)
+        # Set on the instance to avoid relying on module-constant patching behavior
+        # across Python/runtime implementations.
+        client.distinct_ids_feature_flags_reported.max_size = 100
+        client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "complex-flag",
+                "active": True,
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": 100,
+                        }
+                    ],
+                },
+            }
+        ]
+
+        for i in range(1000):
+            distinct_id = f"some-distinct-id{i}"
+            client.get_feature_flag(
+                "complex-flag",
+                distinct_id,
+                person_properties={"region": "USA", "name": "Aloha"},
+            )
+            patch_capture.assert_called_with(
+                "$feature_flag_called",
+                distinct_id=distinct_id,
+                properties={
+                    "$feature_flag": "complex-flag",
+                    "$feature_flag_response": True,
+                    "locally_evaluated": True,
+                    "$feature/complex-flag": True,
+                },
+                groups={},
+                disable_geoip=None,
+            )
+
+            self.assertEqual(
+                len(client.distinct_ids_feature_flags_reported), i % 100 + 1
+            )
+
+
+class TestConsistency(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # This ensures no real HTTP POST requests are made
+        cls.capture_patch = mock.patch.object(Client, "capture")
+        cls.capture_patch.start()
+
+    @classmethod
+    def tearDownClass(cls):
+        cls.capture_patch.stop()
+
+    def set_fail(self, e, batch):
+        """Mark the failure handler"""
+        print("FAIL", e, batch)  # noqa: T201
+        self.failed = True
+
+    def setUp(self):
+        self.failed = False
+        self.client = Client(FAKE_TEST_API_KEY, on_error=self.set_fail)
+
+    @mock.patch("posthog.client.get")
+    def test_simple_flag_consistency(self, patch_get):
+        self.client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "simple-flag",
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "rollout_percentage": 45}],
+                },
+            }
+        ]
+
+        results = [
+            False,
+            True,
+            True,
+            False,
+            True,
+            False,
+            False,
+            True,
+            False,
+            True,
+            False,
+            True,
+            True,
+            False,
+            True,
+            False,
+            False,
+            False,
+            True,
+            True,
+            False,
+            True,
+            False,
+            False,
+            True,
+            False,
+            True,
+            True,
+            False,
+            False,
+            False,
+            True,
+            True,
+            True,
+            True,
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            True,
+            True,
+            False,
+            True,
+            True,
+            False,
+            False,
+            False,
+            True,
+            True,
+            False,
+            False,
+            False,
+            False,
+            True,
+            False,
+            True,
+            False,
+            True,
+            False,
+            True,
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+            False,
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+            False,
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+            False,
+            True,
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+            False,
+            False,
+            False,
+            True,
+            True,
+            True,
+            False,
+            False,
+            False,
+            True,
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+            False,
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+            True,
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+            False,
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+            False,
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+            False,
+            False,
+            True,
+            True,
+            True,
+            True,
+            False,
+            False,
+            True,
+            False,
+            True,
+            True,
+            False,
+            False,
+            True,
+            False,
+            False,
+            True,
+            True,
+            False,
+            True,
+            False,
+            False,
+            True,
+            True,
+            True,
+            False,
+            False,
+            False,
+            False,
+            False,
+            True,
+            False,
+            True,
+            False,
+            False,
+            False,
+            False,
+            False,
+            True,
+            True,
+            False,
+            True,
+            True,
+            True,
+            False,
+            False,
+            False,
+            False,
+            True,
+            True,
+            True,
+            True,
+            False,
+            True,
+            True,
+            False,
+            True,
+            False,
+            True,
+            False,
+            True,
+            False,
+            False,
+            False,
+            False,
+            True,
+            True,
+            True,
+            True,
+            False,
+            False,
+            True,
+            False,
+            True,
+            True,
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            True,
+            False,
+            True,
+            False,
+            True,
+            True,
+            False,
+            False,
+            True,
+            True,
+            True,
+            True,
+            False,
+            False,
+            True,
+            False,
+            True,
+            True,
+            False,
+            False,
+            True,
+            True,
+            True,
+            False,
+            True,
+            False,
+            False,
+            True,
+            True,
+            False,
+            False,
+            False,
+            True,
+            False,
+            False,
+            True,
+            False,
+            False,
+            False,
+            True,
+            True,
+            True,
+            True,
+            False,
+            True,
+            False,
+            True,
+            False,
+            True,
+            False,
+            True,
+            False,
+            False,
+            True,
+            False,
+            False,
+            True,
+            False,
+            True,
+            True,
+        ]
+
+        for i in range(1000):
+            distinctID = f"distinct_id_{i}"
+
+            feature_flag_match = self.client.feature_enabled("simple-flag", distinctID)
+
+            if results[i]:
+                self.assertTrue(feature_flag_match)
+            else:
+                self.assertFalse(feature_flag_match)
+
+    @mock.patch("posthog.client.get")
+    def test_multivariate_flag_consistency(self, patch_get):
+        self.client.feature_flags = [
+            {
+                "id": 1,
+                "name": "Beta Feature",
+                "key": "multivariate-flag",
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "rollout_percentage": 55}],
+                    "multivariate": {
+                        "variants": [
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 20,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 20,
+                            },
+                            {
+                                "key": "fourth-variant",
+                                "name": "Fourth Variant",
+                                "rollout_percentage": 5,
+                            },
+                            {
+                                "key": "fifth-variant",
+                                "name": "Fifth Variant",
+                                "rollout_percentage": 5,
+                            },
+                        ],
+                    },
+                },
+            }
+        ]
+
+        results = [
+            "second-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "third-variant",
+            False,
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            "fourth-variant",
+            "first-variant",
+            False,
+            "third-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            False,
+            "third-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            "second-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            "second-variant",
+            "second-variant",
+            "third-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "second-variant",
+            "fourth-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "second-variant",
+            False,
+            "third-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            "fifth-variant",
+            False,
+            "second-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            "third-variant",
+            "third-variant",
+            False,
+            False,
+            False,
+            False,
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "third-variant",
+            "third-variant",
+            False,
+            "third-variant",
+            "second-variant",
+            "third-variant",
+            False,
+            False,
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            "second-variant",
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            "second-variant",
+            "second-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            "third-variant",
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            "fifth-variant",
+            "second-variant",
+            False,
+            "second-variant",
+            False,
+            "first-variant",
+            "third-variant",
+            "first-variant",
+            "fifth-variant",
+            "third-variant",
+            False,
+            False,
+            "fourth-variant",
+            False,
+            False,
+            False,
+            False,
+            "third-variant",
+            False,
+            False,
+            "third-variant",
+            False,
+            "first-variant",
+            "second-variant",
+            "second-variant",
+            "second-variant",
+            False,
+            "first-variant",
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            False,
+            False,
+            "second-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            "first-variant",
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            "third-variant",
+            "third-variant",
+            False,
+            "second-variant",
+            "first-variant",
+            False,
+            "second-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            "fifth-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            "second-variant",
+            "third-variant",
+            "third-variant",
+            False,
+            "first-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            "third-variant",
+            "first-variant",
+            False,
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "second-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "second-variant",
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "third-variant",
+            False,
+            "first-variant",
+            False,
+            "third-variant",
+            False,
+            "third-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            "third-variant",
+            "first-variant",
+            "second-variant",
+            "fifth-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            "third-variant",
+            False,
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            "third-variant",
+            False,
+            False,
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            "fourth-variant",
+            "fourth-variant",
+            "third-variant",
+            "second-variant",
+            "first-variant",
+            "third-variant",
+            "fifth-variant",
+            False,
+            "first-variant",
+            "fifth-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "second-variant",
+            "fifth-variant",
+            "second-variant",
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            False,
+            "third-variant",
+            False,
+            "second-variant",
+            "fifth-variant",
+            False,
+            "third-variant",
+            "first-variant",
+            False,
+            False,
+            "fourth-variant",
+            False,
+            False,
+            "second-variant",
+            False,
+            False,
+            "first-variant",
+            "fourth-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "third-variant",
+            "third-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            False,
+            "first-variant",
+            "third-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            "second-variant",
+            "second-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "fifth-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "second-variant",
+            "third-variant",
+            "first-variant",
+            "fourth-variant",
+            "first-variant",
+            "third-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            False,
+            "fourth-variant",
+            "fifth-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "second-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            False,
+            "first-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            "third-variant",
+            "third-variant",
+            "first-variant",
+            False,
+            False,
+            "second-variant",
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "second-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "third-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "third-variant",
+            "third-variant",
+            False,
+            False,
+            False,
+            False,
+            "third-variant",
+            "fourth-variant",
+            "fourth-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            "first-variant",
+            False,
+            "second-variant",
+            "first-variant",
+            "third-variant",
+            False,
+            "third-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            False,
+            False,
+            False,
+            "fourth-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            "fourth-variant",
+            False,
+            "first-variant",
+            "third-variant",
+            "first-variant",
+            False,
+            False,
+            "third-variant",
+            False,
+            "first-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            "second-variant",
+            "fourth-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            "second-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            "first-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "third-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            "fifth-variant",
+            "fourth-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            "fourth-variant",
+            False,
+            False,
+            False,
+            "fourth-variant",
+            False,
+            False,
+            "third-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "third-variant",
+            "third-variant",
+            "second-variant",
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "second-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            "second-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            "second-variant",
+            False,
+            False,
+            "fifth-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "second-variant",
+            "third-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            "third-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            "fourth-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "third-variant",
+            False,
+            False,
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            "second-variant",
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            "second-variant",
+            "third-variant",
+            "second-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            "second-variant",
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            False,
+            "third-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            "second-variant",
+            "third-variant",
+            "second-variant",
+            "fourth-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            False,
+            "second-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            False,
+            "second-variant",
+            False,
+            False,
+            False,
+            False,
+            "second-variant",
+            False,
+            "first-variant",
+            False,
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            "third-variant",
+            False,
+            "third-variant",
+            False,
+            False,
+            "second-variant",
+            False,
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            "second-variant",
+            False,
+            False,
+            "first-variant",
+            "third-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            "second-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "fifth-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            False,
+            "third-variant",
+            False,
+            False,
+            "second-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            "fourth-variant",
+            "second-variant",
+            "first-variant",
+            "second-variant",
+            False,
+            "second-variant",
+            False,
+            "second-variant",
+            False,
+            "first-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "second-variant",
+            False,
+            "first-variant",
+            False,
+            "fifth-variant",
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            False,
+            "first-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            "fifth-variant",
+            False,
+            False,
+            "third-variant",
+            False,
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            "third-variant",
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            "second-variant",
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            "fifth-variant",
+            "first-variant",
+            False,
+            False,
+            "fourth-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            "fourth-variant",
+            "first-variant",
+            False,
+            "second-variant",
+            "third-variant",
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "third-variant",
+            "third-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "second-variant",
+            False,
+            False,
+            "second-variant",
+            False,
+            "third-variant",
+            "first-variant",
+            "second-variant",
+            "fifth-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "first-variant",
+            "fifth-variant",
+            False,
+            False,
+            False,
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            "fourth-variant",
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "second-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            "third-variant",
+            False,
+            "first-variant",
+            False,
+            "third-variant",
+            "third-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "second-variant",
+            False,
+            "second-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "second-variant",
+            False,
+            "third-variant",
+            False,
+            "first-variant",
+            "fifth-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "fourth-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "fifth-variant",
+            False,
+            False,
+            False,
+            "second-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            "second-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            "third-variant",
+            "first-variant",
+            False,
+            "second-variant",
+            False,
+            False,
+            "third-variant",
+            "second-variant",
+            "third-variant",
+            False,
+            "first-variant",
+            "third-variant",
+            "second-variant",
+            "first-variant",
+            "third-variant",
+            False,
+            False,
+            "first-variant",
+            "first-variant",
+            False,
+            False,
+            False,
+            "first-variant",
+            "third-variant",
+            "second-variant",
+            "first-variant",
+            "first-variant",
+            "first-variant",
+            False,
+            "third-variant",
+            "second-variant",
+            "third-variant",
+            False,
+            False,
+            "third-variant",
+            "first-variant",
+            False,
+            "first-variant",
+        ]
+
+        for i in range(1000):
+            distinctID = f"distinct_id_{i}"
+            feature_flag_match = self.client.get_feature_flag(
+                "multivariate-flag", distinctID
+            )
+
+            if results[i]:
+                self.assertEqual(feature_flag_match, results[i])
+            else:
+                self.assertFalse(feature_flag_match)
+
+    @mock.patch("posthog.client.flags")
+    def test_feature_flag_case_sensitive(self, mock_flags):
+        mock_flags.return_value = {
+            "featureFlags": {}
+        }  # Ensure /flags returns empty flags
+
+        client = Client(
+            project_api_key=FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY
+        )
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "Beta-Feature",
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "rollout_percentage": 100}],
+                },
+            }
+        ]
+
+        # Test that flag evaluation is case-sensitive
+        self.assertTrue(client.feature_enabled("Beta-Feature", "user1"))
+        self.assertFalse(client.feature_enabled("beta-feature", "user1"))
+        self.assertFalse(client.feature_enabled("BETA-FEATURE", "user1"))
+
+    @mock.patch("posthog.client.flags")
+    def test_feature_flag_payload_case_sensitive(self, mock_flags):
+        mock_flags.return_value = {
+            "featureFlags": {"Beta-Feature": True},
+            "featureFlagPayloads": {"Beta-Feature": {"some": "value"}},
+        }
+
+        client = Client(
+            project_api_key=FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY
+        )
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "Beta-Feature",
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "rollout_percentage": 100}],
+                    "payloads": {
+                        "true": {"some": "value"},
+                    },
+                },
+            }
+        ]
+
+        # Test that payload retrieval is case-sensitive
+        self.assertEqual(
+            client.get_feature_flag_payload("Beta-Feature", "user1"), {"some": "value"}
+        )
+        self.assertIsNone(client.get_feature_flag_payload("beta-feature", "user1"))
+        self.assertIsNone(client.get_feature_flag_payload("BETA-FEATURE", "user1"))
+
+    @mock.patch("posthog.client.flags")
+    def test_feature_flag_case_sensitive_consistency(self, mock_flags):
+        mock_flags.return_value = {
+            "featureFlags": {"Beta-Feature": True},
+            "featureFlagPayloads": {"Beta-Feature": {"some": "value"}},
+        }
+
+        client = Client(
+            project_api_key=FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY
+        )
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "Beta-Feature",
+                "active": True,
+                "filters": {
+                    "groups": [{"properties": [], "rollout_percentage": 100}],
+                    "payloads": {
+                        "true": {"some": "value"},
+                    },
+                },
+            }
+        ]
+
+        # Test that flag evaluation and payload retrieval are consistently case-sensitive
+        # Only exact match should work
+        self.assertTrue(client.feature_enabled("Beta-Feature", "user1"))
+        self.assertEqual(
+            client.get_feature_flag_payload("Beta-Feature", "user1"), {"some": "value"}
+        )
+
+        # Different cases should not match
+        test_cases = ["beta-feature", "BETA-FEATURE", "bEtA-FeAtUrE"]
+        for case in test_cases:
+            self.assertFalse(client.feature_enabled(case, "user1"))
+
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_with_flag_keys_to_evaluate(self, mock_flags):
+        """Test that get_all_flags with flag_keys_to_evaluate only evaluates specified flags"""
+        mock_flags.return_value = {
+            "featureFlags": {
+                "flag1": "value1",
+                "flag2": True,
+            }
+        }
+
+        client = Client(
+            project_api_key=FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY
+        )
+
+        # Call get_all_flags with flag_keys_to_evaluate
+        result = client.get_all_flags(
+            "user123",
+            flag_keys_to_evaluate=["flag1", "flag2"],
+            person_properties={"region": "USA"},
+        )
+
+        # Verify flags() was called with flag_keys_to_evaluate
+        mock_flags.assert_called_once()
+        call_args = mock_flags.call_args[1]
+        self.assertEqual(call_args["flag_keys_to_evaluate"], ["flag1", "flag2"])
+        self.assertEqual(
+            call_args["person_properties"], {"distinct_id": "user123", "region": "USA"}
+        )
+
+        # Check the result
+        self.assertEqual(result, {"flag1": "value1", "flag2": True})
+
+    @mock.patch("posthog.client.flags")
+    def test_get_all_flags_and_payloads_with_flag_keys_to_evaluate(self, mock_flags):
+        """Test that get_all_flags_and_payloads with flag_keys_to_evaluate only evaluates specified flags"""
+        mock_flags.return_value = {
+            "featureFlags": {
+                "flag1": "variant1",
+                "flag3": True,
+            },
+            "featureFlagPayloads": {
+                "flag1": {"data": "payload1"},
+                "flag3": {"data": "payload3"},
+            },
+        }
+
+        client = Client(
+            project_api_key=FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY
+        )
+
+        # Call get_all_flags_and_payloads with flag_keys_to_evaluate
+        result = client.get_all_flags_and_payloads(
+            "user123",
+            flag_keys_to_evaluate=["flag1", "flag3"],
+            person_properties={"subscription": "pro"},
+        )
+
+        # Verify flags() was called with flag_keys_to_evaluate
+        mock_flags.assert_called_once()
+        call_args = mock_flags.call_args[1]
+        self.assertEqual(call_args["flag_keys_to_evaluate"], ["flag1", "flag3"])
+        self.assertEqual(
+            call_args["person_properties"],
+            {"distinct_id": "user123", "subscription": "pro"},
+        )
+
+        # Check the result
+        self.assertEqual(result["featureFlags"], {"flag1": "variant1", "flag3": True})
+        self.assertEqual(
+            result["featureFlagPayloads"],
+            {"flag1": {"data": "payload1"}, "flag3": {"data": "payload3"}},
+        )
+
+    def test_get_all_flags_locally_with_flag_keys_to_evaluate(self):
+        """Test that local evaluation with flag_keys_to_evaluate only evaluates specified flags"""
+        client = Client(
+            project_api_key=FAKE_TEST_API_KEY, personal_api_key=FAKE_TEST_API_KEY
+        )
+
+        # Set up multiple flags
+        client.feature_flags = [
+            {
+                "id": 1,
+                "key": "flag1",
+                "active": True,
+                "filters": {"groups": [{"properties": [], "rollout_percentage": 100}]},
+            },
+            {
+                "id": 2,
+                "key": "flag2",
+                "active": True,
+                "filters": {"groups": [{"properties": [], "rollout_percentage": 100}]},
+            },
+            {
+                "id": 3,
+                "key": "flag3",
+                "active": True,
+                "filters": {"groups": [{"properties": [], "rollout_percentage": 100}]},
+            },
+        ]
+
+        # Call get_all_flags with flag_keys_to_evaluate
+        result = client.get_all_flags(
+            "user123",
+            flag_keys_to_evaluate=["flag1", "flag3"],
+            only_evaluate_locally=True,
+        )
+
+        # Should only return flag1 and flag3
+        self.assertEqual(result, {"flag1": True, "flag3": True})
+        self.assertNotIn("flag2", result)
diff --git a/posthog/test/test_flag_definition_cache.py b/posthog/test/test_flag_definition_cache.py
new file mode 100644
index 00000000..829f8454
--- /dev/null
+++ b/posthog/test/test_flag_definition_cache.py
@@ -0,0 +1,829 @@
+"""
+Tests for FlagDefinitionCacheProvider functionality.
+
+These tests follow the patterns from the TypeScript implementation in posthog-js/packages/node.
+"""
+
+import asyncio
+import threading
+import unittest
+from typing import Optional
+from unittest import mock
+
+from posthog.client import Client
+from posthog.flag_definition_cache import (
+    FlagDefinitionCacheData,
+    FlagDefinitionCacheProvider,
+)
+from posthog.request import GetResponse
+from posthog.test.test_utils import FAKE_TEST_API_KEY
+
+
+class MockCacheProvider:
+    """A mock implementation of FlagDefinitionCacheProvider for testing."""
+
+    def __init__(self):
+        self.stored_data: Optional[FlagDefinitionCacheData] = None
+        self.should_fetch_return_value = True
+        self.get_call_count = 0
+        self.should_fetch_call_count = 0
+        self.on_received_call_count = 0
+        self.shutdown_call_count = 0
+        self.should_fetch_error: Optional[Exception] = None
+        self.get_error: Optional[Exception] = None
+        self.on_received_error: Optional[Exception] = None
+        self.shutdown_error: Optional[Exception] = None
+
+    def get_flag_definitions(self) -> Optional[FlagDefinitionCacheData]:
+        self.get_call_count += 1
+        if self.get_error:
+            raise self.get_error
+        return self.stored_data
+
+    def should_fetch_flag_definitions(self) -> bool:
+        self.should_fetch_call_count += 1
+        if self.should_fetch_error:
+            raise self.should_fetch_error
+        return self.should_fetch_return_value
+
+    def on_flag_definitions_received(self, data: FlagDefinitionCacheData) -> None:
+        self.on_received_call_count += 1
+        if self.on_received_error:
+            raise self.on_received_error
+        self.stored_data = data
+
+    def shutdown(self) -> None:
+        self.shutdown_call_count += 1
+        if self.shutdown_error:
+            raise self.shutdown_error
+
+
+class AsyncMockCacheProvider(MockCacheProvider):
+    """An async implementation of FlagDefinitionCacheProvider for testing."""
+
+    def __init__(self):
+        super().__init__()
+        self.loop_ids = []
+        self.thread_ids = []
+
+    async def _record_async_call(self):
+        self.loop_ids.append(id(asyncio.get_running_loop()))
+        self.thread_ids.append(threading.get_ident())
+        await asyncio.sleep(0)
+
+    async def get_flag_definitions(self) -> Optional[FlagDefinitionCacheData]:
+        await self._record_async_call()
+        return super().get_flag_definitions()
+
+    async def should_fetch_flag_definitions(self) -> bool:
+        await self._record_async_call()
+        return super().should_fetch_flag_definitions()
+
+    async def on_flag_definitions_received(self, data: FlagDefinitionCacheData) -> None:
+        await self._record_async_call()
+        super().on_flag_definitions_received(data)
+
+    async def shutdown(self) -> None:
+        await self._record_async_call()
+        super().shutdown()
+
+
+class TestFlagDefinitionCacheProvider(unittest.TestCase):
+    """Tests for the FlagDefinitionCacheProvider protocol."""
+
+    @classmethod
+    def setUpClass(cls):
+        # Prevent real HTTP requests
+        cls.client_post_patcher = mock.patch("posthog.client.batch_post")
+        cls.consumer_post_patcher = mock.patch("posthog.consumer.batch_post")
+        cls.client_post_patcher.start()
+        cls.consumer_post_patcher.start()
+
+    @classmethod
+    def tearDownClass(cls):
+        cls.client_post_patcher.stop()
+        cls.consumer_post_patcher.stop()
+
+    def setUp(self):
+        self.cache_provider = MockCacheProvider()
+        self.sample_flags_data: FlagDefinitionCacheData = {
+            "flags": [
+                {"key": "test-flag", "active": True, "filters": {}},
+                {"key": "another-flag", "active": False, "filters": {}},
+            ],
+            "group_type_mapping": {"0": "company", "1": "project"},
+            "cohorts": {"1": {"properties": []}},
+        }
+
+    def tearDown(self):
+        # Ensure client cleanup
+        pass
+
+    def _create_client_with_cache(self) -> Client:
+        """Create a client with the mock cache provider."""
+        return Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key="test-personal-key",
+            flag_definition_cache_provider=self.cache_provider,
+            sync_mode=True,
+            enable_local_evaluation=False,  # Disable poller for tests
+        )
+
+
+class TestCacheInitialization(TestFlagDefinitionCacheProvider):
+    """Tests for cache initialization behavior."""
+
+    @mock.patch("posthog.client.get")
+    def test_uses_cached_data_when_should_fetch_returns_false(self, mock_get):
+        """When should_fetch returns False and cache has data, use cached data."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.stored_data = self.sample_flags_data
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Should not call API
+        mock_get.assert_not_called()
+
+        # Should have called cache methods
+        self.assertEqual(self.cache_provider.should_fetch_call_count, 1)
+        self.assertEqual(self.cache_provider.get_call_count, 1)
+
+        # Flags should be loaded from cache
+        self.assertEqual(len(client.feature_flags), 2)
+        self.assertEqual(client.feature_flags[0]["key"], "test-flag")
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_fetches_from_api_when_should_fetch_returns_true(self, mock_get):
+        """When should_fetch returns True, fetch from API."""
+        self.cache_provider.should_fetch_return_value = True
+
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Should call API
+        mock_get.assert_called_once()
+
+        # Should have called should_fetch but not get
+        self.assertEqual(self.cache_provider.should_fetch_call_count, 1)
+        self.assertEqual(self.cache_provider.get_call_count, 0)
+
+        # Should have called on_received to store in cache
+        self.assertEqual(self.cache_provider.on_received_call_count, 1)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_emergency_fallback_when_cache_empty_and_no_flags(self, mock_get):
+        """When should_fetch=False but cache is empty and no flags loaded, fetch anyway."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.stored_data = None  # Empty cache
+
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Should call API due to emergency fallback
+        mock_get.assert_called_once()
+
+        # Should have called on_received
+        self.assertEqual(self.cache_provider.on_received_call_count, 1)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_preserves_existing_flags_when_cache_returns_none(self, mock_get):
+        """When cache returns None but client has flags, preserve existing flags."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.stored_data = None  # Empty cache
+
+        client = self._create_client_with_cache()
+
+        # Pre-load flags (simulating a previous successful fetch)
+        client.feature_flags = self.sample_flags_data["flags"]
+        client.group_type_mapping = self.sample_flags_data["group_type_mapping"]
+        client.cohorts = self.sample_flags_data["cohorts"]
+
+        client._load_feature_flags()
+
+        # Should NOT call API since we already have flags
+        mock_get.assert_not_called()
+
+        # Existing flags should be preserved
+        self.assertEqual(len(client.feature_flags), 2)
+        self.assertEqual(client.feature_flags[0]["key"], "test-flag")
+
+        client.join()
+
+
+class TestFetchCoordination(TestFlagDefinitionCacheProvider):
+    """Tests for fetch coordination between workers."""
+
+    @mock.patch("posthog.client.get")
+    def test_calls_should_fetch_before_each_poll(self, mock_get):
+        """should_fetch_flag_definitions is called before each poll cycle."""
+        self.cache_provider.should_fetch_return_value = True
+
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+
+        # First poll
+        client._load_feature_flags()
+        self.assertEqual(self.cache_provider.should_fetch_call_count, 1)
+
+        # Second poll
+        client._load_feature_flags()
+        self.assertEqual(self.cache_provider.should_fetch_call_count, 2)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_does_not_call_on_received_when_fetch_skipped(self, mock_get):
+        """on_flag_definitions_received is NOT called when fetch is skipped."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.stored_data = self.sample_flags_data
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Should not call on_received since we didn't fetch
+        self.assertEqual(self.cache_provider.on_received_call_count, 0)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_stores_data_in_cache_after_api_fetch(self, mock_get):
+        """on_flag_definitions_received receives the fetched data."""
+        self.cache_provider.should_fetch_return_value = True
+
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Should have stored data in cache
+        self.assertEqual(self.cache_provider.on_received_call_count, 1)
+        self.assertIsNotNone(self.cache_provider.stored_data)
+        self.assertEqual(len(self.cache_provider.stored_data["flags"]), 2)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_304_not_modified_does_not_update_cache(self, mock_get):
+        """When API returns 304 Not Modified, cache should not be updated."""
+        self.cache_provider.should_fetch_return_value = True
+
+        # First fetch to populate flags and ETag
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Verify initial fetch worked
+        self.assertEqual(self.cache_provider.on_received_call_count, 1)
+        self.assertEqual(len(client.feature_flags), 2)
+
+        # Second fetch returns 304 Not Modified
+        mock_get.return_value = GetResponse(
+            data=None, etag="test-etag", not_modified=True
+        )
+
+        client._load_feature_flags()
+
+        # API was called twice
+        self.assertEqual(mock_get.call_count, 2)
+
+        # should_fetch was called twice
+        self.assertEqual(self.cache_provider.should_fetch_call_count, 2)
+
+        # on_received should NOT be called again (304 = no new data)
+        self.assertEqual(self.cache_provider.on_received_call_count, 1)
+
+        # Flags should still be present
+        self.assertEqual(len(client.feature_flags), 2)
+
+        client.join()
+
+
+class TestErrorHandling(TestFlagDefinitionCacheProvider):
+    """Tests for error handling in cache provider operations."""
+
+    @mock.patch("posthog.client.get")
+    def test_should_fetch_error_defaults_to_fetching(self, mock_get):
+        """When should_fetch throws an error, default to fetching from API."""
+        self.cache_provider.should_fetch_error = Exception("Lock acquisition failed")
+
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Should still fetch from API
+        mock_get.assert_called_once()
+
+        # Flags should be loaded
+        self.assertEqual(len(client.feature_flags), 2)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_get_error_falls_back_to_api_fetch(self, mock_get):
+        """When get_flag_definitions throws an error, fetch from API."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.get_error = Exception("Cache read failed")
+
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Should fall back to API
+        mock_get.assert_called_once()
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_on_received_error_keeps_flags_in_memory(self, mock_get):
+        """When on_flag_definitions_received throws, flags are still in memory."""
+        self.cache_provider.should_fetch_return_value = True
+        self.cache_provider.on_received_error = Exception("Cache write failed")
+
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Flags should still be loaded in memory despite cache error
+        self.assertEqual(len(client.feature_flags), 2)
+        self.assertEqual(client.feature_flags[0]["key"], "test-flag")
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_shutdown_error_is_logged_but_continues(self, mock_get):
+        """When shutdown throws an error, it's logged but shutdown continues."""
+        self.cache_provider.shutdown_error = Exception("Lock release failed")
+
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Should not raise when joining
+        client.join()
+
+        # Shutdown was called
+        self.assertEqual(self.cache_provider.shutdown_call_count, 1)
+
+
+class TestAsyncCacheProvider(TestFlagDefinitionCacheProvider):
+    """Tests for async FlagDefinitionCacheProvider implementations."""
+
+    def setUp(self):
+        super().setUp()
+        self.cache_provider = AsyncMockCacheProvider()
+
+    @mock.patch("posthog.client.get")
+    def test_awaits_async_provider_for_cached_data(self, mock_get):
+        """Async providers can serve cached data without an API fetch."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.stored_data = self.sample_flags_data
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        mock_get.assert_not_called()
+        self.assertEqual(self.cache_provider.should_fetch_call_count, 1)
+        self.assertEqual(self.cache_provider.get_call_count, 1)
+        self.assertEqual(len(client.feature_flags), 2)
+        self.assertEqual(client.feature_flags[0]["key"], "test-flag")
+        self.assertEqual(len(set(self.cache_provider.loop_ids)), 1)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_awaits_async_provider_when_fetching_from_api(self, mock_get):
+        """Async should_fetch and on_received methods are awaited."""
+        self.cache_provider.should_fetch_return_value = True
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        mock_get.assert_called_once()
+        self.assertEqual(self.cache_provider.should_fetch_call_count, 1)
+        self.assertEqual(self.cache_provider.get_call_count, 0)
+        self.assertEqual(self.cache_provider.on_received_call_count, 1)
+        self.assertEqual(self.cache_provider.stored_data, self.sample_flags_data)
+        self.assertEqual(len(set(self.cache_provider.loop_ids)), 1)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_reuses_async_provider_loop_across_polls_and_shutdown(self, mock_get):
+        """All async cache provider methods run on one reusable event loop."""
+        self.cache_provider.should_fetch_return_value = True
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+        client._load_feature_flags()
+        client.join()
+
+        self.assertEqual(self.cache_provider.should_fetch_call_count, 2)
+        self.assertEqual(self.cache_provider.on_received_call_count, 2)
+        self.assertEqual(self.cache_provider.shutdown_call_count, 1)
+        self.assertEqual(len(set(self.cache_provider.loop_ids)), 1)
+        self.assertEqual(len(set(self.cache_provider.thread_ids)), 1)
+
+    @mock.patch("posthog.client.get")
+    def test_async_provider_can_load_while_caller_loop_is_running(self, mock_get):
+        """Async providers work even when called from an async app context."""
+        self.cache_provider.should_fetch_return_value = True
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+
+        async def load_flags():
+            client._load_feature_flags()
+
+        asyncio.run(load_flags())
+
+        self.assertEqual(len(client.feature_flags), 2)
+        self.assertEqual(self.cache_provider.on_received_call_count, 1)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_async_should_fetch_error_defaults_to_fetching(self, mock_get):
+        """Async should_fetch errors fail open to an API fetch."""
+        self.cache_provider.should_fetch_error = Exception("Lock acquisition failed")
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        mock_get.assert_called_once()
+        self.assertEqual(len(client.feature_flags), 2)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_async_get_error_falls_back_to_api_fetch(self, mock_get):
+        """Async get_flag_definitions errors fail open to an API fetch."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.get_error = Exception("Cache read failed")
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        mock_get.assert_called_once()
+        self.assertEqual(len(client.feature_flags), 2)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_async_on_received_error_keeps_flags_in_memory(self, mock_get):
+        """Async store errors do not discard freshly fetched flag definitions."""
+        self.cache_provider.should_fetch_return_value = True
+        self.cache_provider.on_received_error = Exception("Cache write failed")
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        self.assertEqual(len(client.feature_flags), 2)
+        self.assertEqual(client.feature_flags[0]["key"], "test-flag")
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_async_shutdown_error_is_logged_but_continues(self, mock_get):
+        """Async shutdown errors are logged and do not escape join()."""
+        self.cache_provider.shutdown_error = Exception("Async lock release failed")
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+        client.join()
+
+        self.assertEqual(self.cache_provider.shutdown_call_count, 1)
+
+
+class TestShutdownLifecycle(TestFlagDefinitionCacheProvider):
+    """Tests for shutdown lifecycle."""
+
+    @mock.patch("posthog.client.get")
+    def test_shutdown_calls_cache_provider_shutdown(self, mock_get):
+        """Client shutdown calls cache provider shutdown."""
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Shutdown
+        client.join()
+
+        self.assertEqual(self.cache_provider.shutdown_call_count, 1)
+
+    @mock.patch("posthog.client.get")
+    def test_shutdown_called_even_without_fetching(self, mock_get):
+        """Shutdown is called even when cache was used instead of fetching."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.stored_data = self.sample_flags_data
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+        client.join()
+
+        # Shutdown should still be called
+        self.assertEqual(self.cache_provider.shutdown_call_count, 1)
+
+    @mock.patch("posthog.client.get")
+    def test_multiple_join_calls_only_shutdown_once(self, mock_get):
+        """Calling join() multiple times should only call cache provider shutdown once."""
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Call join multiple times
+        client.join()
+        client.join()
+        client.join()
+
+        # Shutdown should be called each time (current behavior - no guard)
+        # This test documents the current behavior
+        self.assertGreaterEqual(self.cache_provider.shutdown_call_count, 1)
+
+
+class TestBackwardCompatibility(TestFlagDefinitionCacheProvider):
+    """Tests for backward compatibility without cache provider."""
+
+    @mock.patch("posthog.client.get")
+    def test_works_without_cache_provider(self, mock_get):
+        """Client works normally without a cache provider configured."""
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        # Create client without cache provider
+        client = Client(
+            FAKE_TEST_API_KEY,
+            personal_api_key="test-personal-key",
+            sync_mode=True,
+            enable_local_evaluation=False,
+        )
+        client._load_feature_flags()
+
+        # Should fetch from API
+        mock_get.assert_called_once()
+
+        # Flags should be loaded
+        self.assertEqual(len(client.feature_flags), 2)
+
+        client.join()
+
+
+class TestDataIntegrity(TestFlagDefinitionCacheProvider):
+    """Tests for data integrity between cache and client state."""
+
+    @mock.patch("posthog.client.get")
+    def test_cached_flags_available_for_evaluation(self, mock_get):
+        """Flags loaded from cache are available for local evaluation."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.stored_data = {
+            "flags": [
+                {
+                    "key": "test-flag",
+                    "active": True,
+                    "filters": {
+                        "groups": [
+                            {
+                                "properties": [],
+                                "rollout_percentage": 100,
+                            }
+                        ]
+                    },
+                }
+            ],
+            "group_type_mapping": {},
+            "cohorts": {},
+        }
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        # Flag should be accessible
+        self.assertEqual(len(client.feature_flags), 1)
+        self.assertEqual(client.feature_flags_by_key["test-flag"]["key"], "test-flag")
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_group_type_mapping_loaded_from_cache(self, mock_get):
+        """Group type mapping is correctly loaded from cache."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.stored_data = self.sample_flags_data
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        self.assertEqual(client.group_type_mapping["0"], "company")
+        self.assertEqual(client.group_type_mapping["1"], "project")
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_cohorts_loaded_from_cache(self, mock_get):
+        """Cohorts are correctly loaded from cache."""
+        self.cache_provider.should_fetch_return_value = False
+        self.cache_provider.stored_data = self.sample_flags_data
+
+        client = self._create_client_with_cache()
+        client._load_feature_flags()
+
+        self.assertIn("1", client.cohorts)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_cache_updated_when_api_returns_new_data(self, mock_get):
+        """State transition: cache has old data -> API returns new -> cache updated."""
+        # Start with old cached data
+        old_flags_data: FlagDefinitionCacheData = {
+            "flags": [{"key": "old-flag", "active": True, "filters": {}}],
+            "group_type_mapping": {},
+            "cohorts": {},
+        }
+        self.cache_provider.stored_data = old_flags_data
+        self.cache_provider.should_fetch_return_value = False
+
+        client = self._create_client_with_cache()
+
+        # First load from cache
+        client._load_feature_flags()
+        self.assertEqual(client.feature_flags[0]["key"], "old-flag")
+        self.assertEqual(self.cache_provider.on_received_call_count, 0)
+
+        # Now trigger API fetch with new data
+        self.cache_provider.should_fetch_return_value = True
+        new_flags_data: FlagDefinitionCacheData = {
+            "flags": [{"key": "new-flag", "active": True, "filters": {}}],
+            "group_type_mapping": {"0": "company"},
+            "cohorts": {"1": {"properties": []}},
+        }
+        mock_get.return_value = GetResponse(
+            data=new_flags_data, etag="new-etag", not_modified=False
+        )
+
+        client._load_feature_flags()
+
+        # Verify new flags loaded
+        self.assertEqual(client.feature_flags[0]["key"], "new-flag")
+        self.assertEqual(client.group_type_mapping["0"], "company")
+
+        # Verify cache was updated
+        self.assertEqual(self.cache_provider.on_received_call_count, 1)
+        self.assertEqual(self.cache_provider.stored_data["flags"][0]["key"], "new-flag")
+
+        client.join()
+
+
+class TestConcurrency(TestFlagDefinitionCacheProvider):
+    """Tests for thread safety and concurrent access."""
+
+    @mock.patch("posthog.client.get")
+    def test_concurrent_load_feature_flags_is_thread_safe(self, mock_get):
+        """Multiple threads calling _load_feature_flags should not cause errors."""
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        errors = []
+
+        def load_flags():
+            try:
+                client._load_feature_flags()
+            except Exception as e:
+                errors.append(e)
+
+        # Launch 5 threads concurrently
+        threads = [threading.Thread(target=load_flags) for _ in range(5)]
+        for t in threads:
+            t.start()
+        for t in threads:
+            t.join()
+
+        # Should complete without errors
+        self.assertEqual(len(errors), 0, f"Unexpected errors: {errors}")
+
+        # Flags should be loaded
+        self.assertIsNotNone(client.feature_flags)
+        self.assertEqual(len(client.feature_flags), 2)
+
+        client.join()
+
+    @mock.patch("posthog.client.get")
+    def test_concurrent_async_load_feature_flags_uses_single_runner(self, mock_get):
+        """Concurrent async provider calls share one runner loop and shut down cleanly."""
+        self.cache_provider = AsyncMockCacheProvider()
+        mock_get.return_value = GetResponse(
+            data=self.sample_flags_data, etag="test-etag", not_modified=False
+        )
+
+        client = self._create_client_with_cache()
+        errors = []
+        barrier = threading.Barrier(10)
+
+        def load_flags():
+            try:
+                barrier.wait()
+                client._load_feature_flags()
+            except Exception as e:
+                errors.append(e)
+
+        threads = [threading.Thread(target=load_flags) for _ in range(10)]
+        for t in threads:
+            t.start()
+        for t in threads:
+            t.join()
+
+        self.assertEqual(len(errors), 0, f"Unexpected errors: {errors}")
+        self.assertEqual(len(client.feature_flags), 2)
+        self.assertEqual(len(set(self.cache_provider.loop_ids)), 1)
+        self.assertEqual(len(set(self.cache_provider.thread_ids)), 1)
+
+        client.join()
+
+
+class TestProtocolCompliance(unittest.TestCase):
+    """Tests for Protocol compliance."""
+
+    def test_mock_provider_is_protocol_instance(self):
+        """MockCacheProvider satisfies FlagDefinitionCacheProvider protocol."""
+        provider = MockCacheProvider()
+        self.assertIsInstance(provider, FlagDefinitionCacheProvider)
+
+    def test_async_mock_provider_is_protocol_instance(self):
+        """AsyncMockCacheProvider satisfies FlagDefinitionCacheProvider protocol."""
+        provider = AsyncMockCacheProvider()
+        self.assertIsInstance(provider, FlagDefinitionCacheProvider)
+
+    def test_incomplete_provider_is_not_protocol_instance(self):
+        """Class missing methods is not a FlagDefinitionCacheProvider."""
+
+        class IncompleteProvider:
+            def get_flag_definitions(self):
+                return None
+
+        provider = IncompleteProvider()
+        self.assertNotIsInstance(provider, FlagDefinitionCacheProvider)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/posthog/test/test_module.py b/posthog/test/test_module.py
new file mode 100644
index 00000000..b9dea8c5
--- /dev/null
+++ b/posthog/test/test_module.py
@@ -0,0 +1,131 @@
+import unittest
+from unittest import mock
+
+from parameterized import parameterized
+
+import posthog
+from posthog import Posthog
+
+
+class TestModule(unittest.TestCase):
+    posthog = None
+
+    def _assert_enqueue_result(self, result):
+        self.assertEqual(type(result[0]), str)
+
+    def failed(self):
+        self.failed = True
+
+    def setUp(self):
+        self.failed = False
+        self.posthog = Posthog(
+            "testsecret", host="http://localhost:8000", on_error=self.failed
+        )
+
+    def test_track(self):
+        res = self.posthog.capture("python module event", distinct_id="distinct_id")
+        self._assert_enqueue_result(res)
+        self.posthog.flush()
+
+    def test_alias(self):
+        res = self.posthog.alias("previousId", "distinct_id")
+        self._assert_enqueue_result(res)
+        self.posthog.flush()
+
+    def test_flush(self):
+        self.posthog.flush()
+
+
+class TestModuleLevelSetup(unittest.TestCase):
+    def setUp(self):
+        self._original_default_client = posthog.default_client
+        self._original_api_key = posthog.api_key
+        self._original_disabled = posthog.disabled
+        self._original_send = posthog.send
+        posthog.default_client = None
+        posthog.disabled = False
+        posthog.send = False
+
+    def tearDown(self):
+        posthog.default_client = self._original_default_client
+        posthog.api_key = self._original_api_key
+        posthog.disabled = self._original_disabled
+        posthog.send = self._original_send
+
+    @parameterized.expand(
+        [
+            ("unset", None),
+            ("empty", ""),
+            ("whitespace", " \n\t "),
+        ]
+    )
+    def test_setup_configures_disabled_client_when_api_key_is_blank(
+        self, _name, api_key
+    ):
+        posthog.api_key = api_key
+
+        client = posthog.setup()
+
+        self.assertIs(client, posthog.default_client)
+        self.assertEqual(client.api_key, "")
+        self.assertTrue(client.disabled)
+        self.assertIsNone(posthog.capture("Module Python Event", distinct_id="john"))
+
+
+class TestModuleLevelWrappers(unittest.TestCase):
+    """Test that module-level wrapper functions in posthog/__init__.py
+    correctly propagate all parameters to the Client methods."""
+
+    def setUp(self):
+        self.mock_client = mock.MagicMock()
+        self._original_client = posthog.default_client
+        posthog.default_client = self.mock_client
+
+    def tearDown(self):
+        posthog.default_client = self._original_client
+
+    def test_group_identify_propagates_distinct_id(self):
+        posthog.group_identify(
+            "company",
+            "company_123",
+            {"name": "Awesome Inc."},
+            distinct_id="user_456",
+        )
+        self.mock_client.group_identify.assert_called_once_with(
+            group_type="company",
+            group_key="company_123",
+            properties={"name": "Awesome Inc."},
+            timestamp=None,
+            uuid=None,
+            disable_geoip=None,
+            distinct_id="user_456",
+        )
+
+    def test_group_identify_distinct_id_defaults_to_none(self):
+        posthog.group_identify("company", "company_123")
+        call_kwargs = self.mock_client.group_identify.call_args[1]
+        self.assertIsNone(call_kwargs["distinct_id"])
+
+    @parameterized.expand(
+        [
+            ("get_all_flags", "get_all_flags"),
+            ("get_all_flags_and_payloads", "get_all_flags_and_payloads"),
+        ]
+    )
+    def test_flag_keys_to_evaluate_propagated(self, _name, method_name):
+        fn = getattr(posthog, method_name)
+        fn("user_123", flag_keys_to_evaluate=["flag-1", "flag-2"])
+        call_kwargs = getattr(self.mock_client, method_name).call_args[1]
+        self.assertEqual(call_kwargs["flag_keys_to_evaluate"], ["flag-1", "flag-2"])
+
+    @parameterized.expand(
+        [
+            ("get_all_flags", "get_all_flags"),
+            ("get_all_flags_and_payloads", "get_all_flags_and_payloads"),
+        ]
+    )
+    def test_flag_keys_to_evaluate_defaults_to_none(self, _name, method_name):
+        fn = getattr(posthog, method_name)
+        fn("user_123")
+        call_kwargs = getattr(self.mock_client, method_name).call_args[1]
+        self.assertIsNone(call_kwargs["flag_keys_to_evaluate"])
diff --git a/posthog/test/test_request.py b/posthog/test/test_request.py
new file mode 100644
index 00000000..21d67c98
--- /dev/null
+++ b/posthog/test/test_request.py
@@ -0,0 +1,723 @@
+import json
+import unittest
+from datetime import date, datetime
+from unittest import mock
+
+import pytest
+import requests
+
+import posthog.request as request_module
+from posthog.request import (
+    APIError,
+    DatetimeSerializer,
+    GetResponse,
+    KEEP_ALIVE_SOCKET_OPTIONS,
+    QuotaLimitError,
+    _mask_tokens_in_url,
+    batch_post,
+    determine_server_host,
+    disable_connection_reuse,
+    enable_keep_alive,
+    flags,
+    get,
+    set_socket_options,
+)
+from posthog.test.test_utils import TEST_API_KEY
+
+
+@pytest.mark.parametrize(
+    "url, expected",
+    [
+        # Token with params after - masks keeping first 10 chars
+        (
+            "https://example.com/api/flags?token=phc_abc123xyz789&send_cohorts",
+            "https://example.com/api/flags?token=phc_abc123...&send_cohorts",
+        ),
+        # Token at end of URL
+        (
+            "https://example.com/api/flags?token=phc_abc123xyz789",
+            "https://example.com/api/flags?token=phc_abc123...",
+        ),
+        # No token - unchanged
+        (
+            "https://example.com/api/flags?other=value",
+            "https://example.com/api/flags?other=value",
+        ),
+        # Short token (<10 chars) - unchanged
+        (
+            "https://example.com/api/flags?token=short",
+            "https://example.com/api/flags?token=short",
+        ),
+        # Exactly 10 char token - gets ellipsis
+        (
+            "https://example.com/api/flags?token=1234567890",
+            "https://example.com/api/flags?token=1234567890...",
+        ),
+    ],
+)
+def test_mask_tokens_in_url(url, expected):
+    assert _mask_tokens_in_url(url) == expected
+
+
+class TestRequests(unittest.TestCase):
+    def test_valid_request(self):
+        res = batch_post(
+            TEST_API_KEY,
+            batch=[
+                {"distinct_id": "distinct_id", "event": "python event", "type": "track"}
+            ],
+        )
+        self.assertEqual(res.status_code, 200)
+
+    def test_invalid_request_error(self):
+        self.assertRaises(
+            Exception, batch_post, "testsecret", "https://t.posthog.com", False, "[{]"
+        )
+
+    def test_invalid_host(self):
+        self.assertRaises(
+            Exception, batch_post, "testsecret", "t.posthog.com/", batch=[]
+        )
+
+    def test_post_without_path_preserves_type_error(self):
+        mock_session = mock.MagicMock()
+
+        with self.assertRaises(TypeError):
+            request_module.post(
+                TEST_API_KEY,
+                host="https://test.posthog.com",
+                session=mock_session,
+            )
+
+        mock_session.post.assert_not_called()
+
+    def test_post_sends_string_payload_without_gzip(self):
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_session = mock.MagicMock()
+        mock_session.post.return_value = mock_response
+
+        request_module.post(
+            TEST_API_KEY,
+            host="https://test.posthog.com",
+            path="/batch/",
+            session=mock_session,
+            batch=[],
+        )
+
+        mock_session.post.assert_called_once()
+        url = mock_session.post.call_args.args[0]
+        data = mock_session.post.call_args.kwargs["data"]
+        self.assertEqual(url, "https://test.posthog.com/batch/")
+        self.assertIsInstance(data, str)
+
+    def test_post_sends_bytes_payload_with_gzip(self):
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_session = mock.MagicMock()
+        mock_session.post.return_value = mock_response
+
+        request_module.post(
+            TEST_API_KEY,
+            host="https://test.posthog.com",
+            path="/batch/",
+            gzip=True,
+            session=mock_session,
+            batch=[],
+        )
+
+        data = mock_session.post.call_args.kwargs["data"]
+        headers = mock_session.post.call_args.kwargs["headers"]
+        self.assertIsInstance(data, bytes)
+        self.assertEqual(headers["Content-Encoding"], "gzip")
+
+    def test_datetime_serialization(self):
+        data = {"created": datetime(2012, 3, 4, 5, 6, 7, 891011)}
+        result = json.dumps(data, cls=DatetimeSerializer)
+        self.assertEqual(result, '{"created": "2012-03-04T05:06:07.891011"}')
+
+    def test_date_serialization(self):
+        today = date.today()
+        data = {"created": today}
+        result = json.dumps(data, cls=DatetimeSerializer)
+        expected = '{"created": "%s"}' % today.isoformat()
+        self.assertEqual(result, expected)
+
+    def test_should_not_timeout(self):
+        res = batch_post(
+            TEST_API_KEY,
+            batch=[
+                {"distinct_id": "distinct_id", "event": "python event", "type": "track"}
+            ],
+            timeout=15,
+        )
+        self.assertEqual(res.status_code, 200)
+
+    def test_should_timeout(self):
+        with self.assertRaises(requests.ReadTimeout):
+            batch_post(
+                "key",
+                batch=[
+                    {
+                        "distinct_id": "distinct_id",
+                        "event": "python event",
+                        "type": "track",
+                    }
+                ],
+                timeout=0.0001,
+            )
+
+    def test_quota_limited_flags_response(self):
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps(
+            {
+                "quotaLimited": ["feature_flags"],
+                "featureFlags": {},
+                "featureFlagPayloads": {},
+                "errorsWhileComputingFlags": False,
+            }
+        ).encode("utf-8")
+
+        with mock.patch(
+            "posthog.request._flags_session.post", return_value=mock_response
+        ):
+            with self.assertRaises(QuotaLimitError) as cm:
+                flags("fake_key", "fake_host")
+
+            self.assertEqual(cm.exception.status, 200)
+            self.assertEqual(cm.exception.message, "Feature flags quota limited")
+
+    def test_normal_flags_response(self):
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps(
+            {
+                "featureFlags": {"flag1": True},
+                "featureFlagPayloads": {},
+                "errorsWhileComputingFlags": False,
+            }
+        ).encode("utf-8")
+
+        with mock.patch(
+            "posthog.request._flags_session.post", return_value=mock_response
+        ):
+            response = flags("fake_key", "fake_host")
+            self.assertEqual(response["featureFlags"], {"flag1": True})
+
+
+class TestGet(unittest.TestCase):
+    """Unit tests for the get() function HTTP-level behavior."""
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_returns_data_and_etag(self, mock_get):
+        """Test that get() returns GetResponse with data and etag from headers."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response.headers["ETag"] = '"abc123"'
+        mock_response._content = json.dumps({"flags": [{"key": "test-flag"}]}).encode(
+            "utf-8"
+        )
+        mock_get.return_value = mock_response
+
+        response = get("api_key", "/test-url", host="https://example.com")
+
+        self.assertIsInstance(response, GetResponse)
+        self.assertEqual(response.data, {"flags": [{"key": "test-flag"}]})
+        self.assertEqual(response.etag, '"abc123"')
+        self.assertFalse(response.not_modified)
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_sends_if_none_match_header_when_etag_provided(self, mock_get):
+        """Test that If-None-Match header is sent when etag parameter is provided."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response.headers["ETag"] = '"new-etag"'
+        mock_response._content = json.dumps({"flags": []}).encode("utf-8")
+        mock_get.return_value = mock_response
+
+        get("api_key", "/test-url", host="https://example.com", etag='"previous-etag"')
+
+        call_kwargs = mock_get.call_args[1]
+        self.assertEqual(call_kwargs["headers"]["If-None-Match"], '"previous-etag"')
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_does_not_send_if_none_match_when_no_etag(self, mock_get):
+        """Test that If-None-Match header is not sent when no etag provided."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps({"flags": []}).encode("utf-8")
+        mock_get.return_value = mock_response
+
+        get("api_key", "/test-url", host="https://example.com")
+
+        call_kwargs = mock_get.call_args[1]
+        self.assertNotIn("If-None-Match", call_kwargs["headers"])
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_handles_304_not_modified(self, mock_get):
+        """Test that 304 Not Modified response returns not_modified=True with no data."""
+        mock_response = requests.Response()
+        mock_response.status_code = 304
+        mock_response.headers["ETag"] = '"unchanged-etag"'
+        mock_get.return_value = mock_response
+
+        response = get(
+            "api_key", "/test-url", host="https://example.com", etag='"unchanged-etag"'
+        )
+
+        self.assertIsInstance(response, GetResponse)
+        self.assertIsNone(response.data)
+        self.assertEqual(response.etag, '"unchanged-etag"')
+        self.assertTrue(response.not_modified)
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_304_without_etag_header_uses_request_etag(self, mock_get):
+        """Test that 304 response without ETag header falls back to request etag."""
+        mock_response = requests.Response()
+        mock_response.status_code = 304
+        # Server doesn't return ETag header on 304
+        mock_get.return_value = mock_response
+
+        response = get(
+            "api_key", "/test-url", host="https://example.com", etag='"original-etag"'
+        )
+
+        self.assertTrue(response.not_modified)
+        self.assertEqual(response.etag, '"original-etag"')
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_200_without_etag_header(self, mock_get):
+        """Test that 200 response without ETag header returns None for etag."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps({"flags": []}).encode("utf-8")
+        # No ETag header
+        mock_get.return_value = mock_response
+
+        response = get("api_key", "/test-url", host="https://example.com")
+
+        self.assertFalse(response.not_modified)
+        self.assertIsNone(response.etag)
+        self.assertEqual(response.data, {"flags": []})
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_error_response_raises_api_error(self, mock_get):
+        """Test that error responses raise APIError."""
+        mock_response = requests.Response()
+        mock_response.status_code = 401
+        mock_response._content = json.dumps({"detail": "Unauthorized"}).encode("utf-8")
+        mock_get.return_value = mock_response
+
+        with self.assertRaises(APIError) as ctx:
+            get("bad_key", "/test-url", host="https://example.com")
+
+        self.assertEqual(ctx.exception.status, 401)
+        self.assertEqual(ctx.exception.message, "Unauthorized")
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_sends_authorization_header(self, mock_get):
+        """Test that Authorization header is sent with Bearer token."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps({}).encode("utf-8")
+        mock_get.return_value = mock_response
+
+        get("my-api-key", "/test-url", host="https://example.com")
+
+        call_kwargs = mock_get.call_args[1]
+        self.assertEqual(call_kwargs["headers"]["Authorization"], "Bearer my-api-key")
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_sends_user_agent_header(self, mock_get):
+        """Test that User-Agent header is sent."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps({}).encode("utf-8")
+        mock_get.return_value = mock_response
+
+        get("api_key", "/test-url", host="https://example.com")
+
+        call_kwargs = mock_get.call_args[1]
+        self.assertIn("User-Agent", call_kwargs["headers"])
+        self.assertTrue(
+            call_kwargs["headers"]["User-Agent"].startswith("posthog-python/")
+        )
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_passes_timeout(self, mock_get):
+        """Test that timeout parameter is passed to the request."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps({}).encode("utf-8")
+        mock_get.return_value = mock_response
+
+        get("api_key", "/test-url", host="https://example.com", timeout=30)
+
+        call_kwargs = mock_get.call_args[1]
+        self.assertEqual(call_kwargs["timeout"], 30)
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_constructs_full_url(self, mock_get):
+        """Test that host and url are combined correctly."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps({}).encode("utf-8")
+        mock_get.return_value = mock_response
+
+        get("api_key", "/api/flags", host="https://example.com")
+
+        call_args = mock_get.call_args[0]
+        self.assertEqual(call_args[0], "https://example.com/api/flags")
+
+    @mock.patch("posthog.request._session.get")
+    def test_get_removes_trailing_slash_from_host(self, mock_get):
+        """Test that trailing slash is removed from host."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps({}).encode("utf-8")
+        mock_get.return_value = mock_response
+
+        get("api_key", "/api/flags", host="https://example.com/")
+
+        call_args = mock_get.call_args[0]
+        self.assertEqual(call_args[0], "https://example.com/api/flags")
+
+
+@pytest.mark.parametrize(
+    "host, expected",
+    [
+        ("https://t.posthog.com", "https://t.posthog.com"),
+        ("https://t.posthog.com/", "https://t.posthog.com/"),
+        ("t.posthog.com", "t.posthog.com"),
+        ("t.posthog.com/", "t.posthog.com/"),
+        ("https://us.posthog.com.rg.proxy.com", "https://us.posthog.com.rg.proxy.com"),
+        ("app.posthog.com", "app.posthog.com"),
+        ("eu.posthog.com", "eu.posthog.com"),
+        ("https://app.posthog.com", "https://us.i.posthog.com"),
+        ("https://eu.posthog.com", "https://eu.i.posthog.com"),
+        ("https://us.posthog.com", "https://us.i.posthog.com"),
+        ("https://app.posthog.com/", "https://us.i.posthog.com"),
+        ("https://eu.posthog.com/", "https://eu.i.posthog.com"),
+        ("https://us.posthog.com/", "https://us.i.posthog.com"),
+        (" \nhttps://eu.posthog.com/\t ", "https://eu.i.posthog.com"),
+        (" \n\t ", "https://us.i.posthog.com"),
+        (None, "https://us.i.posthog.com"),
+    ],
+)
+def test_routing_to_custom_host(host, expected):
+    assert determine_server_host(host) == expected
+
+
+def test_enable_keep_alive_sets_socket_options():
+    try:
+        enable_keep_alive()
+        from posthog.request import _session
+
+        adapter = _session.get_adapter("https://example.com")
+        assert adapter.socket_options == KEEP_ALIVE_SOCKET_OPTIONS
+    finally:
+        set_socket_options(None)
+
+
+def test_set_socket_options_clears_with_none():
+    try:
+        enable_keep_alive()
+        set_socket_options(None)
+        from posthog.request import _session
+
+        adapter = _session.get_adapter("https://example.com")
+        assert adapter.socket_options is None
+    finally:
+        set_socket_options(None)
+
+
+def test_disable_connection_reuse_creates_fresh_sessions():
+    try:
+        disable_connection_reuse()
+        session1 = request_module._get_session()
+        session2 = request_module._get_session()
+        assert session1 is not session2
+    finally:
+        request_module._pooling_enabled = True
+
+
+def test_set_socket_options_is_idempotent():
+    try:
+        enable_keep_alive()
+        session1 = request_module._session
+        enable_keep_alive()
+        session2 = request_module._session
+        assert session1 is session2
+    finally:
+        set_socket_options(None)
+
+
+class TestFlagsSession(unittest.TestCase):
+    """Tests for flags session configuration."""
+
+    def test_retry_status_forcelist_excludes_rate_limits(self):
+        """Verify 429 (rate limit) is NOT retried - need to wait, not hammer."""
+        from posthog.request import RETRY_STATUS_FORCELIST
+
+        self.assertNotIn(429, RETRY_STATUS_FORCELIST)
+
+    def test_retry_status_forcelist_excludes_quota_errors(self):
+        """Verify 402 (payment required/quota) is NOT retried - won't resolve."""
+        from posthog.request import RETRY_STATUS_FORCELIST
+
+        self.assertNotIn(402, RETRY_STATUS_FORCELIST)
+
+    @mock.patch("posthog.request._get_flags_session")
+    def test_flags_uses_flags_session(self, mock_get_flags_session):
+        """flags() uses the dedicated flags session, not the general session."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps(
+            {
+                "featureFlags": {"test-flag": True},
+                "featureFlagPayloads": {},
+                "errorsWhileComputingFlags": False,
+            }
+        ).encode("utf-8")
+
+        mock_session = mock.MagicMock()
+        mock_session.post.return_value = mock_response
+        mock_get_flags_session.return_value = mock_session
+
+        result = flags("test-key", "https://test.posthog.com", distinct_id="user123")
+
+        self.assertEqual(result["featureFlags"]["test-flag"], True)
+        mock_get_flags_session.assert_called_once()
+        mock_session.post.assert_called_once()
+
+    @mock.patch("posthog.request._get_flags_session")
+    def test_flags_no_retry_on_quota_limit(self, mock_get_flags_session):
+        """flags() raises QuotaLimitError without retrying (at application level)."""
+        mock_response = requests.Response()
+        mock_response.status_code = 200
+        mock_response._content = json.dumps(
+            {
+                "quotaLimited": ["feature_flags"],
+                "featureFlags": {},
+                "featureFlagPayloads": {},
+                "errorsWhileComputingFlags": False,
+            }
+        ).encode("utf-8")
+
+        mock_session = mock.MagicMock()
+        mock_session.post.return_value = mock_response
+        mock_get_flags_session.return_value = mock_session
+
+        with self.assertRaises(QuotaLimitError):
+            flags("test-key", "https://test.posthog.com", distinct_id="user123")
+
+        # QuotaLimitError is raised after response is received, not retried
+        self.assertEqual(mock_session.post.call_count, 1)
+
+
+class TestFlagsSessionNetworkRetries(unittest.TestCase):
+    """Tests for network failure retries in the flags session."""
+
+    def test_flags_session_retry_config_includes_connection_errors(self):
+        """
+        Verify that the flags session is configured to retry on connection errors.
+
+        The urllib3 Retry adapter with connect=2 and read=2 automatically
+        retries on network-level failures (DNS failures, connection refused,
+        connection reset, etc.) up to 2 times each.
+        """
+        from posthog.request import _build_flags_session
+
+        session = _build_flags_session()
+
+        # Get the adapter for https://
+        adapter = session.get_adapter("https://test.posthog.com")
+
+        # Verify retry configuration
+        retry = adapter.max_retries
+        self.assertEqual(retry.total, 2, "Should have 2 total retries")
+        self.assertEqual(retry.connect, 2, "Should retry connection errors twice")
+        self.assertEqual(retry.read, 2, "Should retry read errors twice")
+        self.assertIn("POST", retry.allowed_methods, "Should allow POST retries")
+
+    def test_flags_session_retries_on_server_errors(self):
+        """
+        Verify that transient server errors (5xx) trigger retries.
+
+        This tests the status_forcelist configuration which specifies
+        which HTTP status codes should trigger a retry.
+        """
+        from posthog.request import _build_flags_session, RETRY_STATUS_FORCELIST
+
+        session = _build_flags_session()
+        adapter = session.get_adapter("https://test.posthog.com")
+        retry = adapter.max_retries
+
+        # Verify the status codes that trigger retries
+        self.assertEqual(
+            set(retry.status_forcelist),
+            set(RETRY_STATUS_FORCELIST),
+            "Should retry on transient server errors",
+        )
+
+        # Verify specific codes are included
+        self.assertIn(500, retry.status_forcelist)
+        self.assertIn(502, retry.status_forcelist)
+        self.assertIn(503, retry.status_forcelist)
+        self.assertIn(504, retry.status_forcelist)
+
+        # Verify rate limits and quota errors are NOT retried
+        self.assertNotIn(429, retry.status_forcelist)
+        self.assertNotIn(402, retry.status_forcelist)
+
+    def test_flags_session_has_backoff(self):
+        """
+        Verify that retries use exponential backoff to avoid thundering herd.
+        """
+        from posthog.request import _build_flags_session
+
+        session = _build_flags_session()
+        adapter = session.get_adapter("https://test.posthog.com")
+        retry = adapter.max_retries
+
+        self.assertEqual(
+            retry.backoff_factor,
+            0.5,
+            "Should use 0.5s backoff factor (0.5s, 1s delays)",
+        )
+
+
+class TestFlagsSessionRetryIntegration(unittest.TestCase):
+    """Integration tests that verify actual retry behavior with a local server."""
+
+    def test_retries_on_503_then_succeeds(self):
+        """
+        Verify that 503 errors trigger retries and eventually succeed.
+
+        Uses a local HTTP server that fails twice with 503, then succeeds.
+        This tests the full retry flow including backoff timing.
+        """
+        import threading
+        from http.server import HTTPServer, BaseHTTPRequestHandler
+        from socketserver import ThreadingMixIn
+        from urllib3.util.retry import Retry
+        from posthog.request import HTTPAdapterWithSocketOptions, RETRY_STATUS_FORCELIST
+
+        request_count = 0
+
+        class RetryTestHandler(BaseHTTPRequestHandler):
+            protocol_version = "HTTP/1.1"
+
+            def do_POST(self):
+                nonlocal request_count
+                request_count += 1
+
+                # Read and discard request body to prevent connection issues
+                content_length = int(self.headers.get("Content-Length", 0))
+                if content_length > 0:
+                    self.rfile.read(content_length)
+
+                if request_count <= 2:
+                    self.send_response(503)
+                    self.send_header("Content-Type", "application/json")
+                    body = b'{"error": "Service unavailable"}'
+                    self.send_header("Content-Length", str(len(body)))
+                    self.end_headers()
+                    self.wfile.write(body)
+                else:
+                    self.send_response(200)
+                    self.send_header("Content-Type", "application/json")
+                    body = (
+                        b'{"featureFlags": {"test": true}, "featureFlagPayloads": {}}'
+                    )
+                    self.send_header("Content-Length", str(len(body)))
+                    self.end_headers()
+                    self.wfile.write(body)
+
+            def log_message(self, format, *args):
+                pass  # Suppress logging
+
+        # Use ThreadingMixIn for cleaner shutdown
+        class ThreadedHTTPServer(ThreadingMixIn, HTTPServer):
+            daemon_threads = True
+
+        # Start server on a random available port
+        server = ThreadedHTTPServer(("127.0.0.1", 0), RetryTestHandler)
+        port = server.server_address[1]
+        server_thread = threading.Thread(target=server.serve_forever)
+        server_thread.daemon = True
+        server_thread.start()
+
+        try:
+            # Build session with same retry config as _build_flags_session
+            # but mounted on http:// for local testing
+            adapter = HTTPAdapterWithSocketOptions(
+                max_retries=Retry(
+                    total=2,
+                    connect=2,
+                    read=2,
+                    backoff_factor=0.01,  # Fast backoff for testing
+                    status_forcelist=RETRY_STATUS_FORCELIST,
+                    allowed_methods=["POST"],
+                ),
+            )
+            session = requests.Session()
+            session.mount("http://", adapter)
+
+            response = session.post(
+                f"http://127.0.0.1:{port}/flags/?v=2",
+                json={"distinct_id": "user123"},
+                timeout=5,
+            )
+
+            # Should succeed on 3rd attempt
+            self.assertEqual(response.status_code, 200)
+            self.assertEqual(request_count, 3)  # 1 initial + 2 retries
+        finally:
+            server.shutdown()
+            server.server_close()
+
+    def test_connection_errors_are_retried(self):
+        """
+        Verify that connection errors (no server) trigger retries.
+
+        Binds a socket to get a guaranteed available port, then closes it
+        so connection attempts fail with ConnectionError.
+        """
+        import socket
+        import time
+        from urllib3.util.retry import Retry
+        from posthog.request import HTTPAdapterWithSocketOptions, RETRY_STATUS_FORCELIST
+
+        # Get an available port by binding then closing a socket
+        sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
+        sock.bind(("127.0.0.1", 0))
+        port = sock.getsockname()[1]
+        sock.close()  # Port is now available but nothing is listening
+
+        adapter = HTTPAdapterWithSocketOptions(
+            max_retries=Retry(
+                total=2,
+                connect=2,
+                read=2,
+                backoff_factor=0.05,  # Very fast for testing
+                status_forcelist=RETRY_STATUS_FORCELIST,
+                allowed_methods=["POST"],
+            ),
+        )
+        session = requests.Session()
+        session.mount("http://", adapter)
+
+        start = time.time()
+        with self.assertRaises(requests.exceptions.ConnectionError):
+            session.post(
+                f"http://127.0.0.1:{port}/flags/?v=2",
+                json={"distinct_id": "user123"},
+                timeout=1,
+            )
+        elapsed = time.time() - start
+
+        # With 3 attempts and backoff, should take more than instant
+        # but less than timeout (confirms retries happened)
+        self.assertGreater(elapsed, 0.05, "Should have some delay from retries")
diff --git a/posthog/test/test_size_limited_dict.py b/posthog/test/test_size_limited_dict.py
new file mode 100644
index 00000000..4f9c79a7
--- /dev/null
+++ b/posthog/test/test_size_limited_dict.py
@@ -0,0 +1,34 @@
+import unittest
+
+from parameterized import parameterized
+
+from posthog import utils
+
+
+class TestSizeLimitedDict(unittest.TestCase):
+    @parameterized.expand([(10, 100), (5, 20), (20, 200)])
+    def test_size_limited_dict(self, size: int, iterations: int) -> None:
+        values = utils.SizeLimitedDict(size, lambda _: -1)
+
+        for i in range(iterations):
+            values[i] = i
+
+            assert values[i] == i
+            assert len(values) == i % size + 1
+
+            if i % size == 0:
+                # old numbers should've been removed
+                self.assertIsNone(values.get(i - 1))
+                self.assertIsNone(values.get(i - 3))
+                self.assertIsNone(values.get(i - 5))
+                self.assertIsNone(values.get(i - 9))
+
+    def test_size_limited_dict_forwards_defaultdict_args_and_kwargs(self) -> None:
+        values = utils.SizeLimitedDict(
+            3, lambda: "missing", {"existing": "value"}, other="item"
+        )
+
+        assert values["missing"] == "missing"
+        assert values["existing"] == "value"
+        assert values["other"] == "item"
+        assert values.max_size == 3
diff --git a/posthog/test/test_types.py b/posthog/test/test_types.py
new file mode 100644
index 00000000..cfde58fe
--- /dev/null
+++ b/posthog/test/test_types.py
@@ -0,0 +1,208 @@
+import unittest
+
+from parameterized import parameterized
+
+from posthog.types import (
+    FeatureFlag,
+    FlagMetadata,
+    FlagReason,
+    LegacyFlagMetadata,
+    normalize_flags_response,
+    to_flags_and_payloads,
+)
+
+
+class TestTypes(unittest.TestCase):
+    @parameterized.expand([(True,), (False,)])
+    def test_normalize_decide_response_v4(self, has_errors: bool):
+        resp = {
+            "flags": {
+                "my-flag": FeatureFlag(
+                    key="my-flag",
+                    enabled=True,
+                    variant="test-variant",
+                    reason=FlagReason(
+                        code="matched_condition",
+                        condition_index=0,
+                        description="Matched condition set 1",
+                    ),
+                    metadata=FlagMetadata(
+                        id=1,
+                        payload='{"some": "json"}',
+                        version=2,
+                        description="test-description",
+                    ),
+                )
+            },
+            "errorsWhileComputingFlags": has_errors,
+            "requestId": "test-id",
+        }
+
+        result = normalize_flags_response(resp)
+
+        flag = result["flags"]["my-flag"]
+        self.assertEqual(flag.key, "my-flag")
+        self.assertTrue(flag.enabled)
+        self.assertEqual(flag.variant, "test-variant")
+        self.assertEqual(flag.get_value(), "test-variant")
+        self.assertEqual(
+            flag.reason,
+            FlagReason(
+                code="matched_condition",
+                condition_index=0,
+                description="Matched condition set 1",
+            ),
+        )
+        self.assertEqual(
+            flag.metadata,
+            FlagMetadata(
+                id=1,
+                payload='{"some": "json"}',
+                version=2,
+                description="test-description",
+            ),
+        )
+        self.assertEqual(result["errorsWhileComputingFlags"], has_errors)
+        self.assertEqual(result["requestId"], "test-id")
+
+    def test_normalize_decide_response_legacy(self):
+        # Test legacy response format with "featureFlags" and "featureFlagPayloads"
+        resp = {
+            "featureFlags": {"my-flag": "test-variant"},
+            "featureFlagPayloads": {"my-flag": '{"some": "json-payload"}'},
+            "errorsWhileComputingFlags": False,
+            "requestId": "test-id",
+        }
+
+        result = normalize_flags_response(resp)
+
+        flag = result["flags"]["my-flag"]
+        self.assertEqual(flag.key, "my-flag")
+        self.assertTrue(flag.enabled)
+        self.assertEqual(flag.variant, "test-variant")
+        self.assertEqual(flag.get_value(), "test-variant")
+        self.assertIsNone(flag.reason)
+        self.assertEqual(
+            flag.metadata, LegacyFlagMetadata(payload='{"some": "json-payload"}')
+        )
+        self.assertFalse(result["errorsWhileComputingFlags"])
+        self.assertEqual(result["requestId"], "test-id")
+        # Verify legacy fields are removed
+        self.assertNotIn("featureFlags", result)
+        self.assertNotIn("featureFlagPayloads", result)
+
+    def test_normalize_decide_response_boolean_flag(self):
+        # Test legacy response with boolean flag
+        resp = {"featureFlags": {"my-flag": True}, "errorsWhileComputingFlags": False}
+
+        result = normalize_flags_response(resp)
+
+        self.assertIn("requestId", result)
+        self.assertIsNone(result["requestId"])
+
+        flag = result["flags"]["my-flag"]
+        self.assertEqual(flag.key, "my-flag")
+        self.assertTrue(flag.enabled)
+        self.assertIsNone(flag.variant)
+        self.assertIsNone(flag.reason)
+        self.assertEqual(flag.metadata, LegacyFlagMetadata(payload=None))
+        self.assertFalse(result["errorsWhileComputingFlags"])
+        self.assertNotIn("featureFlags", result)
+        self.assertNotIn("featureFlagPayloads", result)
+
+    def test_to_flags_and_payloads_v4(self):
+        # Test v4 response format
+        resp = {
+            "flags": {
+                "my-variant-flag": FeatureFlag(
+                    key="my-variant-flag",
+                    enabled=True,
+                    variant="test-variant",
+                    reason=FlagReason(
+                        code="matched_condition",
+                        condition_index=0,
+                        description="Matched condition set 1",
+                    ),
+                    metadata=FlagMetadata(
+                        id=1,
+                        payload='{"some": "json"}',
+                        version=2,
+                        description="test-description",
+                    ),
+                ),
+                "my-boolean-flag": FeatureFlag(
+                    key="my-boolean-flag",
+                    enabled=True,
+                    variant=None,
+                    reason=FlagReason(
+                        code="matched_condition",
+                        condition_index=0,
+                        description="Matched condition set 1",
+                    ),
+                    metadata=FlagMetadata(
+                        id=1, payload=None, version=2, description="test-description"
+                    ),
+                ),
+                "disabled-flag": FeatureFlag(
+                    key="disabled-flag",
+                    enabled=False,
+                    variant=None,
+                    reason=None,
+                    metadata=LegacyFlagMetadata(payload=None),
+                ),
+            },
+            "errorsWhileComputingFlags": False,
+            "requestId": "test-id",
+        }
+
+        result = to_flags_and_payloads(resp)
+
+        self.assertEqual(result["featureFlags"]["my-variant-flag"], "test-variant")
+        self.assertEqual(result["featureFlags"]["my-boolean-flag"], True)
+        self.assertEqual(result["featureFlags"]["disabled-flag"], False)
+        self.assertEqual(
+            result["featureFlagPayloads"]["my-variant-flag"], '{"some": "json"}'
+        )
+        self.assertNotIn("my-boolean-flag", result["featureFlagPayloads"])
+        self.assertNotIn("disabled-flag", result["featureFlagPayloads"])
+
+    def test_to_flags_and_payloads_empty(self):
+        # Test empty response
+        resp = {
+            "flags": {},
+            "errorsWhileComputingFlags": False,
+            "requestId": "test-id",
+        }
+
+        result = to_flags_and_payloads(resp)
+
+        self.assertEqual(result["featureFlags"], {})
+        self.assertEqual(result["featureFlagPayloads"], {})
+
+    def test_to_flags_and_payloads_with_payload(self):
+        resp = {
+            "flags": {
+                "decide-flag": {
+                    "key": "decide-flag",
+                    "enabled": True,
+                    "variant": "decide-variant",
+                    "reason": {
+                        "code": "matched_condition",
+                        "condition_index": 0,
+                        "description": "Matched condition set 1",
+                    },
+                    "metadata": {
+                        "id": 23,
+                        "version": 42,
+                        "payload": '{"foo": "bar"}',
+                    },
+                }
+            },
+            "requestId": "18043bf7-9cf6-44cd-b959-9662ee20d371",
+        }
+
+        normalized = normalize_flags_response(resp)
+        result = to_flags_and_payloads(normalized)
+
+        self.assertEqual(result["featureFlags"]["decide-flag"], "decide-variant")
+        self.assertEqual(result["featureFlagPayloads"]["decide-flag"], '{"foo": "bar"}')
diff --git a/posthog/test/test_utils.py b/posthog/test/test_utils.py
new file mode 100644
index 00000000..834e6ac4
--- /dev/null
+++ b/posthog/test/test_utils.py
@@ -0,0 +1,896 @@
+import json
+import sys
+import time
+import unittest
+from contextlib import ExitStack
+from unittest import mock
+from dataclasses import dataclass
+from datetime import date, datetime, timedelta, timezone, tzinfo
+from decimal import Decimal
+from typing import Optional
+from uuid import UUID
+
+from parameterized import parameterized
+from pydantic import BaseModel
+from pydantic.v1 import BaseModel as BaseModelV1
+
+from posthog import utils
+from posthog.types import FeatureFlagResult
+
+TEST_API_KEY = "kOOlRy2QlMY9jHZQv0bKz0FZyazBUoY8Arj0lFVNjs4"
+FAKE_TEST_API_KEY = "random_key"
+
+
+class FakeRedis:
+    def __init__(self, fail=False):
+        self.store = {}
+        self.fail = fail
+        self.setex_calls = []
+        self.scan_calls = []
+        self._last_scan_keys = []
+
+    def _key(self, key):
+        return key.decode() if isinstance(key, bytes) else key
+
+    def get(self, key):
+        if self.fail:
+            raise RuntimeError("redis unavailable")
+        return self.store.get(self._key(key))
+
+    def setex(self, key, ttl, value):
+        if self.fail:
+            raise RuntimeError("redis unavailable")
+        self.setex_calls.append((self._key(key), ttl, value))
+        self.store[self._key(key)] = value
+
+    def set(self, key, value):
+        if self.fail:
+            raise RuntimeError("redis unavailable")
+        self.store[self._key(key)] = value
+
+    def scan(self, cursor, match=None, count=None):
+        if self.fail:
+            raise RuntimeError("redis unavailable")
+        self.scan_calls.append((cursor, match, count))
+        prefix = match[:-1] if match and match.endswith("*") else match
+        if cursor == 0:
+            self._last_scan_keys = [
+                key.encode()
+                for key in sorted(self.store)
+                if prefix is None or key.startswith(prefix)
+            ]
+        keys = self._last_scan_keys
+        midpoint = max(1, len(keys) // 2)
+        if cursor == 0 and len(keys) > 1:
+            return 1, keys[:midpoint]
+        return 0, keys[midpoint:] if cursor == 1 else keys
+
+    def delete(self, *keys):
+        if self.fail:
+            raise RuntimeError("redis unavailable")
+        for key in keys:
+            self.store.pop(self._key(key), None)
+
+
+class TestUtils(unittest.TestCase):
+    @parameterized.expand(
+        [
+            ("naive datetime should be naive", True),
+            ("timezone-aware datetime should not be naive", False),
+        ]
+    )
+    def test_is_naive(self, _name: str, expected_naive: bool):
+        if expected_naive:
+            dt = datetime.now()  # naive datetime
+        else:
+            dt = datetime.now(tz=timezone.utc)  # timezone-aware datetime
+
+        assert utils.is_naive(dt) is expected_naive
+
+    def test_timezone_utils(self):
+        now = datetime.now()
+        utcnow = datetime.now(tz=timezone.utc)
+
+        fixed = utils.guess_timezone(now)
+        assert utils.is_naive(fixed) is False
+
+        shouldnt_be_edited = utils.guess_timezone(utcnow)
+        assert utcnow == shouldnt_be_edited
+
+        old_naive = datetime(2000, 1, 1)
+        fixed_old = utils.guess_timezone(old_naive)
+        assert fixed_old == old_naive.replace(tzinfo=timezone.utc)
+
+    def test_total_seconds(self):
+        delta = timedelta(days=2, seconds=3, microseconds=4)
+        assert utils.total_seconds(delta) == 172803.000004
+
+    def test_is_naive_when_tzinfo_has_no_offset(self):
+        class NoOffset(tzinfo):
+            def utcoffset(self, dt):
+                if dt is None:
+                    return timedelta(hours=1)
+                return None
+
+        assert utils.is_naive(datetime(2024, 1, 1, tzinfo=NoOffset())) is True
+
+    def test_clean(self):
+        simple = {
+            "decimal": Decimal("0.142857"),
+            "unicode": "woo",
+            "date": datetime.now(),
+            "long": 200000000,
+            "integer": 1,
+            "float": 2.0,
+            "bool": True,
+            "str": "woo",
+            "none": None,
+        }
+
+        complicated = {
+            "exception": Exception("This should show up"),
+            "timedelta": timedelta(microseconds=20),
+            "list": [1, 2, 3],
+        }
+
+        combined = dict(simple.items())
+        combined.update(complicated.items())
+
+        pre_clean_keys = combined.keys()
+
+        utils.clean(combined)
+        assert combined.keys() == pre_clean_keys
+
+        # test UUID separately, as the UUID object doesn't equal its string representation according to Python
+        assert (
+            utils.clean(UUID("12345678123456781234567812345678"))
+            == "12345678-1234-5678-1234-567812345678"
+        )
+
+    def test_clean_with_dates(self):
+        dict_with_dates = {
+            "birthdate": date(1980, 1, 1),
+            "registration": datetime.now(tz=timezone.utc),
+        }
+        assert dict_with_dates == utils.clean(dict_with_dates)
+
+    def test_bytes(self):
+        item = bytes(10)
+        utils.clean(item)
+        assert utils.clean(item) == "\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00"
+
+    def test_clean_fn(self):
+        cleaned = utils.clean({"fn": lambda x: x, "number": 4})
+        assert cleaned == {"fn": None, "number": 4}
+
+    @parameterized.expand(
+        [
+            ("http://posthog.io/", "http://posthog.io"),
+            ("http://posthog.io", "http://posthog.io"),
+            ("https://example.com/path/", "https://example.com/path"),
+            ("https://example.com/path", "https://example.com/path"),
+        ]
+    )
+    def test_remove_slash(self, input_url, expected_url):
+        assert expected_url == utils.remove_trailing_slash(input_url)
+
+    def test_clean_pydantic(self):
+        class ModelV2(BaseModel):
+            foo: str
+            bar: int
+            baz: Optional[str] = None
+
+        class ModelV1(BaseModelV1):
+            foo: int
+            bar: str
+
+        class NestedModel(BaseModel):
+            foo: ModelV2
+
+        class ModelDumpOnly:
+            def model_dump(self):
+                return {"foo": "model_dump"}
+
+        assert utils.clean(ModelDumpOnly()) == {"foo": "model_dump"}
+        assert utils.clean(ModelV2(foo="1", bar=2)) == {
+            "foo": "1",
+            "bar": 2,
+            "baz": None,
+        }
+        # Pydantic V1 is not compatible with Python 3.14+
+        if sys.version_info < (3, 14):
+            assert utils.clean(ModelV1(foo=1, bar="2")) == {"foo": 1, "bar": "2"}
+        assert utils.clean(NestedModel(foo=ModelV2(foo="1", bar=2, baz="3"))) == {
+            "foo": {"foo": "1", "bar": 2, "baz": "3"}
+        }
+
+    def test_clean_pydantic_like_class(self) -> None:
+        class Dummy:
+            def model_dump(self, required_param: str) -> dict:
+                return {}
+
+        # previously python 2 code would cause an error while cleaning,
+        # and this entire object would be None, and we would log an error
+        # let's allow ourselves to clean `Dummy` as None,
+        # without blatting the `test` key
+        with mock.patch.object(utils.log, "debug") as debug:
+            assert utils.clean({"test": Dummy()}) == {"test": None}
+        debug.assert_called_once()
+        assert debug.call_args.args[0].startswith(
+            "Could not serialize Pydantic-like model:"
+        )
+
+    def test_clean_containers_and_invalid_dict_values(self):
+        assert utils.clean(
+            (Decimal("1.5"), UUID("12345678123456781234567812345678"))
+        ) == [
+            1.5,
+            "12345678-1234-5678-1234-567812345678",
+        ]
+
+        bad_value = object()
+
+        def clean_or_raise(value):
+            if value is bad_value:
+                raise TypeError("unsupported")
+            return value
+
+        with (
+            mock.patch("posthog.utils.clean", side_effect=clean_or_raise),
+            mock.patch.object(utils.log, "warning") as warning,
+        ):
+            assert utils._clean_dict({"ok": 1, "bad": bad_value}) == {"ok": 1}
+
+        warning.assert_called_once()
+        assert warning.call_args.args[0] == (
+            'Dictionary values must be serializeable to JSON "%s" value %s of type %s is unsupported.'
+        )
+        assert warning.call_args.args[1:] == ("bad", bad_value, type(bad_value))
+
+    def test_coerce_unicode(self):
+        assert utils._coerce_unicode("already unicode") == "already unicode"
+        assert utils._coerce_unicode(b"bytes") == "bytes"
+        assert utils._coerce_unicode(123) is None
+
+        with mock.patch.object(utils.log, "warning") as warning:
+            assert utils._coerce_unicode(b"\xff") is None
+        warning.assert_called_once()
+        assert warning.call_args.args[0] == "Error decoding: %s"
+        assert "invalid start byte" in warning.call_args.args[1]
+
+        class UndecodableBytes(bytes):
+            def decode(self, *args, **kwargs):
+                raise Exception("left", "right")
+
+        with mock.patch.object(utils.log, "warning") as warning:
+            assert utils._coerce_unicode(UndecodableBytes(b"broken")) is None
+        assert warning.call_args.args[1] == "left:right"
+
+    def test_regex_datetime_and_case_helpers(self):
+        assert utils.is_valid_regex("^posthog.*") is True
+        assert utils.is_valid_regex("[") is False
+
+        naive = datetime(2024, 1, 1)
+        aware = datetime(2024, 1, 1, tzinfo=timezone.utc)
+        assert utils.convert_to_datetime_aware(naive) == aware
+        assert utils.convert_to_datetime_aware(aware) is aware
+
+        assert utils.str_icontains("Hello World", "WORLD") is True
+        assert utils.str_icontains("Hello World", "python") is False
+        assert utils.str_iequals("Hello World", "hello world") is True
+        assert utils.str_iequals("Hello World", "hello") is False
+
+    @parameterized.expand(
+        [
+            (
+                "win32 with version",
+                "win32",
+                {"$os": "Windows", "$os_version": "11"},
+                ("11", "", "", ""),
+            ),
+            (
+                "win32 without version",
+                "win32",
+                {"$os": "Windows", "$os_version": ""},
+                ("", "", "", ""),
+            ),
+            (
+                "darwin",
+                "darwin",
+                {"$os": "Mac OS X", "$os_version": "14.4"},
+                None,
+                ("14.4", ("", "", ""), ""),
+            ),
+            (
+                "linux",
+                "linux",
+                {
+                    "$os": "Linux",
+                    "$os_version": "24.04",
+                    "$os_distro": "Ubuntu",
+                },
+                None,
+                None,
+                {"version": "24.04"},
+                "Ubuntu",
+            ),
+            (
+                "freebsd",
+                "freebsd13",
+                {"$os": "FreeBSD", "$os_version": "13.2"},
+                None,
+                None,
+                None,
+                None,
+                "13.2",
+            ),
+            (
+                "generic fallback",
+                "sunos",
+                {"$os": "sunos", "$os_version": "5.11"},
+                None,
+                None,
+                None,
+                None,
+                "5.11",
+            ),
+        ]
+    )
+    def test_get_os_info_branches(
+        self,
+        _name,
+        sys_platform,
+        expected,
+        win32_ver=None,
+        mac_ver=None,
+        distro_info=None,
+        distro_name=None,
+        release=None,
+    ):
+        patches = [mock.patch.object(utils.sys, "platform", sys_platform)]
+        if win32_ver is not None:
+            patches.append(
+                mock.patch.object(utils.platform, "win32_ver", return_value=win32_ver)
+            )
+        if mac_ver is not None:
+            patches.append(
+                mock.patch.object(utils.platform, "mac_ver", return_value=mac_ver)
+            )
+        if distro_info is not None:
+            patches.append(
+                mock.patch.object(utils.distro, "info", return_value=distro_info)
+            )
+        if distro_name is not None:
+            patches.append(
+                mock.patch.object(utils.distro, "name", return_value=distro_name)
+            )
+        if release is not None:
+            patches.append(
+                mock.patch.object(utils.platform, "release", return_value=release)
+            )
+
+        with ExitStack() as stack:
+            for patch in patches:
+                stack.enter_context(patch)
+            assert utils.get_os_info() == expected
+
+    @parameterized.expand(
+        [
+            ("version", ("11", "", "", ""), ("Windows", "11", "")),
+            ("empty_version", ("", "", "", ""), ("Windows", "", "")),
+            ("missing_win32_ver", None, ("Windows", "", "")),
+        ]
+    )
+    def test_get_windows_os_info(self, _name, win32_ver, expected):
+        if win32_ver is None:
+            with mock.patch.object(utils.platform, "win32_ver", create=True):
+                delattr(utils.platform, "win32_ver")
+                assert utils._get_windows_os_info() == expected
+            return
+
+        with mock.patch.object(utils.platform, "win32_ver", return_value=win32_ver):
+            assert utils._get_windows_os_info() == expected
+
+    @parameterized.expand(
+        [
+            ("version", ("14.4", ("", "", ""), ""), ("Mac OS X", "14.4", "")),
+            ("empty_version", ("", ("", "", ""), ""), ("Mac OS X", "", "")),
+            ("missing_mac_ver", None, ("Mac OS X", "", "")),
+        ]
+    )
+    def test_get_macos_info(self, _name, mac_ver, expected):
+        if mac_ver is None:
+            with mock.patch.object(utils.platform, "mac_ver", create=True):
+                delattr(utils.platform, "mac_ver")
+                assert utils._get_macos_info() == expected
+            return
+
+        with mock.patch.object(utils.platform, "mac_ver", return_value=mac_ver):
+            assert utils._get_macos_info() == expected
+
+    @parameterized.expand(
+        [
+            (
+                "version_and_distro",
+                {"version": "24.04"},
+                "Ubuntu",
+                ("Linux", "24.04", "Ubuntu"),
+            ),
+            ("empty_version_and_distro", {"version": ""}, "", ("Linux", "", "")),
+        ]
+    )
+    def test_get_linux_os_info(self, _name, distro_info, distro_name, expected):
+        with (
+            mock.patch.object(utils.distro, "info", return_value=distro_info),
+            mock.patch.object(utils.distro, "name", return_value=distro_name),
+        ):
+            assert utils._get_linux_os_info() == expected
+
+    @parameterized.expand(
+        [
+            ("release", "13.2", "13.2"),
+            ("missing_release", None, ""),
+        ]
+    )
+    def test_platform_release(self, _name, release, expected):
+        if release is None:
+            with mock.patch.object(utils.platform, "release", create=True):
+                delattr(utils.platform, "release")
+                assert utils._platform_release() == expected
+            return
+
+        with mock.patch.object(utils.platform, "release", return_value=release):
+            assert utils._platform_release() == expected
+
+    def test_system_context(self):
+        with (
+            mock.patch.object(
+                utils.platform, "python_implementation", return_value="CPython"
+            ),
+            mock.patch.object(
+                utils, "get_os_info", return_value={"$os": "TestOS", "$os_version": "1"}
+            ),
+        ):
+            context = utils.system_context()
+
+        assert context == {
+            "$python_runtime": "CPython",
+            "$python_version": f"{sys.version_info[0]}.{sys.version_info[1]}.{sys.version_info[2]}",
+            "$os": "TestOS",
+            "$os_version": "1",
+        }
+
+    def test_clean_dataclass(self):
+        @dataclass
+        class InnerDataClass:
+            inner_foo: str
+            inner_bar: int
+            inner_uuid: UUID
+            inner_date: datetime
+            inner_optional: Optional[str] = None
+
+        @dataclass
+        class TestDataClass:
+            foo: str
+            bar: int
+            nested: InnerDataClass
+
+        assert utils.clean(
+            TestDataClass(
+                foo="1",
+                bar=2,
+                nested=InnerDataClass(
+                    inner_foo="3",
+                    inner_bar=4,
+                    inner_uuid=UUID("12345678123456781234567812345678"),
+                    inner_date=datetime(2025, 1, 1),
+                ),
+            )
+        ) == {
+            "foo": "1",
+            "bar": 2,
+            "nested": {
+                "inner_foo": "3",
+                "inner_bar": 4,
+                "inner_uuid": "12345678-1234-5678-1234-567812345678",
+                "inner_date": datetime(2025, 1, 1),
+                "inner_optional": None,
+            },
+        }
+
+
+class TestFlagCache(unittest.TestCase):
+    def setUp(self):
+        self.cache = utils.FlagCache(max_size=3, default_ttl=1)
+        self.flag_result = FeatureFlagResult.from_value_and_payload(
+            "test-flag", True, None
+        )
+
+    def test_default_cache_settings(self):
+        cache = utils.FlagCache()
+        assert cache.max_size == 10000
+        assert cache.default_ttl == 300
+
+    def test_cache_entry_validity(self):
+        entry = utils.FlagCacheEntry(
+            self.flag_result, flag_definition_version=1, timestamp=100
+        )
+
+        assert entry.is_valid(current_time=109, ttl=10, current_flag_version=1) is True
+        assert entry.is_valid(current_time=110, ttl=10, current_flag_version=1) is False
+        assert entry.is_valid(current_time=111, ttl=10, current_flag_version=1) is False
+        assert entry.is_valid(current_time=109, ttl=10, current_flag_version=2) is False
+        assert entry.is_stale_but_usable(current_time=109, max_stale_age=10) is True
+        assert entry.is_stale_but_usable(current_time=110, max_stale_age=10) is False
+        assert entry.is_stale_but_usable(current_time=3700) is False
+        assert entry.is_stale_but_usable(current_time=3700.5) is False
+
+    def test_cache_basic_operations(self):
+        distinct_id = "user123"
+        flag_key = "test-flag"
+        flag_version = 1
+
+        # Test cache miss
+        result = self.cache.get_cached_flag(distinct_id, flag_key, flag_version)
+        assert result is None
+
+        # Test cache set and hit
+        self.cache.set_cached_flag(
+            distinct_id, flag_key, self.flag_result, flag_version
+        )
+        result = self.cache.get_cached_flag(distinct_id, flag_key, flag_version)
+        assert result is not None
+        assert result.get_value()
+
+    def test_cache_ttl_expiration(self):
+        distinct_id = "user123"
+        flag_key = "test-flag"
+        flag_version = 1
+
+        # Set flag in cache
+        self.cache.set_cached_flag(
+            distinct_id, flag_key, self.flag_result, flag_version
+        )
+
+        # Should be available immediately
+        result = self.cache.get_cached_flag(distinct_id, flag_key, flag_version)
+        assert result is not None
+
+        # Wait for TTL to expire (1 second + buffer)
+        time.sleep(1.1)
+
+        # Should be expired
+        result = self.cache.get_cached_flag(distinct_id, flag_key, flag_version)
+        assert result is None
+
+    def test_cache_version_invalidation(self):
+        distinct_id = "user123"
+        flag_key = "test-flag"
+        old_version = 1
+        new_version = 2
+
+        # Set flag with old version
+        self.cache.set_cached_flag(distinct_id, flag_key, self.flag_result, old_version)
+
+        # Should hit with old version
+        result = self.cache.get_cached_flag(distinct_id, flag_key, old_version)
+        assert result is not None
+        assert self.cache.cache[distinct_id][flag_key].timestamp <= time.time()
+
+        # Should miss with new version
+        result = self.cache.get_cached_flag(distinct_id, flag_key, new_version)
+        assert result is None
+
+        # Invalidate old version
+        self.cache.invalidate_version(old_version)
+
+        # Should miss even with old version after invalidation
+        result = self.cache.get_cached_flag(distinct_id, flag_key, old_version)
+        assert result is None
+        assert distinct_id not in self.cache.access_times
+
+    def test_cache_version_invalidation_keeps_users_with_other_flags(self):
+        self.cache.set_cached_flag("user123", "old-flag", self.flag_result, 1)
+        self.cache.set_cached_flag("user123", "new-flag", self.flag_result, 2)
+
+        self.cache.invalidate_version(1)
+
+        assert "old-flag" not in self.cache.cache["user123"]
+        assert "new-flag" in self.cache.cache["user123"]
+        assert "user123" in self.cache.access_times
+
+        old_empty_user = "old-empty-user"
+        self.cache.set_cached_flag(old_empty_user, "old-flag", self.flag_result, 1)
+        self.cache.invalidate_version(1)
+        assert old_empty_user not in self.cache.cache
+        assert old_empty_user not in self.cache.access_times
+
+    def test_cache_misses_when_user_exists_without_flag(self):
+        self.cache.cache["user123"] = {}
+
+        assert self.cache.get_cached_flag("user123", "missing-flag", 1) is None
+
+    def test_remove_missing_user_does_not_raise(self):
+        self.cache.cache["existing-user"] = {}
+        self.cache.access_times["existing-user"] = 123
+
+        self.cache._remove_user("missing-user")
+
+        assert self.cache.cache == {"existing-user": {}}
+        assert self.cache.access_times == {"existing-user": 123}
+
+    def test_stale_cache_misses(self):
+        assert self.cache.get_stale_cached_flag("missing-user", "test-flag") is None
+
+        self.cache.cache["user123"] = {}
+        assert self.cache.get_stale_cached_flag("user123", "missing-flag") is None
+
+    def test_stale_cache_returns_none_when_entry_is_too_old(self):
+        self.cache.cache["user123"] = {
+            "test-flag": utils.FlagCacheEntry(self.flag_result, 1, timestamp=100)
+        }
+
+        assert self.cache.get_stale_cached_flag("user123", "test-flag", 10) is None
+
+    def test_stale_cache_passes_current_time_and_max_age(self):
+        class StrictEntry:
+            flag_result = "stale-result"
+
+            def is_stale_but_usable(self, current_time, max_stale_age=3600):
+                assert current_time == 1234
+                assert max_stale_age == 99
+                return True
+
+        self.cache.cache["user123"] = {"test-flag": StrictEntry()}
+        with mock.patch.object(utils.time, "time", return_value=1234):
+            assert (
+                self.cache.get_stale_cached_flag("user123", "test-flag", 99)
+                == "stale-result"
+            )
+
+    def test_stale_cache_functionality(self):
+        distinct_id = "user123"
+        flag_key = "test-flag"
+        flag_version = 1
+
+        # Set flag in cache
+        self.cache.set_cached_flag(
+            distinct_id, flag_key, self.flag_result, flag_version
+        )
+
+        # Wait for TTL to expire
+        time.sleep(1.1)
+
+        # Should not get fresh cache
+        result = self.cache.get_cached_flag(distinct_id, flag_key, flag_version)
+        assert result is None
+
+        # Should get stale cache (within 1 hour default)
+        stale_result = self.cache.get_stale_cached_flag(distinct_id, flag_key)
+        assert stale_result is not None
+        assert stale_result.get_value()
+
+    def test_lru_eviction(self):
+        # Cache has max_size=3, so adding 4 users should evict the LRU one
+        flag_version = 1
+
+        # Add 3 users
+        for i in range(3):
+            user_id = f"user{i}"
+            self.cache.set_cached_flag(
+                user_id, "test-flag", self.flag_result, flag_version
+            )
+
+        # Access user0 to make it recently used
+        self.cache.get_cached_flag("user0", "test-flag", flag_version)
+
+        # Add 4th user, should evict user1 (least recently used)
+        self.cache.set_cached_flag("user3", "test-flag", self.flag_result, flag_version)
+
+        # user0 should still be there (was recently accessed)
+        result = self.cache.get_cached_flag("user0", "test-flag", flag_version)
+        assert result is not None
+
+        # user2 should still be there (was recently added)
+        result = self.cache.get_cached_flag("user2", "test-flag", flag_version)
+        assert result is not None
+
+        # user3 should be there (just added)
+        result = self.cache.get_cached_flag("user3", "test-flag", flag_version)
+        assert result is not None
+
+    def test_lru_eviction_removes_twenty_percent(self):
+        cache = utils.FlagCache(max_size=10, default_ttl=60)
+        for i in range(10):
+            cache.set_cached_flag(f"user{i}", "test-flag", self.flag_result, 1)
+            cache.access_times[f"user{i}"] = i
+
+        cache.set_cached_flag("user10", "test-flag", self.flag_result, 1)
+
+        assert "user0" not in cache.cache
+        assert "user1" not in cache.cache
+        assert "user0" not in cache.access_times
+        assert "user1" not in cache.access_times
+        assert len(cache.cache) == 9
+
+    def test_empty_lru_eviction_and_clear(self):
+        self.cache._evict_lru()
+        assert self.cache.cache == {}
+        assert self.cache.access_times == {}
+
+        self.cache.set_cached_flag("user123", "test-flag", self.flag_result, 1)
+        self.cache.clear()
+        assert self.cache.cache == {}
+        assert self.cache.access_times == {}
+
+
+class TestRedisFlagCache(unittest.TestCase):
+    def setUp(self):
+        self.redis = FakeRedis()
+        self.cache = utils.RedisFlagCache(
+            self.redis, default_ttl=10, stale_ttl=60, key_prefix="test:flags:"
+        )
+
+    def test_default_cache_settings(self):
+        default_cache = utils.RedisFlagCache(self.redis)
+        assert default_cache.default_ttl == 300
+        assert default_cache.stale_ttl == 3600
+        assert default_cache.key_prefix == "posthog:flags:"
+        assert default_cache.version_key == "posthog:flags:version"
+
+    def test_cache_key_and_serialization(self):
+        assert self.cache._get_cache_key("user123", "beta") == "test:flags:user123:beta"
+
+        generated_timestamp = json.loads(self.cache._serialize_entry(True, 3))[
+            "timestamp"
+        ]
+        assert isinstance(generated_timestamp, float)
+
+        serialized = self.cache._serialize_entry(
+            {"enabled": True, "count": Decimal("1.5")}, 3, timestamp=123
+        )
+        assert json.loads(serialized) == {
+            "flag_result": {"enabled": True, "count": 1.5},
+            "flag_version": 3,
+            "timestamp": 123,
+        }
+
+        entry = self.cache._deserialize_entry(serialized)
+        assert entry.flag_result == {"enabled": True, "count": 1.5}
+        assert entry.flag_definition_version == 3
+        assert entry.timestamp == 123
+        assert self.cache._deserialize_entry("not json") is None
+        assert self.cache._deserialize_entry(json.dumps({"flag_result": True})) is None
+
+    def test_get_set_and_stale_cached_flags(self):
+        self.cache.set_cached_flag("user123", "beta", True, 7)
+
+        assert self.cache.get_cached_flag("user123", "beta", 7) is True
+        assert self.cache.get_cached_flag("user123", "beta", 8) is None
+        assert self.redis.store["test:flags:version"] == 7
+        assert self.redis.setex_calls[0][1] == 60
+
+        stale_key = self.cache._get_cache_key("user123", "old-beta")
+        self.redis.store[stale_key] = self.cache._serialize_entry(
+            True, 7, timestamp=time.time() - 20
+        )
+        assert self.cache.get_cached_flag("user123", "old-beta", 7) is None
+        assert (
+            self.cache.get_stale_cached_flag("user123", "old-beta", max_stale_age=30)
+            is True
+        )
+        assert (
+            self.cache.get_stale_cached_flag("user123", "old-beta", max_stale_age=5)
+            is None
+        )
+
+        default_stale_key = self.cache._get_cache_key("user123", "default-stale")
+        self.redis.store[default_stale_key] = self.cache._serialize_entry(
+            True, 7, timestamp=time.time() - 30
+        )
+        assert self.cache.get_stale_cached_flag("user123", "default-stale") is True
+
+        boundary_key = self.cache._get_cache_key("user123", "boundary-stale")
+        self.redis.store[boundary_key] = self.cache._serialize_entry(
+            True, 7, timestamp=time.time() - 3600.5
+        )
+        assert self.cache.get_stale_cached_flag("user123", "boundary-stale") is None
+
+    def test_redis_errors_fall_back_to_miss(self):
+        failing_cache = utils.RedisFlagCache(FakeRedis(fail=True))
+
+        assert failing_cache.get_cached_flag("user123", "beta", 1) is None
+        assert failing_cache.get_stale_cached_flag("user123", "beta") is None
+        failing_cache.set_cached_flag("user123", "beta", True, 1)
+        failing_cache.invalidate_version(1)
+        failing_cache.clear()
+
+    @parameterized.expand(
+        [
+            ("string", "test:flags:user123:beta", "test:flags:user123:beta"),
+            ("bytes", b"test:flags:user123:beta", "test:flags:user123:beta"),
+        ]
+    )
+    def test_redis_key_to_string(self, _name, key, expected):
+        assert self.cache._redis_key_to_string(key) == expected
+
+    def test_key_has_version_returns_false_when_missing(self):
+        key = self.cache._get_cache_key("user123", "missing")
+
+        assert self.cache._key_has_version(key, 1) is False
+
+    @parameterized.expand(
+        [
+            ("matching_version", 1, True),
+            ("different_version", 2, False),
+        ]
+    )
+    def test_key_has_version_checks_flag_version(self, _name, old_version, expected):
+        key = self.cache._get_cache_key("user123", "beta")
+        self.redis.store[key] = self.cache._serialize_entry(True, 1, timestamp=100)
+
+        assert self.cache._key_has_version(key, old_version) is expected
+
+    def test_key_has_version_does_not_delete_corrupt_json(self):
+        invalid_key = self.cache._get_cache_key("user123", "invalid")
+        self.redis.store[invalid_key] = "not json"
+
+        with self.assertRaises(json.JSONDecodeError):
+            self.cache._key_has_version(invalid_key, 1)
+        assert invalid_key in self.redis.store
+
+    def test_delete_keys_with_version_deletes_corrupt_json(self):
+        invalid_key = self.cache._get_cache_key("user123", "invalid")
+        self.redis.store[invalid_key] = "not json"
+
+        self.cache._delete_keys_with_version([invalid_key], 1)
+
+        assert invalid_key not in self.redis.store
+
+    def test_invalidate_version(self):
+        old_key = self.cache._get_cache_key("user123", "old")
+        new_key = self.cache._get_cache_key("user123", "new")
+        invalid_key = self.cache._get_cache_key("user123", "invalid")
+        self.redis.store[old_key] = self.cache._serialize_entry(True, 1, timestamp=100)
+        self.redis.store[new_key] = self.cache._serialize_entry(True, 2, timestamp=100)
+        self.redis.store[invalid_key] = "not json"
+        self.redis.store[self.cache.version_key] = 2
+
+        self.cache.invalidate_version(1)
+
+        assert self.redis.scan_calls == [
+            (0, "test:flags:*", 100),
+            (1, "test:flags:*", 100),
+        ]
+        assert old_key not in self.redis.store
+        assert invalid_key not in self.redis.store
+        assert new_key in self.redis.store
+        assert self.cache.version_key in self.redis.store
+
+    def test_invalidate_version_continues_after_version_key_in_scan_batch(self):
+        self.redis.store[self.cache.version_key] = 2
+        old_key = self.cache._get_cache_key("zzz-user", "old-beta")
+        newer_key = self.cache._get_cache_key("zzzz-user", "new-beta")
+        self.redis.store[old_key] = self.cache._serialize_entry(False, 1)
+        self.redis.store[newer_key] = self.cache._serialize_entry(True, 2)
+        self.redis.store[self.cache._get_cache_key("zzzzz-user", "newer-beta")] = (
+            self.cache._serialize_entry(True, 2)
+        )
+
+        self.cache.invalidate_version(1)
+
+        assert old_key not in self.redis.store
+        assert newer_key in self.redis.store
+
+    def test_clear(self):
+        self.redis.store[self.cache._get_cache_key("user123", "beta")] = "value"
+        self.redis.store[self.cache.version_key] = 1
+        self.redis.store["other:key"] = "value"
+
+        self.cache.clear()
+
+        assert self.redis.scan_calls == [
+            (0, "test:flags:*", 100),
+            (1, "test:flags:*", 100),
+        ]
+        assert self.redis.store == {"other:key": "value"}
diff --git a/posthog/test/test_utils_acceptance.py b/posthog/test/test_utils_acceptance.py
new file mode 100644
index 00000000..adfd09de
--- /dev/null
+++ b/posthog/test/test_utils_acceptance.py
@@ -0,0 +1,151 @@
+import json
+import sys
+from contextlib import ExitStack
+from dataclasses import dataclass
+from decimal import Decimal
+from uuid import UUID
+from unittest import mock
+
+from pytest_bdd import given, parsers, scenarios, then, when
+
+from posthog import utils
+from posthog.types import FeatureFlagResult
+
+scenarios("features/utils.feature")
+
+
+@dataclass
+class AcceptancePayloadMetadata:
+    source: str
+    sample_rate: Decimal
+
+
+PAYLOAD_VALUE_FACTORIES = {
+    "uuid": lambda: UUID("12345678123456781234567812345678"),
+    "decimal": lambda: Decimal("12.34"),
+    "dataclass": lambda: AcceptancePayloadMetadata(
+        source="checkout",
+        sample_rate=Decimal("0.5"),
+    ),
+    "tuple": lambda: ("paid", "beta"),
+    "bytes": lambda: b"hello",
+    "unsupported": lambda: lambda: None,
+}
+
+
+@given(
+    parsers.parse("an SDK payload value of type {value_type}"), target_fixture="payload"
+)
+def sdk_event_payload(value_type):
+    return {
+        "event": "plan upgraded",
+        "properties": {"value": PAYLOAD_VALUE_FACTORIES[value_type]()},
+    }
+
+
+@when("the SDK cleans the event payload", target_fixture="cleaned_payload")
+def clean_event_payload(payload):
+    return utils.clean(payload)
+
+
+@then(parsers.parse("the cleaned payload value equals {expected_json}"))
+def cleaned_payload_value_equals(cleaned_payload, expected_json):
+    assert cleaned_payload["properties"]["value"] == json.loads(expected_json)
+    json.dumps(cleaned_payload)
+
+
+@given("a cached feature flag evaluation for a user", target_fixture="flag_cache_state")
+def cached_feature_flag_evaluation():
+    cache = utils.FlagCache(max_size=10, default_ttl=60)
+    flag_result = FeatureFlagResult.from_value_and_payload(
+        "checkout-redesign",
+        True,
+        {"variant": "test"},
+    )
+    cache.set_cached_flag(
+        "user-123",
+        "checkout-redesign",
+        flag_result,
+        flag_definition_version=1,
+    )
+    return {"cache": cache, "flag_result": flag_result}
+
+
+@when("the SDK reads the cached flag for current and newer definitions")
+def read_cached_flag_versions(flag_cache_state):
+    cache = flag_cache_state["cache"]
+    flag_cache_state["current_result"] = cache.get_cached_flag(
+        "user-123",
+        "checkout-redesign",
+        current_flag_version=1,
+    )
+    flag_cache_state["newer_result"] = cache.get_cached_flag(
+        "user-123",
+        "checkout-redesign",
+        current_flag_version=2,
+    )
+
+
+@then("the current flag definition uses the cached evaluation")
+def current_definition_uses_cached_evaluation(flag_cache_state):
+    current_result = flag_cache_state["current_result"]
+    assert current_result is flag_cache_state["flag_result"]
+    assert current_result.get_value() is True
+    assert current_result.payload == {"variant": "test"}
+
+
+@then("the newer flag definition misses the cache")
+def newer_definition_misses_cache(flag_cache_state):
+    assert flag_cache_state["newer_result"] is None
+
+
+@when("the old flag definition is invalidated")
+def invalidate_old_flag_definition(flag_cache_state):
+    flag_cache_state["cache"].invalidate_version(1)
+
+
+@then("the cached evaluation is removed")
+def cached_evaluation_is_removed(flag_cache_state):
+    assert (
+        flag_cache_state["cache"].get_cached_flag(
+            "user-123",
+            "checkout-redesign",
+            current_flag_version=1,
+        )
+        is None
+    )
+
+
+@given(
+    "the SDK is running on a Linux host with distribution metadata",
+    target_fixture="linux_host_context",
+)
+def linux_host_with_distribution_metadata():
+    patches = [
+        mock.patch.object(utils.sys, "platform", "linux"),
+        mock.patch.object(
+            utils.platform, "python_implementation", return_value="CPython"
+        ),
+        mock.patch.object(utils.distro, "info", return_value={"version": "24.04"}),
+        mock.patch.object(utils.distro, "name", return_value="Ubuntu"),
+    ]
+    with ExitStack() as stack:
+        for patch in patches:
+            stack.enter_context(patch)
+        yield
+
+
+@when("the SDK builds system context", target_fixture="system_context")
+def build_system_context(linux_host_context):
+    return utils.system_context()
+
+
+@then("the context includes Python runtime and Linux metadata")
+def context_includes_python_runtime_and_linux_metadata(system_context):
+    assert system_context == {
+        "$python_runtime": "CPython",
+        "$python_version": f"{sys.version_info[0]}.{sys.version_info[1]}.{sys.version_info[2]}",
+        "$os": "Linux",
+        "$os_version": "24.04",
+        "$os_distro": "Ubuntu",
+    }
diff --git a/posthog/test/utils.py b/posthog/test/utils.py
deleted file mode 100644
index 9b3a9e26..00000000
--- a/posthog/test/utils.py
+++ /dev/null
@@ -1,81 +0,0 @@
-import unittest
-from datetime import date, datetime, timedelta
-from decimal import Decimal
-from uuid import UUID
-
-import six
-from dateutil.tz import tzutc
-
-from posthog import utils
-
-TEST_API_KEY = "kOOlRy2QlMY9jHZQv0bKz0FZyazBUoY8Arj0lFVNjs4"
-
-
-class TestUtils(unittest.TestCase):
-    def test_timezone_utils(self):
-        now = datetime.now()
-        utcnow = datetime.now(tz=tzutc())
-        self.assertTrue(utils.is_naive(now))
-        self.assertFalse(utils.is_naive(utcnow))
-
-        fixed = utils.guess_timezone(now)
-        self.assertFalse(utils.is_naive(fixed))
-
-        shouldnt_be_edited = utils.guess_timezone(utcnow)
-        self.assertEqual(utcnow, shouldnt_be_edited)
-
-    def test_clean(self):
-        simple = {
-            "decimal": Decimal("0.142857"),
-            "unicode": six.u("woo"),
-            "date": datetime.now(),
-            "long": 200000000,
-            "integer": 1,
-            "float": 2.0,
-            "bool": True,
-            "str": "woo",
-            "none": None,
-        }
-
-        complicated = {
-            "exception": Exception("This should show up"),
-            "timedelta": timedelta(microseconds=20),
-            "list": [1, 2, 3],
-        }
-
-        combined = dict(simple.items())
-        combined.update(complicated.items())
-
-        pre_clean_keys = combined.keys()
-
-        utils.clean(combined)
-        self.assertEqual(combined.keys(), pre_clean_keys)
-
-        # test UUID separately, as the UUID object doesn't equal its string representation according to Python
-        self.assertEqual(utils.clean(UUID("12345678123456781234567812345678")), "12345678-1234-5678-1234-567812345678")
-
-    def test_clean_with_dates(self):
-        dict_with_dates = {
-            "birthdate": date(1980, 1, 1),
-            "registration": datetime.utcnow(),
-        }
-        self.assertEqual(dict_with_dates, utils.clean(dict_with_dates))
-
-    def test_bytes(self):
-        if six.PY3:
-            item = bytes(10)
-        else:
-            item = bytearray(10)
-
-        utils.clean(item)
-
-    def test_clean_fn(self):
-        cleaned = utils.clean({"fn": lambda x: x, "number": 4})
-        self.assertEqual(cleaned["number"], 4)
-        # TODO: fixme, different behavior on python 2 and 3
-        if "fn" in cleaned:
-            self.assertEqual(cleaned["fn"], None)
-
-    def test_remove_slash(self):
-        self.assertEqual("http://posthog.io", utils.remove_trailing_slash("http://posthog.io/"))
-        self.assertEqual("http://posthog.io", utils.remove_trailing_slash("http://posthog.io"))
diff --git a/posthog/types.py b/posthog/types.py
new file mode 100644
index 00000000..1906fe9b
--- /dev/null
+++ b/posthog/types.py
@@ -0,0 +1,389 @@
+import json
+from dataclasses import dataclass
+from typing import Any, Callable, List, Optional, TypedDict, Union, cast
+
+FlagValue = Union[bool, str]
+
+# Type alias for the before_send callback function
+# Takes an event dictionary and returns the modified event or None to drop it
+BeforeSendCallback = Callable[[dict[str, Any]], Optional[dict[str, Any]]]
+
+
+# Type alias for the send_feature_flags parameter
+class SendFeatureFlagsOptions(TypedDict, total=False):
+    """Options for deprecated ``capture(send_feature_flags=...)`` behavior.
+
+    Prefer passing ``flags=posthog.evaluate_flags(...)`` to ``capture()`` for new
+    code.
+
+    Args:
+        should_send: Whether feature flags should be evaluated and attached to
+            the event.
+        only_evaluate_locally: Whether to only use local evaluation for feature
+            flags. If True, only flags that can be evaluated locally will be
+            included. If False, remote evaluation via /flags API will be used
+            when needed.
+        person_properties: Properties to use for feature flag evaluation specific
+            to this event. These properties will be merged with any existing
+            person properties.
+        group_properties: Group properties to use for feature flag evaluation
+            specific to this event. Format: { group_type_name: { group_properties } }
+        flag_keys_filter: Optional list of flag keys to evaluate and attach.
+    """
+
+    should_send: bool
+    only_evaluate_locally: Optional[bool]
+    person_properties: Optional[dict[str, Any]]
+    group_properties: Optional[dict[str, dict[str, Any]]]
+    flag_keys_filter: Optional[list[str]]
+
+
+@dataclass(frozen=True)
+class FlagReason:
+    """Reason metadata returned by the feature flag API.
+
+    Attributes:
+        code: Machine-readable reason code.
+        condition_index: Matching condition index, when available.
+        description: Human-readable reason description.
+    """
+
+    code: str
+    condition_index: Optional[int]
+    description: str
+
+    @classmethod
+    def from_json(cls, resp: Any) -> Optional["FlagReason"]:
+        if not resp:
+            return None
+        return cls(
+            code=resp.get("code", ""),
+            condition_index=resp.get("condition_index"),
+            description=resp.get("description", ""),
+        )
+
+
+@dataclass(frozen=True)
+class LegacyFlagMetadata:
+    """Legacy feature flag metadata containing only a payload."""
+
+    payload: Any
+
+
+@dataclass(frozen=True)
+class FlagMetadata:
+    """Feature flag metadata returned by the feature flag API.
+
+    Attributes:
+        id: Numeric feature flag ID.
+        payload: Payload configured for the matched flag value, if any.
+        version: Feature flag version.
+        description: Feature flag description.
+    """
+
+    id: int
+    payload: Optional[str]
+    version: int
+    description: str
+
+    @classmethod
+    def from_json(cls, resp: Any) -> Union["FlagMetadata", LegacyFlagMetadata]:
+        if not resp:
+            return LegacyFlagMetadata(payload=None)
+        return cls(
+            id=resp.get("id", 0),
+            payload=resp.get("payload"),
+            version=resp.get("version", 0),
+            description=resp.get("description", ""),
+        )
+
+
+@dataclass(frozen=True)
+class FeatureFlag:
+    """Detailed feature flag evaluation returned by the flags API.
+
+    Attributes:
+        key: Feature flag key.
+        enabled: Whether the flag is enabled for the evaluated user or group.
+        variant: Variant key for multivariate flags, otherwise ``None``.
+        reason: Optional reason metadata explaining the result.
+        metadata: Payload and other metadata returned by the API.
+    """
+
+    key: str
+    enabled: bool
+    variant: Optional[str]
+    reason: Optional[FlagReason]
+    metadata: Union[FlagMetadata, LegacyFlagMetadata]
+
+    def get_value(self) -> FlagValue:
+        return self.variant or self.enabled
+
+    @classmethod
+    def from_json(cls, resp: Any) -> "FeatureFlag":
+        reason = None
+        if resp.get("reason"):
+            reason = FlagReason.from_json(resp.get("reason"))
+
+        metadata = None
+        if resp.get("metadata"):
+            metadata = FlagMetadata.from_json(resp.get("metadata"))
+        else:
+            metadata = LegacyFlagMetadata(payload=None)
+
+        return cls(
+            key=resp.get("key"),
+            enabled=resp.get("enabled"),
+            variant=resp.get("variant"),
+            reason=reason,
+            metadata=metadata,
+        )
+
+    @classmethod
+    def from_value_and_payload(
+        cls, key: str, value: FlagValue, payload: Any
+    ) -> "FeatureFlag":
+        enabled, variant = (True, value) if isinstance(value, str) else (value, None)
+        return cls(
+            key=key,
+            enabled=enabled,
+            variant=variant,
+            reason=None,
+            metadata=LegacyFlagMetadata(
+                payload=payload,
+            ),
+        )
+
+
+class FlagsResponse(TypedDict, total=False):
+    """Normalized response from the PostHog feature flags API."""
+
+    flags: dict[str, FeatureFlag]
+    errorsWhileComputingFlags: bool
+    requestId: str
+    quotaLimit: Optional[List[str]]
+    evaluatedAt: Optional[int]
+
+
+class FlagsAndPayloads(TypedDict, total=True):
+    """Feature flag values and payloads keyed by feature flag key."""
+
+    featureFlags: Optional[dict[str, FlagValue]]
+    featureFlagPayloads: Optional[dict[str, Any]]
+
+
+@dataclass(frozen=True)
+class FeatureFlagResult:
+    """
+    The result of calling a feature flag which includes the flag result, variant, and payload.
+
+    Attributes:
+        key (str): The unique identifier of the feature flag.
+        enabled (bool): Whether the feature flag is enabled for the current context.
+        variant (Optional[str]): The variant value if the flag is enabled and has variants, None otherwise.
+        payload (Optional[Any]): Additional data associated with the feature flag, if any.
+        reason (Optional[str]): A description of why the flag was enabled or disabled, if available.
+    """
+
+    key: str
+    enabled: bool
+    variant: Optional[str]
+    payload: Optional[Any]
+    reason: Optional[str]
+
+    def get_value(self) -> FlagValue:
+        """
+        Returns the value of the flag. This is the variant if it exists, otherwise the enabled value.
+        This is the value we report as `$feature_flag_response` in the `$feature_flag_called` event.
+
+        Returns:
+            FlagValue: Either a string variant or boolean value representing the flag's state.
+        """
+        return self.variant or self.enabled
+
+    @classmethod
+    def from_value_and_payload(
+        cls, key: str, value: Union[FlagValue, None], payload: Any
+    ) -> Union["FeatureFlagResult", None]:
+        """
+        Creates a FeatureFlagResult from a flag value and payload.
+
+        Args:
+            key (str): The unique identifier of the feature flag.
+            value (Union[FlagValue, None]): The value of the flag (string variant or boolean).
+            payload (Any): Additional data associated with the feature flag.
+
+        Returns:
+            Union[FeatureFlagResult, None]: A new FeatureFlagResult instance, or None if value is None.
+        """
+        if value is None:
+            return None
+        enabled, variant = (True, value) if isinstance(value, str) else (value, None)
+        return cls(
+            key=key,
+            enabled=enabled,
+            variant=variant,
+            payload=json.loads(payload)
+            if isinstance(payload, str) and payload
+            else payload,
+            reason=None,
+        )
+
+    @classmethod
+    def from_flag_details(
+        cls,
+        details: Union[FeatureFlag, None],
+        override_match_value: Optional[FlagValue] = None,
+    ) -> "FeatureFlagResult | None":
+        """
+        Create a FeatureFlagResult from a FeatureFlag object.
+
+        Args:
+            details (Union[FeatureFlag, None]): The FeatureFlag object to convert.
+            override_match_value (Optional[FlagValue]): If provided, this value will be used to populate
+                the enabled and variant fields instead of the values from the FeatureFlag.
+
+        Returns:
+            FeatureFlagResult | None: A new FeatureFlagResult instance, or None if details is None.
+        """
+
+        if details is None:
+            return None
+
+        if override_match_value is not None:
+            enabled, variant = (
+                (True, override_match_value)
+                if isinstance(override_match_value, str)
+                else (override_match_value, None)
+            )
+        else:
+            enabled, variant = (details.enabled, details.variant)
+
+        return cls(
+            key=details.key,
+            enabled=enabled,
+            variant=variant,
+            payload=(
+                json.loads(details.metadata.payload)
+                if isinstance(details.metadata.payload, str)
+                and details.metadata.payload
+                else details.metadata.payload
+            ),
+            reason=details.reason.description if details.reason else None,
+        )
+
+
+def normalize_flags_response(resp: Any) -> FlagsResponse:
+    """
+    Normalize the response from the flags API endpoint into a FlagsResponse.
+
+    Args:
+        resp: A v1 or v2 response from the flags API endpoint.
+
+    Returns:
+        A FlagsResponse containing feature flags and their details.
+    """
+    if "requestId" not in resp:
+        resp["requestId"] = None
+    if "flags" in resp:
+        flags = resp["flags"]
+        # For each flag, create a FeatureFlag object
+        for key, value in flags.items():
+            if isinstance(value, FeatureFlag):
+                continue
+            value["key"] = key
+            flags[key] = FeatureFlag.from_json(value)
+    else:
+        # Handle legacy format
+        featureFlags = resp.get("featureFlags", {})
+        featureFlagPayloads = resp.get("featureFlagPayloads", {})
+        resp.pop("featureFlags", None)
+        resp.pop("featureFlagPayloads", None)
+        # look at each key in featureFlags and create a FeatureFlag object
+        flags = {}
+        for key, value in featureFlags.items():
+            flags[key] = FeatureFlag.from_value_and_payload(
+                key, value, featureFlagPayloads.get(key, None)
+            )
+        resp["flags"] = flags
+    return cast(FlagsResponse, resp)
+
+
+def to_flags_and_payloads(resp: FlagsResponse) -> FlagsAndPayloads:
+    """
+    Convert a FlagsResponse into a FlagsAndPayloads object which is a
+    dict of feature flags and their payloads. This is needed by certain
+    functions in the client.
+    Args:
+        resp: A FlagsResponse containing feature flags and their payloads.
+
+    Returns:
+        A tuple containing:
+            - A dictionary mapping flag keys to their values (bool or str)
+            - A dictionary mapping flag keys to their payloads
+    """
+    return {"featureFlags": to_values(resp), "featureFlagPayloads": to_payloads(resp)}
+
+
+def to_values(response: FlagsResponse) -> Optional[dict[str, FlagValue]]:
+    if "flags" not in response:
+        return None
+
+    flags = response.get("flags", {})
+    return {
+        key: value.get_value()
+        for key, value in flags.items()
+        if isinstance(value, FeatureFlag)
+    }
+
+
+def to_payloads(response: FlagsResponse) -> Optional[dict[str, str]]:
+    if "flags" not in response:
+        return None
+
+    return {
+        key: value.metadata.payload
+        for key, value in response.get("flags", {}).items()
+        if isinstance(value, FeatureFlag)
+        and value.enabled
+        and value.metadata.payload is not None
+    }
+
+
+class FeatureFlagError:
+    """Error type constants for the $feature_flag_error property.
+
+    These values are sent in analytics events to track flag evaluation failures.
+    They should not be changed without considering impact on existing dashboards
+    and queries that filter on these values.
+
+    Error values:
+        ERRORS_WHILE_COMPUTING: Server returned errorsWhileComputingFlags=true
+        FLAG_MISSING: Requested flag not in API response
+        QUOTA_LIMITED: Rate/quota limit exceeded
+        TIMEOUT: Request timed out
+        CONNECTION_ERROR: Network connectivity issue
+        UNKNOWN_ERROR: Unexpected exceptions
+
+    For API errors with status codes, use the api_error() method which returns
+    a string like "api_error_500".
+    """
+
+    ERRORS_WHILE_COMPUTING = "errors_while_computing_flags"
+    FLAG_MISSING = "flag_missing"
+    QUOTA_LIMITED = "quota_limited"
+    TIMEOUT = "timeout"
+    CONNECTION_ERROR = "connection_error"
+    UNKNOWN_ERROR = "unknown_error"
+
+    @staticmethod
+    def api_error(status: Union[int, str]) -> str:
+        """Generate API error string with status code.
+
+        Args:
+            status: HTTP status code from the API error
+
+        Returns:
+            Error string like "api_error_500"
+        """
+        return f"api_error_{status}"
diff --git a/posthog/utils.py b/posthog/utils.py
index af6b336b..8080ab90 100644
--- a/posthog/utils.py
+++ b/posthog/utils.py
@@ -1,44 +1,50 @@
+import json
 import logging
 import numbers
-from datetime import date, datetime
+import re
+import time
+from collections import defaultdict
+from dataclasses import asdict, is_dataclass
+from datetime import date, datetime, timezone, timedelta
 from decimal import Decimal
+from typing import Any, Optional
 from uuid import UUID
-
-import six
-from dateutil.tz import tzlocal, tzutc
+import sys
+import platform
+import distro  # For Linux OS detection
 
 log = logging.getLogger("posthog")
 
 
-def is_naive(dt):
+def is_naive(dt: datetime) -> bool:
     """Determines if a given datetime.datetime is naive."""
-    return dt.tzinfo is None or dt.tzinfo.utcoffset(dt) is None
+    return dt.tzinfo is None or dt.tzinfo.utcoffset(dt) is None  # pragma: no mutate
 
 
-def total_seconds(delta):
-    """Determines total seconds with python < 2.7 compat."""
+def total_seconds(delta: timedelta) -> float:
+    """Return the total number of seconds contained in the duration."""
     # http://stackoverflow.com/questions/3694835/python-2-6-5-divide-timedelta-with-timedelta
     return (delta.microseconds + (delta.seconds + delta.days * 24 * 3600) * 1e6) / 1e6
 
 
-def guess_timezone(dt):
+def guess_timezone(dt: datetime) -> datetime:
     """Attempts to convert a naive datetime to an aware datetime."""
     if is_naive(dt):
         # attempts to guess the datetime.datetime.now() local timezone
         # case, and then defaults to utc
         delta = datetime.now() - dt
-        if total_seconds(delta) < 5:
-            # this was created using datetime.datetime.now()
-            # so we are in the local timezone
-            return dt.replace(tzinfo=tzlocal())
+        if total_seconds(delta) < 5:  # pragma: no mutate
+            # this was created using datetime.datetime.now(),
+            # so use the current system local timezone
+            return dt.replace(tzinfo=datetime.now().astimezone().tzinfo)
         else:
             # at this point, the best we can do is guess UTC
-            return dt.replace(tzinfo=tzutc())
+            return dt.replace(tzinfo=timezone.utc)
 
     return dt
 
 
-def remove_trailing_slash(host):
+def remove_trailing_slash(host: str) -> str:
     if host.endswith("/"):
         return host[:-1]
     return host
@@ -49,14 +55,33 @@ def clean(item):
         return float(item)
     if isinstance(item, UUID):
         return str(item)
-    elif isinstance(item, (six.string_types, bool, numbers.Number, datetime, date, type(None))):
+    if isinstance(item, (str, bool, numbers.Number, datetime, date, type(None))):
         return item
-    elif isinstance(item, (set, list, tuple)):
+    if isinstance(item, (set, list, tuple)):
         return _clean_list(item)
-    elif isinstance(item, dict):
+
+    item = _clean_pydantic_model(item)
+    if isinstance(item, dict):
         return _clean_dict(item)
-    else:
-        return _coerce_unicode(item)
+    if is_dataclass(item) and not isinstance(item, type):
+        return _clean_dataclass(item)
+    return _coerce_unicode(item)
+
+
+def _clean_pydantic_model(item):
+    # Pydantic model
+    try:
+        # v2+
+        model_dump = getattr(item, "model_dump", None)
+        if callable(model_dump):
+            return model_dump()
+        # v1
+        dict_method = getattr(item, "dict", None)
+        if callable(dict_method):
+            return dict_method()
+    except TypeError as e:
+        log.debug(f"Could not serialize Pydantic-like model: {e}")
+    return item
 
 
 def _clean_list(list_):
@@ -65,7 +90,7 @@ def _clean_list(list_):
 
 def _clean_dict(dict_):
     data = {}
-    for k, v in six.iteritems(dict_):
+    for k, v in dict_.items():
         try:
             data[k] = clean(v)
         except TypeError:
@@ -78,12 +103,456 @@ def _clean_dict(dict_):
     return data
 
 
-def _coerce_unicode(cmplx):
+def _clean_dataclass(dataclass_):
+    data = asdict(dataclass_)
+    data = _clean_dict(data)
+    return data
+
+
+def _coerce_unicode(cmplx: Any) -> Optional[str]:
+    """
+    In theory, this method is only called
+    after many isinstance checks are carried out in `utils.clean`.
+    When we supported Python 2 it was safe to call `decode` on a `str`
+    but in Python 3 that will throw.
+    So, we check if the input is bytes and only call `decode` in that case.
+
+    Previously we would always call `decode` on the input
+    That would throw an error.
+    Then we would call `decode` on the stringified error
+    That would throw an error.
+    And then we would return `None`
+
+    To avoid a breaking change, we can maintain the behavior
+    that anything which did not have `decode` in Python 2
+    returns None.
+    """
+    item = None
     try:
-        item = cmplx.decode("utf-8", "strict")
-    except AttributeError as exception:
-        item = ":".join(exception)
-        item.decode("utf-8", "strict")
+        if isinstance(cmplx, bytes):
+            item = cmplx.decode("utf-8", "strict")  # pragma: no mutate
+        elif isinstance(cmplx, str):
+            item = cmplx
+    except Exception as exception:
+        item = ":".join(map(str, exception.args))
         log.warning("Error decoding: %s", item)
         return None
+
     return item
+
+
+def is_valid_regex(value) -> bool:
+    try:
+        re.compile(value)
+        return True
+    except re.error:
+        return False
+
+
+class SizeLimitedDict(defaultdict):
+    def __init__(self, max_size, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self.max_size = max_size
+
+    def __setitem__(self, key, value):
+        if len(self) >= self.max_size:
+            self.clear()
+
+        super().__setitem__(key, value)
+
+
+CACHE_MAX_SIZE = 10000
+CACHE_TTL = 300
+CACHE_STALE_TTL = 3600
+CACHE_KEY_PREFIX = "posthog:flags:"
+
+
+class FlagCacheEntry:
+    def __init__(self, flag_result, flag_definition_version, timestamp=None):
+        self.flag_result = flag_result
+        self.flag_definition_version = flag_definition_version
+        self.timestamp = timestamp or time.time()
+
+    def is_valid(self, current_time, ttl, current_flag_version):
+        time_valid = (current_time - self.timestamp) < ttl
+        version_valid = self.flag_definition_version == current_flag_version
+        return time_valid and version_valid
+
+    def is_stale_but_usable(self, current_time, max_stale_age=CACHE_STALE_TTL):
+        return (current_time - self.timestamp) < max_stale_age
+
+
+class FlagCache:
+    def __init__(self, max_size=CACHE_MAX_SIZE, default_ttl=CACHE_TTL):
+        self.cache = {}  # distinct_id -> {flag_key: FlagCacheEntry}
+        self.access_times = {}  # distinct_id -> last_access_time
+        self.max_size = max_size
+        self.default_ttl = default_ttl
+
+    def get_cached_flag(self, distinct_id, flag_key, current_flag_version):
+        current_time = time.time()
+
+        if distinct_id not in self.cache:
+            return None
+
+        user_flags = self.cache[distinct_id]
+        if flag_key not in user_flags:
+            return None
+
+        entry = user_flags[flag_key]
+        if entry.is_valid(current_time, self.default_ttl, current_flag_version):
+            self.access_times[distinct_id] = current_time
+            return entry.flag_result
+
+        return None
+
+    def get_stale_cached_flag(self, distinct_id, flag_key, max_stale_age=None):
+        if max_stale_age is None:
+            max_stale_age = CACHE_STALE_TTL
+
+        current_time = time.time()
+
+        if distinct_id not in self.cache:
+            return None
+
+        user_flags = self.cache[distinct_id]
+        if flag_key not in user_flags:
+            return None
+
+        entry = user_flags[flag_key]
+        if entry.is_stale_but_usable(current_time, max_stale_age):
+            return entry.flag_result
+
+        return None
+
+    def set_cached_flag(
+        self, distinct_id, flag_key, flag_result, flag_definition_version
+    ):
+        current_time = time.time()
+
+        # Evict LRU users if we're at capacity
+        if distinct_id not in self.cache and len(self.cache) >= self.max_size:
+            self._evict_lru()
+
+        # Initialize user cache if needed
+        if distinct_id not in self.cache:
+            self.cache[distinct_id] = {}
+
+        # Store the flag result
+        entry = FlagCacheEntry(flag_result, flag_definition_version)
+        self.cache[distinct_id][flag_key] = entry
+        self.access_times[distinct_id] = current_time
+
+    def invalidate_version(self, old_version):
+        users_to_remove = [
+            distinct_id
+            for distinct_id, user_flags in self.cache.items()
+            if self._remove_flags_with_version(user_flags, old_version)
+        ]
+
+        # Clean up empty users
+        for distinct_id in users_to_remove:
+            self._remove_user(distinct_id)
+
+    def _remove_flags_with_version(self, user_flags, old_version):
+        flags_to_remove = [
+            flag_key
+            for flag_key, entry in user_flags.items()
+            if entry.flag_definition_version == old_version
+        ]
+
+        # Remove invalidated flags
+        for flag_key in flags_to_remove:
+            del user_flags[flag_key]
+
+        # Remove user entirely if no flags remain
+        return not user_flags
+
+    def _remove_user(self, distinct_id):
+        self.cache.pop(distinct_id, None)
+        self.access_times.pop(distinct_id, None)
+
+    def _evict_lru(self):
+        if not self.access_times:
+            return
+
+        # Remove 20% of least recently used entries
+        sorted_users = sorted(self.access_times.items(), key=lambda x: x[1])
+        to_remove = max(1, len(sorted_users) // 5)
+
+        for distinct_id, _ in sorted_users[:to_remove]:
+            if distinct_id in self.cache:
+                del self.cache[distinct_id]
+            if distinct_id in self.access_times:
+                del self.access_times[distinct_id]
+
+    def clear(self):
+        self.cache.clear()
+        self.access_times.clear()
+
+
+class RedisFlagCache:
+    def __init__(
+        self,
+        redis_client,
+        default_ttl=CACHE_TTL,
+        stale_ttl=CACHE_STALE_TTL,
+        key_prefix=CACHE_KEY_PREFIX,
+    ):
+        self.redis = redis_client
+        self.default_ttl = default_ttl
+        self.stale_ttl = stale_ttl
+        self.key_prefix = key_prefix
+        self.version_key = f"{key_prefix}version"
+
+    def _get_cache_key(self, distinct_id, flag_key):
+        return f"{self.key_prefix}{distinct_id}:{flag_key}"
+
+    def _serialize_entry(self, flag_result, flag_definition_version, timestamp=None):
+        if timestamp is None:
+            timestamp = time.time()
+
+        # Use clean to make flag_result JSON-serializable for cross-platform compatibility
+        serialized_result = clean(flag_result)
+
+        entry = {
+            "flag_result": serialized_result,
+            "flag_version": flag_definition_version,
+            "timestamp": timestamp,
+        }
+        return json.dumps(entry)
+
+    def _deserialize_entry(self, data):
+        try:
+            entry = json.loads(data)
+            flag_result = entry["flag_result"]
+            return FlagCacheEntry(
+                flag_result=flag_result,
+                flag_definition_version=entry["flag_version"],
+                timestamp=entry["timestamp"],
+            )
+        except (json.JSONDecodeError, KeyError, ValueError):
+            # If deserialization fails, treat as cache miss
+            return None
+
+    def get_cached_flag(self, distinct_id, flag_key, current_flag_version):
+        try:
+            cache_key = self._get_cache_key(distinct_id, flag_key)
+            data = self.redis.get(cache_key)
+
+            if data:
+                entry = self._deserialize_entry(data)
+                if entry and entry.is_valid(
+                    time.time(), self.default_ttl, current_flag_version
+                ):
+                    return entry.flag_result
+
+            return None
+        except Exception:
+            # Redis error - return None to fall back to normal evaluation
+            return None
+
+    def get_stale_cached_flag(self, distinct_id, flag_key, max_stale_age=None):
+        try:
+            if max_stale_age is None:
+                max_stale_age = self.stale_ttl
+
+            cache_key = self._get_cache_key(distinct_id, flag_key)
+            data = self.redis.get(cache_key)
+
+            if data:
+                entry = self._deserialize_entry(data)
+                if entry and entry.is_stale_but_usable(time.time(), max_stale_age):
+                    return entry.flag_result
+
+            return None
+        except Exception:
+            # Redis error - return None
+            return None
+
+    def set_cached_flag(
+        self, distinct_id, flag_key, flag_result, flag_definition_version
+    ):
+        try:
+            cache_key = self._get_cache_key(distinct_id, flag_key)
+            serialized_entry = self._serialize_entry(
+                flag_result, flag_definition_version
+            )
+
+            # Set with TTL for automatic cleanup (use stale_ttl for total lifetime)
+            self.redis.setex(cache_key, self.stale_ttl, serialized_entry)
+
+            # Update the current version
+            self.redis.set(self.version_key, flag_definition_version)
+
+        except Exception:
+            # Redis error - silently fail, don't break flag evaluation
+            pass
+
+    def invalidate_version(self, old_version):
+        try:
+            # For Redis, scan for keys with old version and delete them. This could
+            # be expensive with many keys, but it's necessary for correctness.
+            cursor = 0
+            pattern = f"{self.key_prefix}*"
+
+            while True:
+                cursor, keys = self.redis.scan(cursor, match=pattern, count=100)
+                self._delete_keys_with_version(keys, old_version)
+
+                if cursor == 0:
+                    break  # pragma: no mutate
+
+        except Exception:
+            # Redis error - silently fail
+            pass
+
+    def _delete_keys_with_version(self, keys, old_version):
+        for key in keys:
+            if self._is_version_key(key):
+                continue
+            try:
+                if self._key_has_version(key, old_version):
+                    self.redis.delete(key)
+            except (json.JSONDecodeError, KeyError):
+                # If we can't parse the entry, delete it to be safe
+                self.redis.delete(key)
+
+    def _is_version_key(self, key):
+        return self._redis_key_to_string(key) == self.version_key
+
+    def _redis_key_to_string(self, key):
+        if isinstance(key, bytes):
+            return key.decode()
+        return key
+
+    def _key_has_version(self, key, old_version):
+        data = self.redis.get(key)
+        if not data:
+            return False
+        return json.loads(data).get("flag_version") == old_version
+
+    def clear(self):
+        try:
+            # Delete all keys matching our pattern
+            cursor = 0
+            pattern = f"{self.key_prefix}*"
+
+            while True:
+                cursor, keys = self.redis.scan(cursor, match=pattern, count=100)
+                if keys:
+                    self.redis.delete(*keys)
+                if cursor == 0:
+                    break  # pragma: no mutate
+        except Exception:
+            # Redis error - silently fail
+            pass
+
+
+def convert_to_datetime_aware(date_obj):
+    if date_obj.tzinfo is None:
+        date_obj = date_obj.replace(tzinfo=timezone.utc)
+    return date_obj
+
+
+def str_icontains(source, search):
+    """
+    Check if a string contains another string, ignoring case.
+
+    Args:
+        source: The string to search within
+        search: The substring to search for
+
+    Returns:
+        bool: True if search is a substring of source (case-insensitive), False otherwise
+
+    Examples:
+        >>> str_icontains("Hello World", "WORLD")
+        True
+        >>> str_icontains("Hello World", "python")
+        False
+    """
+    return str(search).casefold() in str(source).casefold()
+
+
+def str_iequals(value, comparand):
+    """
+    Check if a string equals another string, ignoring case.
+
+    Args:
+        value: The string to compare
+        comparand: The string to compare with
+
+    Returns:
+        bool: True if value and comparand are equal (case-insensitive), False otherwise
+
+    Examples:
+        >>> str_iequals("Hello World", "hello world")
+        True
+        >>> str_iequals("Hello World", "hello")
+        False
+    """
+    return str(value).casefold() == str(comparand).casefold()
+
+
+def _platform_release():
+    release = getattr(platform, "release", None)
+    if callable(release):
+        return release()
+    return ""
+
+
+def _get_windows_os_info():
+    win32_ver = getattr(platform, "win32_ver", None)
+    if callable(win32_ver):
+        return "Windows", win32_ver()[0] or "", ""
+    return "Windows", "", ""
+
+
+def _get_macos_info():
+    mac_ver = getattr(platform, "mac_ver", None)
+    if callable(mac_ver):
+        return "Mac OS X", mac_ver()[0] or "", ""
+    return "Mac OS X", "", ""
+
+
+def _get_linux_os_info():
+    linux_info = distro.info()
+    return "Linux", linux_info["version"] or "", distro.name() or ""
+
+
+def _get_platform_os_info(platform_name):
+    if platform_name.startswith("win"):
+        return _get_windows_os_info()
+    if platform_name == "darwin":
+        return _get_macos_info()
+    if platform_name.startswith("linux"):
+        return _get_linux_os_info()
+    if platform_name.startswith("freebsd"):
+        return "FreeBSD", _platform_release(), ""
+    return platform_name, _platform_release(), ""
+
+
+def get_os_info():
+    """
+    Returns standardized OS name, version and distro (in case of Linux) information.
+    Similar to how user agent parsing works in JS.
+    """
+    os_name, os_version, os_distro = _get_platform_os_info(sys.platform)
+
+    info = {
+        "$os": os_name,
+        "$os_version": os_version,
+    }
+    if os_distro:
+        info["$os_distro"] = os_distro
+
+    return info
+
+
+def system_context() -> dict[str, Any]:
+    return {
+        "$python_runtime": platform.python_implementation(),
+        "$python_version": "%s.%s.%s" % (sys.version_info[:3]),
+        **get_os_info(),
+    }
diff --git a/posthog/version.py b/posthog/version.py
index 3c371718..45f23220 100644
--- a/posthog/version.py
+++ b/posthog/version.py
@@ -1 +1 @@
-VERSION = "1.1.3"
+VERSION = "7.18.3"
diff --git a/pyproject.toml b/pyproject.toml
index cdd248e6..9717aec2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,10 +1,127 @@
-[tool.black]
-line-length = 120
-
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 8
-ensure_newline_before_comments = true
-line_length = 120
-virtual_env = "env"
+[build-system]
+requires = ["setuptools>=61.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "posthog"
+version = "7.18.3"
+description = "Integrate PostHog into any python application."
+authors = [{ name = "PostHog", email = "engineering@posthog.com" }]
+maintainers = [{ name = "PostHog", email = "engineering@posthog.com" }]
+license = { text = "MIT" }
+readme = "README.md"
+requires-python = ">=3.10"
+classifiers = [
+    "Development Status :: 5 - Production/Stable",
+    "Intended Audience :: Developers",
+    "Operating System :: OS Independent",
+    "License :: OSI Approved :: MIT License",
+    "Programming Language :: Python",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
+]
+dependencies = [
+    "requests>=2.7,<3.0",
+    "backoff>=1.10.0",
+    "distro>=1.5.0",
+    "typing-extensions>=4.2.0",
+]
+
+[project.urls]
+Homepage = "https://github.com/posthog/posthog-python"
+Repository = "https://github.com/posthog/posthog-python"
+
+[project.optional-dependencies]
+langchain = ["langchain>=0.2.0"]
+otel = [
+    "opentelemetry-sdk>=1.20.0",
+    "opentelemetry-exporter-otlp-proto-http>=1.20.0",
+]
+dev = [
+    "django-stubs",
+    "lxml",
+    "mypy",
+    "mypy-baseline",
+    "types-requests",
+    "types-setuptools",
+    "pre-commit",
+    "pydantic>=2.12.0",
+    "ruff",
+    "setuptools",
+    "packaging",
+    "wheel",
+    "twine",
+    "tomli",
+    "tomli_w",
+]
+test = [
+    "freezegun==1.5.1",
+    "python-dateutil>=2.9.0.post0",
+    "tzdata",
+    "coverage",
+    "pytest",
+    "pytest-timeout",
+    "pytest-asyncio",
+    "django>=5.2.8,<6.0",
+    "openai>=2.0",
+    "anthropic>=0.72",
+    "langgraph>=1.0",
+    "langgraph-checkpoint>=3.0.1",
+    "tiktoken>=0.12.0",
+    "langchain-core>=1.0",
+    "langchain-community>=0.4",
+    "langchain-openai>=1.0",
+    "langchain-anthropic>=1.0",
+    "google-genai",
+    "pydantic>=2.12.0",
+    "parameterized>=0.8.1",
+    "claude-agent-sdk",
+    "opentelemetry-sdk>=1.20.0",
+    "opentelemetry-exporter-otlp-proto-http>=1.20.0",
+    "pytest-bdd>=8.1.0",
+]
+
+[tool.setuptools]
+packages = [
+    "posthog",
+    "posthog.ai",
+    "posthog.ai.langchain",
+    "posthog.ai.openai",
+    "posthog.ai.openai_agents",
+    "posthog.ai.anthropic",
+    "posthog.ai.gemini",
+    "posthog.ai.claude_agent_sdk",
+    "posthog.ai.otel",
+    "posthog.test",
+    "posthog.test.ai",
+    "posthog.test.ai.openai_agents",
+    "posthog.test.ai.claude_agent_sdk",
+    "posthog.test.ai.otel",
+    "posthog.integrations",
+]
+
+[tool.uv]
+exclude-newer = "7 days"
+required-version = ">=0.8.0"
+
+[tool.pytest.ini_options]
+asyncio_mode = "auto"
+asyncio_default_fixture_loop_scope = "function"
+testpaths = ["posthog/test"]
+norecursedirs = ["integration_tests"]
+
+[tool.mutmut]
+paths_to_mutate = ["posthog/utils.py"]
+do_not_mutate = ["posthog/test/*"]
+tests_dir = ["posthog/test/test_utils.py", "posthog/test/test_size_limited_dict.py"]
+also_copy = ["posthog"]
+pytest_add_cli_args = ["--timeout=30"]
+
+[dependency-groups]
+dev = [
+    "claude-agent-sdk>=0.1.50",
+]
+
diff --git a/references/posthog-python-references-6.7.10.json b/references/posthog-python-references-6.7.10.json
new file mode 100644
index 00000000..4fde4a5f
--- /dev/null
+++ b/references/posthog-python-references-6.7.10.json
@@ -0,0 +1,2343 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.7.10",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.capture(\n    'event_name',\n    distinct_id='user-distinct-id',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            },
+            {
+              "id": "example_2",
+              "name": "Set using context",
+              "code": "# Set using context\nfrom posthog import new_context, identify_context\nwith new_context():\n    identify_context('user-distinct-id')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.7.11.json b/references/posthog-python-references-6.7.11.json
new file mode 100644
index 00000000..0ac5a7dc
--- /dev/null
+++ b/references/posthog-python-references-6.7.11.json
@@ -0,0 +1,2343 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.7.11",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.capture(\n    'event_name',\n    distinct_id='user-distinct-id',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            },
+            {
+              "id": "example_2",
+              "name": "Set using context",
+              "code": "# Set using context\nfrom posthog import new_context, identify_context\nwith new_context():\n    identify_context('user-distinct-id')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.7.12.json b/references/posthog-python-references-6.7.12.json
new file mode 100644
index 00000000..c4769c2e
--- /dev/null
+++ b/references/posthog-python-references-6.7.12.json
@@ -0,0 +1,2343 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.7.12",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.capture(\n    'event_name',\n    distinct_id='user-distinct-id',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            },
+            {
+              "id": "example_2",
+              "name": "Set using context",
+              "code": "# Set using context\nfrom posthog import new_context, identify_context\nwith new_context():\n    identify_context('user-distinct-id')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.7.13.json b/references/posthog-python-references-6.7.13.json
new file mode 100644
index 00000000..6b0c973b
--- /dev/null
+++ b/references/posthog-python-references-6.7.13.json
@@ -0,0 +1,2343 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.7.13",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.capture(\n    'event_name',\n    distinct_id='user-distinct-id',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            },
+            {
+              "id": "example_2",
+              "name": "Set using context",
+              "code": "# Set using context\nfrom posthog import new_context, identify_context\nwith new_context():\n    identify_context('user-distinct-id')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.7.14.json b/references/posthog-python-references-6.7.14.json
new file mode 100644
index 00000000..4fa3b8d2
--- /dev/null
+++ b/references/posthog-python-references-6.7.14.json
@@ -0,0 +1,2343 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.7.14",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.capture(\n    'event_name',\n    distinct_id='user-distinct-id',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            },
+            {
+              "id": "example_2",
+              "name": "Set using context",
+              "code": "# Set using context\nfrom posthog import new_context, identify_context\nwith new_context():\n    identify_context('user-distinct-id')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.7.7.json b/references/posthog-python-references-6.7.7.json
new file mode 100644
index 00000000..3c24b746
--- /dev/null
+++ b/references/posthog-python-references-6.7.7.json
@@ -0,0 +1,2343 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.7.7",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.capture(\n    'event_name',\n    distinct_id='user-distinct-id',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            },
+            {
+              "id": "example_2",
+              "name": "Set using context",
+              "code": "# Set using context\nfrom posthog import new_context, identify_context\nwith new_context():\n    identify_context('user-distinct-id')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.8.0.json b/references/posthog-python-references-6.8.0.json
new file mode 100644
index 00000000..57c9ab15
--- /dev/null
+++ b/references/posthog-python-references-6.8.0.json
@@ -0,0 +1,2343 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.8.0",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.capture(\n    'event_name',\n    distinct_id='user-distinct-id',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            },
+            {
+              "id": "example_2",
+              "name": "Set using context",
+              "code": "# Set using context\nfrom posthog import new_context, identify_context\nwith new_context():\n    identify_context('user-distinct-id')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.9.0.json b/references/posthog-python-references-6.9.0.json
new file mode 100644
index 00000000..2b534b2d
--- /dev/null
+++ b/references/posthog-python-references-6.9.0.json
@@ -0,0 +1,2430 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.9.0",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.capture(\n    'event_name',\n    distinct_id='user-distinct-id',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            },
+            {
+              "id": "example_2",
+              "name": "Set using context",
+              "code": "# Set using context\nfrom posthog import new_context, identify_context\nwith new_context():\n    identify_context('user-distinct-id')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.9.1.json b/references/posthog-python-references-6.9.1.json
new file mode 100644
index 00000000..eb26f3ae
--- /dev/null
+++ b/references/posthog-python-references-6.9.1.json
@@ -0,0 +1,2425 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.9.1",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.9.2.json b/references/posthog-python-references-6.9.2.json
new file mode 100644
index 00000000..f1a1625d
--- /dev/null
+++ b/references/posthog-python-references-6.9.2.json
@@ -0,0 +1,2425 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.9.2",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-6.9.3.json b/references/posthog-python-references-6.9.3.json
new file mode 100644
index 00000000..199b0025
--- /dev/null
+++ b/references/posthog-python-references-6.9.3.json
@@ -0,0 +1,2425 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "6.9.3",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.0.0.json b/references/posthog-python-references-7.0.0.json
new file mode 100644
index 00000000..53d2ccdb
--- /dev/null
+++ b/references/posthog-python-references-7.0.0.json
@@ -0,0 +1,2425 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.0.0",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.0.1.json b/references/posthog-python-references-7.0.1.json
new file mode 100644
index 00000000..fc608f58
--- /dev/null
+++ b/references/posthog-python-references-7.0.1.json
@@ -0,0 +1,2425 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.0.1",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user by calling decide.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.14.0.json b/references/posthog-python-references-7.14.0.json
new file mode 100644
index 00000000..955b57dd
--- /dev/null
+++ b/references/posthog-python-references-7.14.0.json
@@ -0,0 +1,2725 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.14.0",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.14.1.json b/references/posthog-python-references-7.14.1.json
new file mode 100644
index 00000000..2dd4000c
--- /dev/null
+++ b/references/posthog-python-references-7.14.1.json
@@ -0,0 +1,2725 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.14.1",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.14.2.json b/references/posthog-python-references-7.14.2.json
new file mode 100644
index 00000000..807a4a4d
--- /dev/null
+++ b/references/posthog-python-references-7.14.2.json
@@ -0,0 +1,2725 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.14.2",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.15.0.json b/references/posthog-python-references-7.15.0.json
new file mode 100644
index 00000000..988ba410
--- /dev/null
+++ b/references/posthog-python-references-7.15.0.json
@@ -0,0 +1,2725 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.15.0",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "The project API key.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "The host to use for the client.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Whether to enable debug mode.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled  Example: ```python result = posthog.get_feature_flag_result('beta-feature', 'distinct_id') if result and result.enabled:     # Use the variant and payload     print(f\"Variant: {result.variant}\")     print(f\"Payload: {result.payload}\") ```",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Set whether code variables are captured for the current context.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "enabled",
+              "description": "",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Variable names matching these patterns will be ignored completely when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Variable names matching these patterns will be masked with *** when capturing code variables.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import capture\ncapture(\n    'distinct_id',\n    event='event_name',\n    properties={\n        '$set': {'name': 'Max Hedgehog'},\n        '$set_once': {'initial_url': '/blog'}\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.15.1.json b/references/posthog-python-references-7.15.1.json
new file mode 100644
index 00000000..0977aaa7
--- /dev/null
+++ b/references/posthog-python-references-7.15.1.json
@@ -0,0 +1,2912 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.15.1",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance.  Raises:     ValueError: If ``api_key`` has not been configured.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.15.3.json b/references/posthog-python-references-7.15.3.json
new file mode 100644
index 00000000..e75be17e
--- /dev/null
+++ b/references/posthog-python-references-7.15.3.json
@@ -0,0 +1,2912 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.15.3",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance.  Raises:     ValueError: If ``api_key`` has not been configured.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.15.4.json b/references/posthog-python-references-7.15.4.json
new file mode 100644
index 00000000..a659d92e
--- /dev/null
+++ b/references/posthog-python-references-7.15.4.json
@@ -0,0 +1,2912 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.15.4",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance.  Raises:     ValueError: If ``api_key`` has not been configured.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.16.0.json b/references/posthog-python-references-7.16.0.json
new file mode 100644
index 00000000..b56a2351
--- /dev/null
+++ b/references/posthog-python-references-7.16.0.json
@@ -0,0 +1,2912 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.16.0",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance.  Raises:     ValueError: If ``api_key`` has not been configured.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.16.1.json b/references/posthog-python-references-7.16.1.json
new file mode 100644
index 00000000..62220ced
--- /dev/null
+++ b/references/posthog-python-references-7.16.1.json
@@ -0,0 +1,2912 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.16.1",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance.  Raises:     ValueError: If ``api_key`` has not been configured.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.16.2.json b/references/posthog-python-references-7.16.2.json
new file mode 100644
index 00000000..2fc1c0bb
--- /dev/null
+++ b/references/posthog-python-references-7.16.2.json
@@ -0,0 +1,2912 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.16.2",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance. If ``api_key`` is missing or blank,     the client is disabled and module-level calls become no-ops.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.16.3.json b/references/posthog-python-references-7.16.3.json
new file mode 100644
index 00000000..48408c62
--- /dev/null
+++ b/references/posthog-python-references-7.16.3.json
@@ -0,0 +1,2912 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.16.3",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance. If ``api_key`` is missing or blank,     the client is disabled and module-level calls become no-ops.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.16.4.json b/references/posthog-python-references-7.16.4.json
new file mode 100644
index 00000000..fea4c070
--- /dev/null
+++ b/references/posthog-python-references-7.16.4.json
@@ -0,0 +1,2912 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.16.4",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance. If ``api_key`` is missing or blank,     the client is disabled and module-level calls become no-ops.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.17.0.json b/references/posthog-python-references-7.17.0.json
new file mode 100644
index 00000000..18b1d67f
--- /dev/null
+++ b/references/posthog-python-references-7.17.0.json
@@ -0,0 +1,2918 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.17.0",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "is_server",
+              "description": "Whether events are emitted from a server-side runtime.         Defaults to True; set to False when using the SDK as a client/CLI         so the device OS is attributed to the person normally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance. If ``api_key`` is missing or blank,     the client is disabled and module-level calls become no-ops.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.18.0.json b/references/posthog-python-references-7.18.0.json
new file mode 100644
index 00000000..9f690ab2
--- /dev/null
+++ b/references/posthog-python-references-7.18.0.json
@@ -0,0 +1,2918 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.18.0",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "is_server",
+              "description": "Whether events are emitted from a server-side runtime.         Defaults to True; set to False when using the SDK as a client/CLI         so the device OS is attributed to the person normally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance. If ``api_key`` is missing or blank,     the client is disabled and module-level calls become no-ops.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.18.1.json b/references/posthog-python-references-7.18.1.json
new file mode 100644
index 00000000..3e6ffe88
--- /dev/null
+++ b/references/posthog-python-references-7.18.1.json
@@ -0,0 +1,2924 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.18.1",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "is_server",
+              "description": "Whether events are emitted from a server-side runtime.         Defaults to True; set to False when using the SDK as a client/CLI         so the device OS is attributed to the person normally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            },
+            {
+              "name": "_dedicated_ai_endpoint",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance. If ``api_key`` is missing or blank,     the client is disabled and module-level calls become no-ops.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.18.2.json b/references/posthog-python-references-7.18.2.json
new file mode 100644
index 00000000..3f06fd7e
--- /dev/null
+++ b/references/posthog-python-references-7.18.2.json
@@ -0,0 +1,2924 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.18.2",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "is_server",
+              "description": "Whether events are emitted from a server-side runtime.         Defaults to True; set to False when using the SDK as a client/CLI         so the device OS is attributed to the person normally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            },
+            {
+              "name": "_dedicated_ai_endpoint",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance. If ``api_key`` is missing or blank,     the client is disabled and module-level calls become no-ops.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-7.18.3.json b/references/posthog-python-references-7.18.3.json
new file mode 100644
index 00000000..e3e8c526
--- /dev/null
+++ b/references/posthog-python-references-7.18.3.json
@@ -0,0 +1,2924 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.18.3",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "is_server",
+              "description": "Whether events are emitted from a server-side runtime.         Defaults to True; set to False when using the SDK as a client/CLI         so the device OS is attributed to the person normally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            },
+            {
+              "name": "_dedicated_ai_endpoint",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance. If ``api_key`` is missing or blank,     the client is disabled and module-level calls become no-ops.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/references/posthog-python-references-latest.json b/references/posthog-python-references-latest.json
new file mode 100644
index 00000000..e3e8c526
--- /dev/null
+++ b/references/posthog-python-references-latest.json
@@ -0,0 +1,2924 @@
+{
+  "id": "posthog-python",
+  "hogRef": "0.3",
+  "info": {
+    "version": "7.18.3",
+    "id": "posthog-python",
+    "title": "PostHog Python SDK",
+    "description": "Integrate PostHog into any python application.",
+    "slugPrefix": "posthog-python",
+    "specUrl": "https://github.com/PostHog/posthog-python"
+  },
+  "types": [
+    {
+      "id": "FeatureFlag",
+      "name": "FeatureFlag",
+      "path": "posthog.types.FeatureFlag",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[FlagReason]",
+          "description": "Field: reason"
+        },
+        {
+          "name": "metadata",
+          "type": "Union[FlagMetadata, LegacyFlagMetadata]",
+          "description": "Field: metadata"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FeatureFlagResult",
+      "name": "FeatureFlagResult",
+      "path": "posthog.types.FeatureFlagResult",
+      "properties": [
+        {
+          "name": "key",
+          "type": "str",
+          "description": "Field: key"
+        },
+        {
+          "name": "enabled",
+          "type": "bool",
+          "description": "Field: enabled"
+        },
+        {
+          "name": "variant",
+          "type": "Optional[str]",
+          "description": "Field: variant"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[Any]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "reason",
+          "type": "Optional[str]",
+          "description": "Field: reason"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagMetadata",
+      "name": "FlagMetadata",
+      "path": "posthog.types.FlagMetadata",
+      "properties": [
+        {
+          "name": "id",
+          "type": "int",
+          "description": "Field: id"
+        },
+        {
+          "name": "payload",
+          "type": "Optional[str]",
+          "description": "Field: payload"
+        },
+        {
+          "name": "version",
+          "type": "int",
+          "description": "Field: version"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagReason",
+      "name": "FlagReason",
+      "path": "posthog.types.FlagReason",
+      "properties": [
+        {
+          "name": "code",
+          "type": "str",
+          "description": "Field: code"
+        },
+        {
+          "name": "condition_index",
+          "type": "Optional[int]",
+          "description": "Field: condition_index"
+        },
+        {
+          "name": "description",
+          "type": "str",
+          "description": "Field: description"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsAndPayloads",
+      "name": "FlagsAndPayloads",
+      "path": "posthog.types.FlagsAndPayloads",
+      "properties": [
+        {
+          "name": "featureFlags",
+          "type": "Optional[dict[str, Union[bool, str]]]",
+          "description": "Field: featureFlags"
+        },
+        {
+          "name": "featureFlagPayloads",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: featureFlagPayloads"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "FlagsResponse",
+      "name": "FlagsResponse",
+      "path": "posthog.types.FlagsResponse",
+      "properties": [
+        {
+          "name": "flags",
+          "type": "dict[str, FeatureFlag]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "errorsWhileComputingFlags",
+          "type": "bool",
+          "description": "Field: errorsWhileComputingFlags"
+        },
+        {
+          "name": "requestId",
+          "type": "str",
+          "description": "Field: requestId"
+        },
+        {
+          "name": "quotaLimit",
+          "type": "Optional[list[str]]",
+          "description": "Field: quotaLimit"
+        },
+        {
+          "name": "evaluatedAt",
+          "type": "Optional[int]",
+          "description": "Field: evaluatedAt"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "LegacyFlagMetadata",
+      "name": "LegacyFlagMetadata",
+      "path": "posthog.types.LegacyFlagMetadata",
+      "properties": [
+        {
+          "name": "payload",
+          "type": "Any",
+          "description": "Field: payload"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalCaptureArgs",
+      "name": "OptionalCaptureArgs",
+      "path": "posthog.args.OptionalCaptureArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "groups",
+          "type": "NotRequired[Optional[dict[str, str]]]",
+          "description": "Field: groups"
+        },
+        {
+          "name": "flags",
+          "type": "NotRequired[Optional[ForwardRef('FeatureFlagEvaluations')]]",
+          "description": "Field: flags"
+        },
+        {
+          "name": "send_feature_flags",
+          "type": "NotRequired[Union[bool, SendFeatureFlagsOptions, any]]",
+          "description": "Field: send_feature_flags"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "OptionalSetArgs",
+      "name": "OptionalSetArgs",
+      "path": "posthog.args.OptionalSetArgs",
+      "properties": [
+        {
+          "name": "distinct_id",
+          "type": "NotRequired[Union[Number, str, UUID, int, any]]",
+          "description": "Field: distinct_id"
+        },
+        {
+          "name": "properties",
+          "type": "NotRequired[Optional[dict[str, Any]]]",
+          "description": "Field: properties"
+        },
+        {
+          "name": "timestamp",
+          "type": "NotRequired[Union[datetime, str, any]]",
+          "description": "Field: timestamp"
+        },
+        {
+          "name": "uuid",
+          "type": "NotRequired[Optional[str]]",
+          "description": "Field: uuid"
+        },
+        {
+          "name": "disable_geoip",
+          "type": "NotRequired[Optional[bool]]",
+          "description": "Field: disable_geoip"
+        }
+      ],
+      "example": ""
+    },
+    {
+      "id": "SendFeatureFlagsOptions",
+      "name": "SendFeatureFlagsOptions",
+      "path": "posthog.types.SendFeatureFlagsOptions",
+      "properties": [
+        {
+          "name": "should_send",
+          "type": "bool",
+          "description": "Field: should_send"
+        },
+        {
+          "name": "only_evaluate_locally",
+          "type": "Optional[bool]",
+          "description": "Field: only_evaluate_locally"
+        },
+        {
+          "name": "person_properties",
+          "type": "Optional[dict[str, Any]]",
+          "description": "Field: person_properties"
+        },
+        {
+          "name": "group_properties",
+          "type": "Optional[dict[str, dict[str, Any]]]",
+          "description": "Field: group_properties"
+        },
+        {
+          "name": "flag_keys_filter",
+          "type": "Optional[list[str]]",
+          "description": "Field: flag_keys_filter"
+        }
+      ],
+      "example": ""
+    }
+  ],
+  "classes": [
+    {
+      "id": "PostHog",
+      "title": "PostHog",
+      "description": "This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project.",
+      "functions": [
+        {
+          "id": "__init__",
+          "title": "Client",
+          "description": "Initialize a new PostHog client instance.",
+          "details": "",
+          "category": "Initialization",
+          "params": [
+            {
+              "name": "project_api_key",
+              "description": "PostHog project API key/token.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "host",
+              "description": "PostHog host. Defaults to the US ingestion endpoint when not         set. App hosts such as ``https://us.posthog.com`` are mapped to         the corresponding ingestion host.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "debug",
+              "description": "Enable verbose SDK logging and re-raise errors from public         API methods.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_queue_size",
+              "description": "Maximum number of events buffered before upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "send",
+              "description": "If False, queueing succeeds but events are not sent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "on_error",
+              "description": "Optional callback invoked by background consumers when an         upload fails.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flush_at",
+              "description": "Number of queued events that triggers a batch upload.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "flush_interval",
+              "description": "Maximum seconds a background consumer waits before         flushing a partial batch.",
+              "isOptional": false,
+              "type": "float"
+            },
+            {
+              "name": "gzip",
+              "description": "Whether to gzip event upload payloads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "max_retries",
+              "description": "Number of upload retries for background consumers.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "sync_mode",
+              "description": "If True, send each event synchronously instead of using         background worker threads.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "timeout",
+              "description": "HTTP request timeout in seconds for event uploads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "thread",
+              "description": "Number of background consumer threads.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "poll_interval",
+              "description": "Seconds between local feature flag definition refreshes.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "personal_api_key",
+              "description": "Personal API key used for local feature flag         evaluation and remote config payloads.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disabled",
+              "description": "If True, disable captures and API requests. Useful in tests.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable server-side GeoIP enrichment.         Defaults to True.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "is_server",
+              "description": "Whether events are emitted from a server-side runtime.         Defaults to True; set to False when using the SDK as a client/CLI         so the device OS is attributed to the person normally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "historical_migration",
+              "description": "Mark events as historical migration imports.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "feature_flags_request_timeout_seconds",
+              "description": "Timeout in seconds for feature         flag and remote config requests.",
+              "isOptional": false,
+              "type": "int"
+            },
+            {
+              "name": "super_properties",
+              "description": "Properties merged into every captured event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_exception_autocapture",
+              "description": "Automatically capture uncaught         exceptions.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "log_captured_exceptions",
+              "description": "Also log exceptions captured by error         tracking.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "project_root",
+              "description": "Root path used to determine in-app stack frames for         captured exceptions. Defaults to the current working directory.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "privacy_mode",
+              "description": "For AI observability, capture usage metadata without         prompt inputs or outputs.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "before_send",
+              "description": "Optional callback that can modify or drop events before         upload. Return ``None`` to drop an event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_fallback_cache_url",
+              "description": "Optional feature flag fallback cache URL,         such as ``memory://local/?ttl=300&size=10000`` or a Redis URL.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "enable_local_evaluation",
+              "description": "Whether to poll feature flag definitions for         local evaluation when a personal API key is configured.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "flag_definition_cache_provider",
+              "description": "Optional external cache provider for         sharing feature flag definitions across workers.",
+              "isOptional": true,
+              "type": "FlagDefinitionCacheProvider"
+            },
+            {
+              "name": "capture_exception_code_variables",
+              "description": "Capture local variable values on         exception stack frames.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "code_variables_mask_patterns",
+              "description": "Variable-name patterns to mask when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "code_variables_ignore_patterns",
+              "description": "Variable-name patterns to omit when         capturing code variables.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "in_app_modules",
+              "description": "Module/package prefixes treated as in-app frames in         captured exceptions.",
+              "isOptional": false,
+              "type": "UnionType[list[str], any]"
+            },
+            {
+              "name": "_dedicated_ai_endpoint",
+              "description": "",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import Posthog\n\nposthog = Posthog('<ph_project_api_key>', host='<ph_app_host>')"
+            }
+          ]
+        },
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Create an alias between two distinct IDs.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The previous distinct ID.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The new distinct ID to alias to.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.alias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events)",
+          "details": "",
+          "category": "Capture",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to capture.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Anonymous event",
+              "code": "# Anonymous event\nposthog.capture('some-anon-event')"
+            },
+            {
+              "id": "example_2",
+              "name": "Context usage",
+              "code": "# Context usage\nfrom posthog import identify_context, new_context\nwith new_context():\n    identify_context('distinct_id_of_the_user')\n    posthog.capture('user_signed_up')\n    posthog.capture('user_logged_in')\n    posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user')"
+            },
+            {
+              "id": "example_3",
+              "name": "Set event properties",
+              "code": "# Set event properties\nposthog.capture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            },
+            {
+              "id": "example_4",
+              "name": "Page view event",
+              "code": "# Page view event\nposthog.capture('$pageview', distinct_id=\"distinct_id_of_the_user\", properties={'$current_url': 'https://example.com'})"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture an exception for error tracking.",
+          "details": "",
+          "category": "Error Tracking",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture.",
+              "isOptional": true,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "try:\n    # Some code that might fail\n    pass\nexcept Exception as e:\n    posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.  Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``\"Evaluated locally\"``.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the         context distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": true,
+              "type": "dict[str, str]"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": true,
+              "type": "dict[str, dict[str, Any]]"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If True, never fall back to remote evaluation \u2014         flags that can't be evaluated locally are simply omitted from the snapshot.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys to scope the underlying ``/flags``         request to a subset.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flags = posthog.evaluate_flags(\n    \"user_123\",\n    person_properties={\"plan\": \"enterprise\"},\n)\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\nposthog.capture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Check if a feature flag is enabled for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Return feature flag definitions loaded for local evaluation.  Returns:     The currently loaded feature flag definitions, or ``None`` before     local evaluation has loaded definitions.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.capture('event_name')\nposthog.flush()  # Ensures the event is sent immediately"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all feature flags for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, Union[bool, str]]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flags and their payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.get_all_flags_and_payloads('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get multivariate feature flag value for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Union[bool, str, any]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload for a feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "The specific flag value to get payload for.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Deprecated. Use get_feature_flag() instead if you need events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user')\n\nif is_my_flag_enabled:\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to only evaluate locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlagResult]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user')\nif flag_result and flag_result.get_value() == 'variant-key':\n    # Do something differently for this user\n    # Optional: fetch the payload\n    matched_flag_payload = flag_result.payload"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flags_and_payloads",
+          "title": "get_feature_flags_and_payloads",
+          "description": "Get feature flags and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "result = posthog.get_feature_flags_and_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_payloads",
+          "title": "get_feature_payloads",
+          "description": "Get feature flag payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "payloads = posthog.get_feature_payloads('<distinct_id>')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_variants",
+          "title": "get_feature_variants",
+          "description": "Get feature flag variants for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Union[bool, str]]"
+          }
+        },
+        {
+          "id": "get_flags_decision",
+          "title": "get_flags_decision",
+          "description": "Get feature flags decision.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user.",
+              "isOptional": false,
+              "type": "Number"
+            },
+            {
+              "name": "groups",
+              "description": "A dictionary of group information.",
+              "isOptional": true,
+              "type": "dict"
+            },
+            {
+              "name": "person_properties",
+              "description": "A dictionary of person properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "A dictionary of group properties.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this request.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "A list of specific flag keys to evaluate. If provided,         only these flags will be evaluated, improving performance.",
+              "isOptional": true,
+              "type": "list[str]"
+            },
+            {
+              "name": "device_id",
+              "description": "The device ID for this request.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsResponse"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "decision = posthog.get_flags_decision('user123')"
+            }
+          ]
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The remote config feature flag key.",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Identify a group and set its properties.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "The type of group (e.g., 'company', 'team').",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "group_key",
+              "description": "The unique identifier for the group.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "properties",
+              "description": "A dictionary of properties to set on the group.",
+              "isOptional": true,
+              "type": "dict[str, Any]"
+            },
+            {
+              "name": "timestamp",
+              "description": "The timestamp of the event.",
+              "isOptional": false,
+              "type": "datetime"
+            },
+            {
+              "name": "uuid",
+              "description": "A unique identifier for the event.",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP for this event.",
+              "isOptional": true,
+              "type": "bool"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID of the user performing the action.",
+              "isOptional": false,
+              "type": "Number"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.group_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "End the consumer thread once the queue is empty. Do not use directly, call `shutdown()` instead.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.join()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flags for local evaluation.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.load_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts).",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to create a fresh context that doesn't inherit from parent.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to automatically capture exceptions in this context.",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "with posthog.new_context():\n    identify_context('<distinct_id>')\n    posthog.capture('event_name')"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a person profile.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set with distinct id",
+              "code": "# Set with distinct id\nposthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a person profile only if they haven't been set before.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'})"
+            }
+          ]
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss.",
+          "details": "",
+          "category": null,
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "posthog.shutdown()"
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "PostHogModule",
+      "title": "PostHog Module Functions",
+      "description": "Global functions available in the PostHog module",
+      "functions": [
+        {
+          "id": "alias",
+          "title": "alias",
+          "description": "Associate user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "details": "To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like \"Which marketing channels leads to users churning after a month?\" or \"What do users do on our website before signing up?\". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "previous_id",
+              "description": "The unique ID of the user before",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The current unique id",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Alias user",
+              "code": "# Alias user\nfrom posthog import alias\nalias(previous_id='distinct_id', distinct_id='alias_id')"
+            }
+          ]
+        },
+        {
+          "id": "capture",
+          "title": "capture",
+          "description": "Capture anything a user does within your system.",
+          "details": "Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "event",
+              "description": "The event name to specify the event     **kwargs: Optional arguments including:",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Context and capture usage",
+              "code": "# Context and capture usage\nfrom posthog import new_context, identify_context, tag_context, capture\n# Enter a new context (e.g. a request/response cycle, an instance of a background job, etc)\nwith new_context():\n    # Associate this context with some user, by distinct_id\n    identify_context('some user')\n\n    # Capture an event, associated with the context-level distinct ID ('some user')\n    capture('movie started')\n\n    # Capture an event associated with some other user (overriding the context-level distinct ID)\n    capture('movie joined', distinct_id='some-other-user')\n\n    # Capture an event with some properties\n    capture('movie played', properties={'movie_id': '123', 'category': 'romcom'})\n\n    # Capture an event with some properties\n    capture('purchase', properties={'product_id': '123', 'category': 'romcom'})\n    # Capture an event with some associated group\n    capture('purchase', groups={'company': 'id:5'})\n\n    # Adding a tag to the current context will cause it to appear on all subsequent events\n    tag_context('some-tag', 'some-value')\n\n    capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict"
+            },
+            {
+              "id": "example_2",
+              "name": "Set event properties",
+              "code": "# Set event properties\nfrom posthog import capture\ncapture(\n    \"user_signed_up\",\n    distinct_id=\"distinct_id_of_the_user\",\n    properties={\n        \"login_type\": \"email\",\n        \"is_free_trial\": \"true\"\n    }\n)"
+            }
+          ]
+        },
+        {
+          "id": "capture_exception",
+          "title": "capture_exception",
+          "description": "Capture exceptions that happen in your code.",
+          "details": "Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the \"traceback\"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError(\"Some Error\"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`.",
+          "category": "Events",
+          "params": [
+            {
+              "name": "exception",
+              "description": "The exception to capture. If not provided, the current exception is captured via `sys.exc_info()`     **kwargs: Optional capture arguments including distinct_id, properties,         timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip.",
+              "isOptional": false,
+              "type": "BaseException"
+            },
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalCaptureArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Capture exception",
+              "code": "# Capture exception\nfrom posthog import capture_exception\ntry:\n    risky_operation()\nexcept Exception as e:\n    capture_exception(e)"
+            }
+          ]
+        },
+        {
+          "id": "evaluate_flags",
+          "title": "evaluate_flags",
+          "description": "Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on.  Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` \u2014 it consolidates flag evaluation into a single ``/flags`` request per incoming request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID. If ``None``, falls back to the context         distinct_id. If still unresolvable, returns an empty snapshot.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "If ``True``, never fall back to remote evaluation.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys",
+              "description": "Optional list of flag keys. When provided, only these flags are         evaluated \u2014 the underlying ``/flags`` request asks the server for just         this subset, which makes the response smaller and the request cheaper.         Use this when you only need a handful of flags out of many.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override. If not provided, falls back to the         context device_id (which may be set via tracing headers). Used by         experience-continuity flags to match users across distinct_id changes.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FeatureFlagEvaluations"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import evaluate_flags, capture\nflags = evaluate_flags(\"user_123\", person_properties={\"plan\": \"enterprise\"})\nif flags.is_enabled(\"new-dashboard\"):\n    render_new_dashboard()\ncapture(\"page_viewed\", distinct_id=\"user_123\", flags=flags)"
+            }
+          ]
+        },
+        {
+          "id": "feature_enabled",
+          "title": "feature_enabled",
+          "description": "Use feature flags to enable or disable features for users.",
+          "details": "You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Boolean feature flag",
+              "code": "# Boolean feature flag\nfrom posthog import feature_enabled, get_feature_flag_payload\nis_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user')\nif is_my_flag_enabled:\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "feature_flag_definitions",
+          "title": "feature_flag_definitions",
+          "description": "Returns loaded feature flags.",
+          "details": "Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded.",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import feature_flag_definitions\ndefinitions = feature_flag_definitions()"
+            }
+          ]
+        },
+        {
+          "id": "flush",
+          "title": "flush",
+          "description": "Tell the client to flush all queued events.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import flush\nflush()"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags",
+          "title": "get_all_flags",
+          "description": "Get all flags for a given user.",
+          "details": "Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate (evaluates all if None)",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[dict[str, FeatureFlag]]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "All flags for user",
+              "code": "# All flags for user\nfrom posthog import get_all_flags\nget_all_flags('distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_all_flags_and_payloads",
+          "title": "get_all_flags_and_payloads",
+          "description": "Get all feature flag values and payloads for a user.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "flag_keys_to_evaluate",
+              "description": "Optional list of flag keys to evaluate. Evaluates         all flags when omitted.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "FlagsAndPayloads"
+          }
+        },
+        {
+          "id": "get_feature_flag",
+          "title": "get_feature_flag",
+          "description": "Get feature flag variant for users. Used with experiments.",
+          "details": "`groups` are a mapping from group type to group key. So, if you have a group type of \"organization\" and a group key of \"5\", you would pass groups={\"organization\": \"5\"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type \"organization\" and the group key \"5\", with the properties name, and employee count, you'll send these as: group_properties={\"organization\": {\"name\": \"PostHog\", \"employees\": 11}}.",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Groups mapping from group type to group key",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties in format { group_type_name: { group_properties } }",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send feature flag events",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[FeatureFlag]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Multivariate feature flag",
+              "code": "# Multivariate feature flag\nfrom posthog import get_feature_flag, get_feature_flag_payload\nenabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user')\nif enabled_variant == 'variant-key':\n    matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user')"
+            }
+          ]
+        },
+        {
+          "id": "get_feature_flag_payload",
+          "title": "get_feature_flag_payload",
+          "description": "Get the payload associated with a feature flag value.  Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "match_value",
+              "description": "Optional flag value to use when selecting a payload.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          }
+        },
+        {
+          "id": "get_feature_flag_result",
+          "title": "get_feature_flag_result",
+          "description": "Get a FeatureFlagResult object which contains the flag result and payload.  This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The feature flag key.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "The user's distinct ID.",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "groups",
+              "description": "Mapping of group type to group key.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "person_properties",
+              "description": "Person properties to use for evaluation.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "group_properties",
+              "description": "Group properties keyed by group type.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "only_evaluate_locally",
+              "description": "Whether to evaluate only locally.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "send_feature_flag_events",
+              "description": "Whether to send a $feature_flag_called event.",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup.",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "device_id",
+              "description": "Optional device ID override for experience-continuity flags.",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_remote_config_payload",
+          "title": "get_remote_config_payload",
+          "description": "Get the payload for a remote config feature flag.",
+          "details": "",
+          "category": null,
+          "params": [
+            {
+              "name": "key",
+              "description": "The key of the feature flag",
+              "isOptional": true,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "get_tags",
+          "title": "get_tags",
+          "description": "Get all tags from the current context.  Returns:     Dict of all tags in the current context",
+          "details": "",
+          "category": "Contexts",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "dict[str, Any]"
+          }
+        },
+        {
+          "id": "group_identify",
+          "title": "group_identify",
+          "description": "Set properties on a group.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "group_type",
+              "description": "Type of your group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "group_key",
+              "description": "Unique identifier of the group",
+              "isOptional": true,
+              "type": "any"
+            },
+            {
+              "name": "properties",
+              "description": "Properties to set on the group",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "timestamp",
+              "description": "Optional timestamp for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "uuid",
+              "description": "Optional UUID for the event",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "disable_geoip",
+              "description": "Whether to disable GeoIP lookup",
+              "isOptional": false,
+              "type": "any"
+            },
+            {
+              "name": "distinct_id",
+              "description": "Optional distinct ID of the user performing the action",
+              "isOptional": false,
+              "type": "any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Group identify",
+              "code": "# Group identify\nfrom posthog import group_identify\ngroup_identify('company', 'company_id_in_your_db', {\n    'name': 'Awesome Inc.',\n    'employees': 11\n})"
+            }
+          ]
+        },
+        {
+          "id": "identify_context",
+          "title": "identify_context",
+          "description": "Identify the current context with a distinct ID.",
+          "details": "",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "distinct_id",
+              "description": "The distinct ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import identify_context\nidentify_context(\"user_123\")"
+            }
+          ]
+        },
+        {
+          "id": "join",
+          "title": "join",
+          "description": "Block program until the client clears the queue. Used during program shutdown. You should use `shutdown()` directly in most cases.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import join\njoin()"
+            }
+          ]
+        },
+        {
+          "id": "load_feature_flags",
+          "title": "load_feature_flags",
+          "description": "Load feature flag definitions from PostHog.",
+          "details": "",
+          "category": "Feature flags",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import load_feature_flags\nload_feature_flags()"
+            }
+          ]
+        },
+        {
+          "id": "new_context",
+          "title": "new_context",
+          "description": "Create a new context scope that will be active for the duration of the with block.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture exceptions raised within the context (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "client",
+              "description": "Optional Posthog client instance to use for this context (default: None)",
+              "isOptional": true,
+              "type": "Client"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import new_context, tag, capture\nwith new_context():\n    tag(\"request_id\", \"123\")\n    capture(\"event_name\", properties={\"property\": \"value\"})"
+            }
+          ]
+        },
+        {
+          "id": "scoped",
+          "title": "scoped",
+          "description": "Decorator that creates a new context for the function.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "fresh",
+              "description": "Whether to start with a fresh context (default: False)",
+              "isOptional": false,
+              "type": "bool"
+            },
+            {
+              "name": "capture_exceptions",
+              "description": "Whether to capture and track exceptions with posthog error tracking (default: True)",
+              "isOptional": false,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import scoped, tag, capture\n@scoped()\ndef process_payment(payment_id):\n    tag(\"payment_id\", payment_id)\n    capture(\"payment_started\")"
+            }
+          ]
+        },
+        {
+          "id": "set",
+          "title": "set",
+          "description": "Set properties on a user record.",
+          "details": "This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event).",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set person properties",
+              "code": "# Set person properties\nfrom posthog import set\nset(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'})"
+            }
+          ]
+        },
+        {
+          "id": "set_capture_exception_code_variables_context",
+          "title": "set_capture_exception_code_variables_context",
+          "description": "Override code-variable capture for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "enabled",
+              "description": "Whether exceptions captured in this context should include local         variable values from stack frames.",
+              "isOptional": true,
+              "type": "bool"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_ignore_patterns_context",
+          "title": "set_code_variables_ignore_patterns_context",
+          "description": "Override code-variable ignore patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "ignore_patterns",
+              "description": "Variable-name patterns that should be omitted entirely         when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_code_variables_mask_patterns_context",
+          "title": "set_code_variables_mask_patterns_context",
+          "description": "Override code-variable mask patterns for exceptions in the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "mask_patterns",
+              "description": "Variable-name patterns whose values should be replaced         with ``***`` when code variables are captured.",
+              "isOptional": true,
+              "type": "list"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          }
+        },
+        {
+          "id": "set_context_device_id",
+          "title": "set_context_device_id",
+          "description": "Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "device_id",
+              "description": "The device ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_device_id\nset_context_device_id(\"device_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_context_session",
+          "title": "set_context_session",
+          "description": "Set the session ID for the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "session_id",
+              "description": "The session ID to associate with the current context and its children",
+              "isOptional": true,
+              "type": "str"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import set_context_session\nset_context_session(\"session_123\")"
+            }
+          ]
+        },
+        {
+          "id": "set_once",
+          "title": "set_once",
+          "description": "Set properties on a user record, only if they do not yet exist.",
+          "details": "This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`.",
+          "category": "Identification",
+          "params": [
+            {
+              "name": "kwargs",
+              "description": "",
+              "isOptional": true,
+              "type": "Unpack[OptionalSetArgs]"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Optional[str]"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Set property once",
+              "code": "# Set property once\nfrom posthog import set_once\nset_once(distinct_id='distinct_id', properties={'initial_url': '/blog'})"
+            }
+          ]
+        },
+        {
+          "id": "setup",
+          "title": "setup",
+          "description": "Create or return the global PostHog client configured by module settings.  Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``.  Returns:     The global ``Client`` instance. If ``api_key`` is missing or blank,     the client is disabled and module-level calls become no-ops.",
+          "details": "",
+          "category": "Initialization",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "Client"
+          }
+        },
+        {
+          "id": "shutdown",
+          "title": "shutdown",
+          "description": "Flush all messages and cleanly shutdown the client.",
+          "details": "",
+          "category": "Client management",
+          "params": [],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import shutdown\nshutdown()"
+            }
+          ]
+        },
+        {
+          "id": "tag",
+          "title": "tag",
+          "description": "Add a tag to the current context.",
+          "details": "",
+          "category": "Contexts",
+          "params": [
+            {
+              "name": "name",
+              "description": "The tag key",
+              "isOptional": true,
+              "type": "str"
+            },
+            {
+              "name": "value",
+              "description": "The tag value",
+              "isOptional": true,
+              "type": "Any"
+            }
+          ],
+          "showDocs": true,
+          "releaseTag": "public",
+          "returnType": {
+            "id": "return_type",
+            "name": "None"
+          },
+          "examples": [
+            {
+              "id": "example_1",
+              "name": "Example 1",
+              "code": "from posthog import tag\ntag(\"user_id\", \"123\")"
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "categories": [
+    "Initialization",
+    "Identification",
+    "Capture",
+    "Error Tracking",
+    "Feature flags",
+    "Contexts",
+    "Events",
+    "Client management"
+  ]
+}
\ No newline at end of file
diff --git a/sdk_compliance_adapter/CONTRIBUTING.md b/sdk_compliance_adapter/CONTRIBUTING.md
new file mode 100644
index 00000000..f6ef9ef3
--- /dev/null
+++ b/sdk_compliance_adapter/CONTRIBUTING.md
@@ -0,0 +1,44 @@
+# Contributing
+
+This package contains the PostHog Python SDK compliance adapter used with the PostHog SDK Test Harness.
+
+## Running tests
+
+Tests run automatically in CI via GitHub Actions.
+
+### Locally with Docker Compose
+
+Run the full compliance suite from the `sdk_compliance_adapter` directory:
+
+```bash
+docker-compose up --build --abort-on-container-exit
+```
+
+This will:
+
+1. Build the Python SDK adapter
+2. Pull the test harness image
+3. Run all compliance tests
+4. Show the results
+
+### Manually with Docker
+
+```bash
+# Create network
+docker network create test-network
+
+# Build and run adapter
+docker build -f sdk_compliance_adapter/Dockerfile -t posthog-python-adapter .
+docker run -d --name sdk-adapter --network test-network -p 8080:8080 posthog-python-adapter
+
+# Run test harness
+docker run --rm \
+  --name test-harness \
+  --network test-network \
+  ghcr.io/posthog/sdk-test-harness:latest \
+  run --adapter-url http://sdk-adapter:8080 --mock-url http://test-harness:8081
+
+# Cleanup
+docker stop sdk-adapter && docker rm sdk-adapter
+docker network rm test-network
+```
diff --git a/sdk_compliance_adapter/Dockerfile b/sdk_compliance_adapter/Dockerfile
new file mode 100644
index 00000000..c347f326
--- /dev/null
+++ b/sdk_compliance_adapter/Dockerfile
@@ -0,0 +1,22 @@
+FROM python:3.12-slim
+
+WORKDIR /app
+
+# Copy the SDK source code
+COPY posthog/ /app/sdk/posthog/
+COPY setup.py pyproject.toml README.md LICENSE /app/sdk/
+
+# Install the SDK from source
+RUN cd /app/sdk && pip install --no-cache-dir -e .
+
+# Install adapter dependencies
+RUN pip install --no-cache-dir flask python-dateutil
+
+# Copy adapter code
+COPY sdk_compliance_adapter/adapter.py /app/adapter.py
+
+# Expose port 8080
+EXPOSE 8080
+
+# Run the adapter
+CMD ["python", "/app/adapter.py"]
diff --git a/sdk_compliance_adapter/README.md b/sdk_compliance_adapter/README.md
new file mode 100644
index 00000000..5cd730c3
--- /dev/null
+++ b/sdk_compliance_adapter/README.md
@@ -0,0 +1,41 @@
+# PostHog Python SDK Test Adapter
+
+This adapter wraps the posthog-python SDK for compliance testing with the [PostHog SDK Test Harness](https://github.com/PostHog/posthog-sdk-test-harness).
+
+## What is This?
+
+This is a simple Flask app that:
+1. Wraps the posthog-python SDK
+2. Exposes a REST API for the test harness to control
+3. Tracks internal SDK state for test assertions
+
+## Contributing
+
+See [CONTRIBUTING.md](CONTRIBUTING.md) for local build and compliance test instructions.
+
+## Adapter Implementation
+
+See [adapter.py](adapter.py) for the implementation.
+
+The adapter implements the standard SDK adapter interface defined in the [test harness CONTRACT](https://github.com/PostHog/posthog-sdk-test-harness/blob/main/CONTRACT.yaml):
+
+- `GET /health` - Return SDK information
+- `POST /init` - Initialize SDK with config
+- `POST /capture` - Capture an event
+- `POST /flush` - Flush pending events
+- `GET /state` - Return internal state
+- `POST /reset` - Reset SDK state
+
+### Key Implementation Details
+
+**Request Tracking**: The adapter monkey-patches `batch_post` to track all HTTP requests made by the SDK, including retries.
+
+**State Management**: Thread-safe state tracking for events captured vs sent, retry attempts, and errors.
+
+**UUID Tracking**: Extracts and tracks UUIDs from batches to verify deduplication.
+
+## Documentation
+
+For complete documentation on the test harness and how to implement adapters, see:
+- [PostHog SDK Test Harness](https://github.com/PostHog/posthog-sdk-test-harness)
+- [Adapter Implementation Guide](https://github.com/PostHog/posthog-sdk-test-harness/blob/main/ADAPTER_GUIDE.md)
diff --git a/sdk_compliance_adapter/adapter.py b/sdk_compliance_adapter/adapter.py
new file mode 100644
index 00000000..e0ed1b4b
--- /dev/null
+++ b/sdk_compliance_adapter/adapter.py
@@ -0,0 +1,445 @@
+"""
+PostHog Python SDK Test Adapter
+
+This adapter implements the SDK Test Adapter Interface defined in the PostHog Capture API Contract.
+It wraps the posthog-python SDK and exposes a REST API for the test harness to exercise.
+"""
+
+import logging
+import os
+import threading
+import time
+from typing import Any, Dict, List, Optional
+
+from flask import Flask, jsonify, request
+
+from posthog import Client
+from posthog.request import EVENTS_ENDPOINT
+from posthog.request import batch_post as original_batch_post
+from posthog.version import VERSION
+
+# Configure logging
+logging.basicConfig(
+    level=logging.DEBUG, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
+)
+logger = logging.getLogger(__name__)
+
+app = Flask(__name__)
+
+
+class RequestInfo:
+    """Information about an HTTP request made by the SDK"""
+
+    def __init__(
+        self,
+        timestamp_ms: int,
+        status_code: int,
+        retry_attempt: int,
+        event_count: int,
+        uuid_list: List[str],
+    ):
+        self.timestamp_ms = timestamp_ms
+        self.status_code = status_code
+        self.retry_attempt = retry_attempt
+        self.event_count = event_count
+        self.uuid_list = uuid_list
+
+    def to_dict(self) -> Dict[str, Any]:
+        return {
+            "timestamp_ms": self.timestamp_ms,
+            "status_code": self.status_code,
+            "retry_attempt": self.retry_attempt,
+            "event_count": self.event_count,
+            "uuid_list": self.uuid_list,
+        }
+
+
+class SDKState:
+    """Tracks SDK internal state for test assertions"""
+
+    def __init__(self):
+        self.lock = threading.Lock()
+        self.pending_events = 0
+        self.total_events_captured = 0
+        self.total_events_sent = 0
+        self.total_retries = 0
+        self.last_error: Optional[str] = None
+        self.requests_made: List[RequestInfo] = []
+        self.client: Optional[Client] = None
+        self.retry_attempts: Dict[str, int] = {}  # Track retry attempts by batch ID
+
+    def reset(self):
+        """Reset all state"""
+        client_to_shutdown = None
+        with self.lock:
+            client_to_shutdown = self.client
+            self.client = None
+
+        if client_to_shutdown:
+            # Flush and shutdown the existing client outside state.lock.
+            # The patched transport records successful flush requests through
+            # SDKState.record_request(), which also needs state.lock. Holding the
+            # lock while shutdown() waits for the queue to drain can deadlock when
+            # a pending background event is being flushed during test reset.
+            try:
+                client_to_shutdown.shutdown()
+            except Exception as e:
+                logger.warning(f"Error shutting down client: {e}")
+
+        with self.lock:
+            self.pending_events = 0
+            self.total_events_captured = 0
+            self.total_events_sent = 0
+            self.total_retries = 0
+            self.last_error = None
+            self.requests_made = []
+            self.retry_attempts = {}
+
+    def increment_captured(self):
+        """Increment total events captured"""
+        with self.lock:
+            self.total_events_captured += 1
+            self.pending_events += 1
+
+    def record_request(self, status_code: int, batch: List[Dict], batch_id: str):
+        """Record an HTTP request made by the SDK"""
+        with self.lock:
+            # Determine retry attempt for this batch
+            retry_attempt = self.retry_attempts.get(batch_id, 0)
+
+            # Extract UUIDs from batch
+            uuid_list = [event.get("uuid", "") for event in batch]
+
+            request_info = RequestInfo(
+                timestamp_ms=int(time.time() * 1000),
+                status_code=status_code,
+                retry_attempt=retry_attempt,
+                event_count=len(batch),
+                uuid_list=uuid_list,
+            )
+            self.requests_made.append(request_info)
+
+            # Update counters
+            if status_code == 200:
+                # Success - clear pending events
+                self.total_events_sent += len(batch)
+                self.pending_events = max(0, self.pending_events - len(batch))
+                # Remove batch from retry tracking
+                self.retry_attempts.pop(batch_id, None)
+            else:
+                # Failure - increment retry count
+                self.retry_attempts[batch_id] = retry_attempt + 1
+                if retry_attempt > 0:
+                    self.total_retries += 1
+
+    def record_error(self, error: str):
+        """Record an error"""
+        with self.lock:
+            self.last_error = error
+
+    def get_state(self) -> Dict[str, Any]:
+        """Get current state as dict"""
+        with self.lock:
+            return {
+                "pending_events": self.pending_events,
+                "total_events_captured": self.total_events_captured,
+                "total_events_sent": self.total_events_sent,
+                "total_retries": self.total_retries,
+                "last_error": self.last_error,
+                "requests_made": [r.to_dict() for r in self.requests_made],
+            }
+
+
+# Global state
+state = SDKState()
+
+
+def create_batch_id(batch: List[Dict]) -> str:
+    """Create a unique ID for a batch based on UUIDs"""
+    uuids = sorted([event.get("uuid", "") for event in batch])
+    return "-".join(uuids[:3])  # Use first 3 UUIDs as batch ID
+
+
+def patched_batch_post(
+    api_key: str,
+    host: Optional[str] = None,
+    gzip: bool = False,
+    timeout: int = 15,
+    path: str = EVENTS_ENDPOINT,
+    **kwargs,
+):
+    """Patched version of batch_post that tracks requests"""
+    batch = kwargs.get("batch", [])
+    batch_id = create_batch_id(batch)
+
+    try:
+        # Call original batch_post
+        response = original_batch_post(api_key, host, gzip, timeout, path, **kwargs)
+        # Record successful request
+        state.record_request(200, batch, batch_id)
+        return response
+    except Exception as e:
+        # Record failed request
+        status_code = (
+            getattr(e, "status_code", 500) if hasattr(e, "status_code") else 500
+        )
+        state.record_request(status_code, batch, batch_id)
+        state.record_error(str(e))
+        raise
+
+
+# Monkey-patch the batch_post function
+import posthog.request  # noqa: E402
+
+posthog.request.batch_post = patched_batch_post
+
+# Also patch in consumer module
+import posthog.consumer  # noqa: E402
+
+posthog.consumer.batch_post = patched_batch_post
+
+
+@app.route("/health", methods=["GET"])
+def health():
+    """Health check endpoint"""
+    return jsonify(
+        {
+            "sdk_name": "posthog-python",
+            "sdk_version": VERSION,
+            "adapter_version": "1.0.0",
+            "capabilities": ["capture_v0", "encoding_gzip"],
+        }
+    )
+
+
+@app.route("/init", methods=["POST"])
+def init():
+    """Initialize the SDK client"""
+    try:
+        data = request.json or {}
+
+        # Reset state
+        state.reset()
+
+        # Extract config
+        api_key = data.get("api_key")
+        host = data.get("host")
+        flush_at = data.get("flush_at", 100)
+        flush_interval_ms = data.get("flush_interval_ms", 500)
+        max_retries = data.get("max_retries", 3)
+        enable_compression = data.get("enable_compression", False)
+
+        if not api_key:
+            return jsonify({"error": "api_key is required"}), 400
+        if not host:
+            return jsonify({"error": "host is required"}), 400
+
+        # Convert flush_interval from ms to seconds
+        flush_interval = flush_interval_ms / 1000.0
+
+        # Create client
+        client = Client(
+            project_api_key=api_key,
+            host=host,
+            flush_at=flush_at,
+            flush_interval=flush_interval,
+            gzip=enable_compression,
+            max_retries=max_retries,
+            debug=True,
+            # Compliance tests assert the request-level default when callers omit
+            # disable_geoip. Configure the adapter to exercise geoip-enabled
+            # /flags requests by default while still allowing per-call overrides.
+            disable_geoip=False,
+        )
+
+        state.client = client
+
+        logger.info(
+            f"Initialized SDK with api_key={api_key[:10]}..., host={host}, "
+            f"flush_at={flush_at}, flush_interval={flush_interval}, "
+            f"max_retries={max_retries}, gzip={enable_compression}"
+        )
+
+        return jsonify({"success": True})
+    except Exception as e:
+        logger.exception("Error initializing SDK")
+        return jsonify({"error": str(e)}), 500
+
+
+@app.route("/capture", methods=["POST"])
+def capture():
+    """Capture a single event"""
+    try:
+        if not state.client:
+            return jsonify({"error": "SDK not initialized"}), 400
+
+        data = request.json or {}
+
+        distinct_id = data.get("distinct_id")
+        event = data.get("event")
+        properties = data.get("properties")
+        timestamp = data.get("timestamp")
+
+        if not distinct_id:
+            return jsonify({"error": "distinct_id is required"}), 400
+        if not event:
+            return jsonify({"error": "event is required"}), 400
+
+        # Capture event
+        kwargs = {"distinct_id": distinct_id, "properties": properties}
+        if timestamp:
+            # Parse ISO8601 timestamp
+            from dateutil.parser import parse
+
+            kwargs["timestamp"] = parse(timestamp)
+
+        uuid = state.client.capture(event, **kwargs)
+
+        # Track that we captured an event
+        state.increment_captured()
+
+        logger.info(f"Captured event: {event} for {distinct_id}, uuid={uuid}")
+
+        return jsonify({"success": True, "uuid": uuid})
+    except Exception as e:
+        logger.exception("Error capturing event")
+        state.record_error(str(e))
+        return jsonify({"error": str(e)}), 500
+
+
+@app.route("/identify", methods=["POST"])
+def identify():
+    """Identify a user"""
+    try:
+        if not state.client:
+            return jsonify({"error": "SDK not initialized"}), 400
+
+        data = request.json or {}
+
+        distinct_id = data.get("distinct_id")
+        properties = data.get("properties")
+        properties_set_once = data.get("properties_set_once")
+
+        if not distinct_id:
+            return jsonify({"error": "distinct_id is required"}), 400
+
+        # Use the identify pattern - set + set_once
+        if properties:
+            state.client.set(distinct_id=distinct_id, properties=properties)
+            state.increment_captured()
+
+        if properties_set_once:
+            state.client.set_once(
+                distinct_id=distinct_id, properties=properties_set_once
+            )
+            state.increment_captured()
+
+        logger.info(f"Identified user: {distinct_id}")
+
+        return jsonify({"success": True})
+    except Exception as e:
+        logger.exception("Error identifying user")
+        state.record_error(str(e))
+        return jsonify({"error": str(e)}), 500
+
+
+@app.route("/flush", methods=["POST"])
+def flush():
+    """Force flush all pending events"""
+    try:
+        if not state.client:
+            return jsonify({"error": "SDK not initialized"}), 400
+
+        # Flush and wait
+        state.client.flush()
+
+        # Wait a bit for flush to complete
+        # The flush() method triggers queue.join() which blocks until all items are processed
+        time.sleep(0.5)
+
+        logger.info("Flushed pending events")
+
+        return jsonify({"success": True, "events_flushed": state.total_events_sent})
+    except Exception as e:
+        logger.exception("Error flushing events")
+        state.record_error(str(e))
+        return jsonify({"error": str(e), "errors": [str(e)]}, 500)
+
+
+@app.route("/state", methods=["GET"])
+def get_state():
+    """Get internal SDK state"""
+    try:
+        return jsonify(state.get_state())
+    except Exception as e:
+        logger.exception("Error getting state")
+        return jsonify({"error": str(e)}), 500
+
+
+@app.route("/get_feature_flag", methods=["POST"])
+def get_feature_flag():
+    """Evaluate a feature flag"""
+    try:
+        if not state.client:
+            return jsonify({"error": "SDK not initialized"}), 400
+
+        data = request.json or {}
+
+        key = data.get("key")
+        distinct_id = data.get("distinct_id")
+        person_properties = data.get("person_properties")
+        groups = data.get("groups")
+        group_properties = data.get("group_properties")
+        disable_geoip = data.get("disable_geoip")
+        force_remote = data.get("force_remote", True)
+
+        if not key:
+            return jsonify({"error": "key is required"}), 400
+        if not distinct_id:
+            return jsonify({"error": "distinct_id is required"}), 400
+
+        value = state.client.get_feature_flag(
+            key,
+            distinct_id,
+            person_properties=person_properties,
+            groups=groups,
+            group_properties=group_properties,
+            disable_geoip=disable_geoip,
+            only_evaluate_locally=not force_remote,
+        )
+
+        # Ensure the SDK's side-effect $feature_flag_called event is sent before
+        # the adapter action returns. Otherwise the harness may reset mock-server
+        # state for the next test while the background consumer is still flushing,
+        # leaking the previous test's event into the next test.
+        state.client.flush()
+
+        logger.info(f"Feature flag {key} for {distinct_id}: {value}")
+
+        return jsonify({"success": True, "value": value})
+    except Exception as e:
+        logger.exception("Error evaluating feature flag")
+        return jsonify({"error": str(e)}), 500
+
+
+@app.route("/reset", methods=["POST"])
+def reset():
+    """Reset SDK state"""
+    try:
+        state.reset()
+        logger.info("Reset SDK state")
+        return jsonify({"success": True})
+    except Exception as e:
+        logger.exception("Error resetting state")
+        return jsonify({"error": str(e)}), 500
+
+
+def main():
+    """Main entry point"""
+    port = int(os.environ.get("PORT", 8080))
+    logger.info(f"Starting SDK Test Adapter on port {port}")
+    app.run(host="0.0.0.0", port=port, debug=False)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/sdk_compliance_adapter/docker-compose.yml b/sdk_compliance_adapter/docker-compose.yml
new file mode 100644
index 00000000..138bf4a8
--- /dev/null
+++ b/sdk_compliance_adapter/docker-compose.yml
@@ -0,0 +1,25 @@
+version: "3.8"
+
+services:
+  # PostHog Python SDK adapter
+  sdk-adapter:
+    build:
+      context: ..
+      dockerfile: sdk_compliance_adapter/Dockerfile
+    ports:
+      - "8080:8080"
+    networks:
+      - test-network
+
+  # Test harness
+  test-harness:
+    image: ghcr.io/posthog/sdk-test-harness:latest
+    command: ["run", "--adapter-url", "http://sdk-adapter:8080", "--mock-url", "http://test-harness:8081"]
+    networks:
+      - test-network
+    depends_on:
+      - sdk-adapter
+
+networks:
+  test-network:
+    driver: bridge
diff --git a/sdk_compliance_adapter/requirements.txt b/sdk_compliance_adapter/requirements.txt
new file mode 100644
index 00000000..bc677133
--- /dev/null
+++ b/sdk_compliance_adapter/requirements.txt
@@ -0,0 +1,3 @@
+# SDK Test Adapter dependencies
+flask>=3.0.0
+python-dateutil>=2.8.0
diff --git a/sdk_compliance_adapter/uv.toml b/sdk_compliance_adapter/uv.toml
new file mode 100644
index 00000000..dc82adcd
--- /dev/null
+++ b/sdk_compliance_adapter/uv.toml
@@ -0,0 +1 @@
+exclude-newer = "7 days"
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index 2a9acf13..00000000
--- a/setup.cfg
+++ /dev/null
@@ -1,2 +0,0 @@
-[bdist_wheel]
-universal = 1
diff --git a/setup.py b/setup.py
index c4a94737..4283f5ce 100644
--- a/setup.py
+++ b/setup.py
@@ -8,56 +8,28 @@
 
 # Don't import analytics-python module here, since deps may not be installed
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), "posthog"))
-from version import VERSION
+from version import VERSION  # noqa: E402
 
 long_description = """
-PostHog is developer-friendly, self-hosted product analytics. posthog-python is the python package.
-"""
-
-install_requires = ["requests>=2.7,<3.0", "six>=1.5", "monotonic>=1.5", "backoff==1.6.0", "python-dateutil>2.1"]
+PostHog is developer-friendly, self-hosted product analytics.
+posthog-python is the python package.
 
-extras_require = {
-    "dev": [
-        "black",
-        "isort",
-        "pre-commit",
-    ]
-}
-
-tests_require = ["mock>=2.0.0", "freezegun==0.3.15"]
+This package requires Python 3.10 or higher.
+"""
 
+# Minimal setup.py for backward compatibility
+# Most configuration is now in pyproject.toml
 setup(
     name="posthog",
     version=VERSION,
+    # Basic fields for backward compatibility
     url="https://github.com/posthog/posthog-python",
     author="Posthog",
-    author_email="hey@posthog.com",
+    author_email="engineering@posthog.com",
     maintainer="PostHog",
-    maintainer_email="hey@posthog.com",
-    test_suite="posthog.test.all",
-    packages=["posthog", "posthog.test"],
+    maintainer_email="engineering@posthog.com",
     license="MIT License",
-    install_requires=install_requires,
-    extras_require=extras_require,
-    tests_require=tests_require,
     description="Integrate PostHog into any python application.",
     long_description=long_description,
-    classifiers=[
-        "Development Status :: 5 - Production/Stable",
-        "Intended Audience :: Developers",
-        "License :: OSI Approved :: MIT License",
-        "Operating System :: OS Independent",
-        "Programming Language :: Python",
-        "Programming Language :: Python :: 2",
-        "Programming Language :: Python :: 2.6",
-        "Programming Language :: Python :: 2.7",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.2",
-        "Programming Language :: Python :: 3.3",
-        "Programming Language :: Python :: 3.4",
-        "Programming Language :: Python :: 3.5",
-        "Programming Language :: Python :: 3.6",
-        "Programming Language :: Python :: 3.7",
-        "Programming Language :: Python :: 3.8",
-    ],
+    # This will fallback to pyproject.toml for detailed configuration
 )
diff --git a/setup_analytics.py b/setup_analytics.py
index fb744b77..6cee7a72 100644
--- a/setup_analytics.py
+++ b/setup_analytics.py
@@ -1,54 +1,66 @@
 import os
 import sys
+import tomli
+import tomli_w
+import shutil
 
 try:
     from setuptools import setup
 except ImportError:
     from distutils.core import setup
 
-# Don't import module here, since deps may not be installed
+# Don't import analytics-python module here, since deps may not be installed
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), "posthoganalytics"))
-from version import VERSION
+from version import VERSION  # noqa: E402
 
-long_description = """
-PostHog is developer-friendly, self-hosted product analytics. posthog-python is the python package.
-"""
 
-install_requires = ["requests>=2.7,<3.0", "six>=1.5", "monotonic>=1.5", "backoff==1.6.0", "python-dateutil>2.1"]
+# Copy the original pyproject.toml as backup
+shutil.copy("pyproject.toml", "pyproject.toml.backup")
+
+# Read the original pyproject.toml
+with open("pyproject.toml", "rb") as f:
+    config = tomli.load(f)
+
+# Override specific values
+config["project"]["name"] = "posthoganalytics"
+config["project"]["readme"] = "README_ANALYTICS.md"
+
+# Rename packages from posthog.* to posthoganalytics.*
+if "packages" in config["tool"]["setuptools"]:
+    new_packages = []
+    for package in config["tool"]["setuptools"]["packages"]:
+        if package == "posthog":
+            new_packages.append("posthoganalytics")
+        elif package.startswith("posthog."):
+            new_packages.append(package.replace("posthog.", "posthoganalytics.", 1))
+        else:
+            new_packages.append(package)
+    config["tool"]["setuptools"]["packages"] = new_packages
 
-tests_require = ["mock>=2.0.0"]
+# Overwrite the original pyproject.toml
+with open("pyproject.toml", "wb") as f:
+    tomli_w.dump(config, f)
+
+long_description = """
+PostHog is developer-friendly, self-hosted product analytics.
+posthog-python is the python package.
+
+This package requires Python 3.10 or higher.
+"""
 
+# Minimal setup.py for backward compatibility
+# Most configuration is now in pyproject.toml
 setup(
     name="posthoganalytics",
     version=VERSION,
+    # Basic fields for backward compatibility
     url="https://github.com/posthog/posthog-python",
     author="Posthog",
     author_email="hey@posthog.com",
     maintainer="PostHog",
     maintainer_email="hey@posthog.com",
-    test_suite="posthoganalytics.test.all",
-    packages=["posthoganalytics", "posthoganalytics.test"],
     license="MIT License",
-    install_requires=install_requires,
-    tests_require=tests_require,
     description="Integrate PostHog into any python application.",
     long_description=long_description,
-    classifiers=[
-        "Development Status :: 5 - Production/Stable",
-        "Intended Audience :: Developers",
-        "License :: OSI Approved :: MIT License",
-        "Operating System :: OS Independent",
-        "Programming Language :: Python",
-        "Programming Language :: Python :: 2",
-        "Programming Language :: Python :: 2.6",
-        "Programming Language :: Python :: 2.7",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.2",
-        "Programming Language :: Python :: 3.3",
-        "Programming Language :: Python :: 3.4",
-        "Programming Language :: Python :: 3.5",
-        "Programming Language :: Python :: 3.6",
-        "Programming Language :: Python :: 3.7",
-        "Programming Language :: Python :: 3.8",
-    ],
+    # This will fallback to pyproject.toml for detailed configuration
 )
diff --git a/simulator.py b/simulator.py
deleted file mode 100644
index 2602659a..00000000
--- a/simulator.py
+++ /dev/null
@@ -1,94 +0,0 @@
-import argparse
-import json
-import logging
-
-import posthog
-
-__name__ = "simulator.py"
-__version__ = "0.0.1"
-__description__ = "scripting simulator"
-
-
-def json_hash(str):
-    if str:
-        return json.loads(str)
-
-
-# posthog -method=<method> -posthog-write-key=<posthogWriteKey> [options]
-
-
-parser = argparse.ArgumentParser(description="send a posthog message")
-
-parser.add_argument("--writeKey", help="the posthog writeKey")
-parser.add_argument("--type", help="The posthog message type")
-
-parser.add_argument("--distinct_id", help="the user id to send the event as")
-parser.add_argument("--anonymousId", help="the anonymous user id to send the event as")
-parser.add_argument("--context", help="additional context for the event (JSON-encoded)")
-
-parser.add_argument("--event", help="the event name to send with the event")
-parser.add_argument("--properties", help="the event properties to send (JSON-encoded)")
-
-parser.add_argument("--name", help="name of the screen or page to send with the message")
-
-parser.add_argument("--traits", help="the identify/group traits to send (JSON-encoded)")
-
-parser.add_argument("--groupId", help="the group id")
-
-options = parser.parse_args()
-
-
-def failed(status, msg):
-    raise Exception(msg)
-
-
-def capture():
-    posthog.capture(
-        options.distinct_id,
-        options.event,
-        anonymous_id=options.anonymousId,
-        properties=json_hash(options.properties),
-        context=json_hash(options.context),
-    )
-
-
-def page():
-    posthog.page(
-        options.distinct_id,
-        name=options.name,
-        anonymous_id=options.anonymousId,
-        properties=json_hash(options.properties),
-        context=json_hash(options.context),
-    )
-
-
-def identify():
-    posthog.identify(
-        options.distinct_id,
-        anonymous_id=options.anonymousId,
-        traits=json_hash(options.traits),
-        context=json_hash(options.context),
-    )
-
-
-def unknown():
-    print()
-
-
-posthog.api_key = options.writeKey
-posthog.on_error = failed
-posthog.debug = True
-
-log = logging.getLogger("posthog")
-ch = logging.StreamHandler()
-ch.setLevel(logging.DEBUG)
-log.addHandler(ch)
-
-switcher = {"capture": capture, "page": page, "identify": identify}
-
-func = switcher.get(options.type)
-if func:
-    func()
-    posthog.shutdown()
-else:
-    print("Invalid Message Type " + options.type)
diff --git a/typings/dateutil/__init__.pyi b/typings/dateutil/__init__.pyi
new file mode 100644
index 00000000..e69de29b
diff --git a/typings/dateutil/parser.pyi b/typings/dateutil/parser.pyi
new file mode 100644
index 00000000..698baa96
--- /dev/null
+++ b/typings/dateutil/parser.pyi
@@ -0,0 +1,4 @@
+from datetime import datetime
+from typing import Any
+
+def parse(timestr: str, *args: Any, **kwargs: Any) -> datetime: ...
diff --git a/typings/requests/__init__.pyi b/typings/requests/__init__.pyi
new file mode 100644
index 00000000..91034b4f
--- /dev/null
+++ b/typings/requests/__init__.pyi
@@ -0,0 +1,29 @@
+from typing import Any
+
+from . import adapters as adapters, exceptions as exceptions
+
+class Response:
+    status_code: int
+    ok: bool
+    text: str
+    headers: dict[str, str]
+    def json(self) -> Any: ...
+
+class Session:
+    def mount(self, prefix: str, adapter: adapters.HTTPAdapter) -> None: ...
+    def close(self) -> None: ...
+    def post(
+        self,
+        url: str,
+        *,
+        data: str | bytes,
+        headers: dict[str, str],
+        timeout: int,
+    ) -> Response: ...
+    def get(
+        self,
+        url: str,
+        *,
+        headers: dict[str, str],
+        timeout: int | None = ...,
+    ) -> Response: ...
diff --git a/typings/requests/adapters.pyi b/typings/requests/adapters.pyi
new file mode 100644
index 00000000..6d10f910
--- /dev/null
+++ b/typings/requests/adapters.pyi
@@ -0,0 +1,5 @@
+from typing import Any
+
+class HTTPAdapter:
+    def __init__(self, *args: Any, **kwargs: Any) -> None: ...
+    def init_poolmanager(self, *args: Any, **kwargs: Any) -> None: ...
diff --git a/typings/requests/exceptions.pyi b/typings/requests/exceptions.pyi
new file mode 100644
index 00000000..73ffa5cc
--- /dev/null
+++ b/typings/requests/exceptions.pyi
@@ -0,0 +1,2 @@
+class Timeout(Exception): ...
+class ConnectionError(Exception): ...
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 00000000..a0f7658f
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,3792 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.13'",
+    "python_full_version == '3.12.*'",
+    "python_full_version == '3.11.*'",
+    "python_full_version < '3.11'",
+]
+
+[options]
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
+exclude-newer-span = "P7D"
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
+wheels = [
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