diff --git a/.github/workflows/deploy-docs-versioned.yml b/.github/workflows/deploy-docs-versioned.yml
new file mode 100644
index 0000000..48022f1
--- /dev/null
+++ b/.github/workflows/deploy-docs-versioned.yml
@@ -0,0 +1,60 @@
+name: Deploy versioned docs (mike)
+
+on:
+  push:
+    tags:
+      - "v*.*.*"
+      
+permissions:
+  contents: write
+
+concurrency:
+  group: docs-deploy
+  cancel-in-progress: false
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    container:
+      image: cubertgmbh/cuvis_pyil:3.5.3-ubuntu24.04
+    steps:
+      - name: Install build dependencies
+        run: apt-get update -y && apt-get install -y git doxygen graphviz
+
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          submodules: recursive
+
+      - name: Stage cuvis.h for Doxygen
+        run: |
+          mkdir -p docs/_api_sources
+          cp /usr/include/cuvis.h docs/_api_sources/cuvis.h
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          enable-cache: true
+
+      - name: Sync docs deps
+        run: uv venv --system-site-packages && uv sync --extra docs
+
+      - name: Configure git for mike
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Build docs (strict)
+        run: uv run mkdocs build --strict
+
+      - name: Get version from tag
+        id: get_version
+        run: |
+          VERSION="${{ github.ref_name }}"
+          VERSION="${VERSION#v}"
+          echo "VERSION=${VERSION}" >> "$GITHUB_OUTPUT"
+
+      - name: Deploy docs with mike
+        run: |
+          uv run mike deploy --push --update-aliases ${{ steps.get_version.outputs.VERSION }} latest
+          uv run mike set-default --push latest
diff --git a/.github/workflows/deploy-docs.yml b/.github/workflows/deploy-docs.yml
index ebd08d1..f603dd4 100644
--- a/.github/workflows/deploy-docs.yml
+++ b/.github/workflows/deploy-docs.yml
@@ -1,32 +1,34 @@
-name: Deploy docs to GitHub Pages
+name: Deploy docs to GitHub Pages (nightly)
 
 on:
   push:
     branches: [main]
-    paths:
-      - docs/**
-      - tools/**
-      - scripts/cuvis_sdk_url.py
-      - mkdocs.yml
-      - pyproject.toml
-      - uv.lock
-      - .github/workflows/deploy-docs.yml
-  workflow_dispatch:
 
 permissions:
-  contents: read
-  pages: write
-  id-token: write
+  contents: write
 
 concurrency:
-  group: pages
+  group: docs-deploy
   cancel-in-progress: false
 
 jobs:
-  build:
+  deploy:
     runs-on: ubuntu-latest
+    container:
+      image: cubertgmbh/cuvis_pyil:3.5.3-ubuntu24.04
     steps:
+      - name: Install build dependencies
+        run: apt-get update -y && apt-get install -y git doxygen graphviz
+
       - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          submodules: recursive
+
+      - name: Stage cuvis.h for Doxygen
+        run: |
+          mkdir -p docs/_api_sources
+          cp /usr/include/cuvis.h docs/_api_sources/cuvis.h
 
       - name: Install uv
         uses: astral-sh/setup-uv@v4
@@ -34,22 +36,15 @@ jobs:
           enable-cache: true
 
       - name: Sync docs deps
-        run: uv sync --extra docs
+        run: uv venv --system-site-packages && uv sync --extra docs
 
-      - name: Build site
-        run: uv run mkdocs build --strict
+      - name: Configure git for mike
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
 
-      - name: Upload Pages artifact
-        uses: actions/upload-pages-artifact@v3
-        with:
-          path: site
+      - name: Build docs (strict)
+        run: uv run mkdocs build --strict
 
-  deploy:
-    needs: build
-    runs-on: ubuntu-latest
-    environment:
-      name: github-pages
-      url: ${{ steps.deployment.outputs.page_url }}
-    steps:
-      - id: deployment
-        uses: actions/deploy-pages@v4
+      - name: Deploy dev (nightly) docs
+        run: uv run mike deploy --push dev
diff --git a/.github/workflows/docs-check.yml b/.github/workflows/docs-check.yml
new file mode 100644
index 0000000..86330ba
--- /dev/null
+++ b/.github/workflows/docs-check.yml
@@ -0,0 +1,42 @@
+name: Docs build check
+
+on:
+  pull_request:
+    branches: [main]
+
+permissions:
+  contents: read
+
+concurrency:
+  group: docs-check-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    container:
+      image: cubertgmbh/cuvis_pyil:3.5.3-ubuntu24.04
+    steps:
+      - name: Install build dependencies
+        run: apt-get update -y && apt-get install -y git doxygen graphviz
+
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          submodules: recursive
+
+      - name: Stage cuvis.h for Doxygen
+        run: |
+          mkdir -p docs/_api_sources
+          cp /usr/include/cuvis.h docs/_api_sources/cuvis.h
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          enable-cache: true
+
+      - name: Sync docs deps
+        run: uv venv --system-site-packages && uv sync --extra docs
+
+      - name: Build site (strict)
+        run: uv run mkdocs build --strict
diff --git a/.gitignore b/.gitignore
index 3a03e0e..af7d8ba 100644
--- a/.gitignore
+++ b/.gitignore
@@ -44,3 +44,11 @@ _assets/
 # uv-managed virtual envs and mkdocs build output.
 .venv/
 site/
+
+# mkdoxy-generated API reference pages (regenerated at each mkdocs build)
+docs/cuvis_c/
+docs/cuvis_cpp/
+
+# cuvis.h is sourced from the installed SDK at build time, not version-controlled.
+# Use scripts/fetch-cuvis-header.sh locally or the CI "Extract cuvis.h" step.
+docs/_api_sources/
diff --git a/CHANGELOG.md b/CHANGELOG.md
index e725aea..fb6f0e9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,4 +2,11 @@
 
 ## Unreleased
 
+- **Documentation site migrated into this repo** (from `cuvis.doc`) and published to GitHub Pages. Versioned with `mike`: pushing a `v*.*.*` tag publishes that version aliased to `latest` (`deploy-docs-versioned.yml`), and pushes to `main` publish a `dev` build (`deploy-docs.yml`). C and C++ API reference generated from the headers via `mkdoxy` (Doxygen XML), Python API reference via `mkdocstrings`, example pages generated from the Python notebooks, and an `llms.txt` / `llms-full.txt` index via `mkdocs-llmstxt`.
 - Rebranded the mkdocs site to follow Cubert CI. Switched the Material `palette` to `primary/accent: custom` and let `docs/stylesheets/extra.css` drive the palette directly across both Material schemes. Headings use Rajdhani via a Google Fonts `@import`; body and code stay on Roboto / Roboto Mono via Material's font loader. Existing `.sdk-installer` widget styles are preserved on top of the brand palette.
+- **CI: restored a strict docs build gate.** Added a `Docs build check` workflow (`.github/workflows/docs-check.yml`) that runs `mkdocs build --strict` on pull requests, plus a strict build step ahead of `mike deploy` in both the nightly and versioned deploy workflows, so dead links or missing generated pages fail CI instead of publishing a broken site.
+- **CI: serialized docs deploys.** Added a shared `concurrency: { group: docs-deploy, cancel-in-progress: false }` to both deploy workflows so a `main` push and a release-tag push cannot race each other's `git push` to `gh-pages`.
+- **Corrected the Examples overview** (`docs/examples/index.md`) to match the generated output: the example pages are Python-only, so the page no longer promises per-example C/C++ language tabs (the C/C++ sources live in the `examples/` submodules).
+- **Fixed dropped trailing prose in example-page generation.** `_parse_notebook` (`tools/example_pages.py`) now flushes the final section on leftover prose as well as code, so a notebook ending in a markdown cell keeps its closing text. Added `_parse_notebook` / `multilang_example` tests covering the trailing-markdown case, unknown example names, and missing notebooks.
+- **Fixed a Material theme feature typo** in `mkdocs.yml` (`content.code.annotation` → `content.code.annotate`) so code annotations render.
+- **llms.txt index:** added the Home page (`index.md`) to the `mkdocs-llmstxt` sections and clarified the description — the generated index covers the guide and Python API, with the full C/C++ reference browsable on the site (the generated mkdoxy pages are intentionally left out so the strict build has no plugin-order dependency).
diff --git a/docs/api/python.md b/docs/api/python.md
new file mode 100644
index 0000000..815c682
--- /dev/null
+++ b/docs/api/python.md
@@ -0,0 +1,67 @@
+# Python API Reference
+
+The Python wrapper mirrors the C and C++ API concepts. Signatures shown here
+are derived from static analysis of the source; see the C/C++ API reference
+for full parameter-level documentation.
+
+## General
+
+::: cuvis.General
+    options:
+      members: [init, shutdown, version, set_log_level]
+      show_source: false
+
+## SessionFile
+
+::: cuvis.SessionFile
+    options:
+      show_source: false
+
+## Measurement
+
+::: cuvis.Measurement
+    options:
+      show_source: false
+
+## ProcessingContext
+
+::: cuvis.ProcessingContext
+    options:
+      show_source: false
+
+## AcquisitionContext
+
+::: cuvis.AcquisitionContext
+    options:
+      show_source: false
+
+## Worker
+
+::: cuvis.Worker
+    options:
+      show_source: false
+
+## Viewer
+
+::: cuvis.Viewer
+    options:
+      show_source: false
+
+## Calibration
+
+::: cuvis.Calibration
+    options:
+      show_source: false
+
+## Export
+
+::: cuvis.Export
+    options:
+      show_source: false
+
+## Types & Enums
+
+::: cuvis.cuvis_types
+    options:
+      show_source: false
+      members_order: alphabetical
diff --git a/docs/examples/example_1_take_snapshot.md b/docs/examples/example_1_take_snapshot.md
new file mode 100644
index 0000000..c8247c3
--- /dev/null
+++ b/docs/examples/example_1_take_snapshot.md
@@ -0,0 +1 @@
+{{ multilang_example("Example_1_Take_Snapshot") }}
diff --git a/docs/examples/example_2_load_measurement.md b/docs/examples/example_2_load_measurement.md
new file mode 100644
index 0000000..4d09efa
--- /dev/null
+++ b/docs/examples/example_2_load_measurement.md
@@ -0,0 +1 @@
+{{ multilang_example("Example_2_Load_Measurement") }}
diff --git a/docs/examples/example_3_reprocess.md b/docs/examples/example_3_reprocess.md
new file mode 100644
index 0000000..9bb093e
--- /dev/null
+++ b/docs/examples/example_3_reprocess.md
@@ -0,0 +1 @@
+{{ multilang_example("Example_3_Reprocess") }}
diff --git a/docs/examples/example_4_exporters.md b/docs/examples/example_4_exporters.md
new file mode 100644
index 0000000..4a3ce71
--- /dev/null
+++ b/docs/examples/example_4_exporters.md
@@ -0,0 +1 @@
+{{ multilang_example("Example_4_Exporters") }}
diff --git a/docs/examples/example_5_record_video.md b/docs/examples/example_5_record_video.md
new file mode 100644
index 0000000..1e3fb0f
--- /dev/null
+++ b/docs/examples/example_5_record_video.md
@@ -0,0 +1 @@
+{{ multilang_example("Example_5_Record_Video") }}
diff --git a/docs/examples/index.md b/docs/examples/index.md
new file mode 100644
index 0000000..f18f18d
--- /dev/null
+++ b/docs/examples/index.md
@@ -0,0 +1,22 @@
+# Examples
+
+The following examples demonstrate the core workflows of the Cuvis SDK.
+The pages below show the **Python** implementation, generated from the runnable
+Jupyter notebooks. C and C++ implementations of the same examples live in the
+SDK's `examples/` directory (`cuvis.c.examples` and `cuvis.cpp.examples`).
+
+!!! note "Prerequisites"
+    All examples require:
+
+    - A Cuvis SDK installation
+    - Camera settings files (provided with your camera and the SDK)
+    - For examples 2–5: a recorded measurement file (`.cu3s`) or the
+      [demo dataset](https://cloud.cubert-gmbh.de/s/SDKSampleData)
+
+| Example | Description |
+|---|---|
+| [1 – Take Snapshot](example_1_take_snapshot.md) | Connect to a camera and capture a single measurement |
+| [2 – Load Measurement](example_2_load_measurement.md) | Load a recorded `.cu3s` file and inspect its data |
+| [3 – Reprocess](example_3_reprocess.md) | Re-apply spectral processing to a stored measurement |
+| [4 – Exporters](example_4_exporters.md) | Export measurements to common file formats |
+| [5 – Record Video](example_5_record_video.md) | Continuously record a video stream of measurements |
diff --git a/examples/cuvis.c.examples b/examples/cuvis.c.examples
index a29ca30..ac6ac10 160000
--- a/examples/cuvis.c.examples
+++ b/examples/cuvis.c.examples
@@ -1 +1 @@
-Subproject commit a29ca30b9d33ce84f579c669149a195a9c936100
+Subproject commit ac6ac10da674fe4514eb35505c5fa9f0a18422f6
diff --git a/examples/cuvis.cpp.examples b/examples/cuvis.cpp.examples
index 33bef88..1c5ea9c 160000
--- a/examples/cuvis.cpp.examples
+++ b/examples/cuvis.cpp.examples
@@ -1 +1 @@
-Subproject commit 33bef883fda48ce6f7136d50e18eee76ff5cf8de
+Subproject commit 1c5ea9c479e33f8e9b762e86689fe3586fb2e4da
diff --git a/examples/cuvis.python.examples b/examples/cuvis.python.examples
index 652890c..bb4df87 160000
--- a/examples/cuvis.python.examples
+++ b/examples/cuvis.python.examples
@@ -1 +1 @@
-Subproject commit 652890cb9381b38f26dd3e977762505f01fafb57
+Subproject commit bb4df875064cf023b7e1e06a534ee90b8d25f398
diff --git a/mkdocs.yml b/mkdocs.yml
index 5fd18bc..62aa307 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -29,9 +29,13 @@ theme:
   features:
     - navigation.instant
     - navigation.tracking
+    - navigation.indexes
     - navigation.top
+    - search.suggest
+    - search.highlight
     - content.tabs.link
     - content.code.copy
+    - content.code.annotate
 
 markdown_extensions:
   - admonition
@@ -42,11 +46,68 @@ markdown_extensions:
   - pymdownx.superfences
   - pymdownx.highlight
   - pymdownx.inlinehilite
+  - pymdownx.details
+
+extra:
+  version:
+    provider: mike
 
 plugins:
   - search
+  - llmstxt:
+      markdown_description: |
+        Cuvis SDK is the official SDK for Cubert hyperspectral cameras, providing
+        C, C++, and Python APIs for camera control, data acquisition, and
+        hyperspectral data processing. This index covers the guide and the Python
+        API; the full C and C++ API reference is browsable on the documentation site.
+      full_output: llms-full.txt
+      sections:
+        Overview:
+          - index.md
+        Installation:
+          - installation.md
+        Examples:
+          - examples/*.md
+        API Reference:
+          - api/python.md
+        Reference:
+          - reference.md
   - macros:
       module_name: tools/docs_macros
+  - mkdoxy:
+      projects:
+        cuvis_c:
+          src-dirs: docs/_api_sources
+          full-doc: true
+          doxy-cfg:
+            FILE_PATTERNS: "*.h"
+            OPTIMIZE_OUTPUT_FOR_C: "YES"
+            EXTRACT_ALL: "YES"
+            GENERATE_HTML: "NO"
+            GENERATE_XML: "YES"
+            PROJECT_NAME: "Cuvis C API"
+        cuvis_cpp:
+          src-dirs: cuvis.cpp/interface
+          full-doc: true
+          doxy-cfg:
+            FILE_PATTERNS: "*.hpp"
+            EXTRACT_ALL: "YES"
+            GENERATE_HTML: "NO"
+            GENERATE_XML: "YES"
+            PROJECT_NAME: "Cuvis C++ API"
+  - mkdocstrings:
+      handlers:
+        python:
+          paths: [cuvis.python]
+          options:
+            allow_inspection: false
+            show_source: false
+            show_bases: true
+            show_root_heading: true
+            show_if_no_docstring: true
+            docstring_style: sphinx
+            extensions:
+              - tools/griffe_copydoc.py:CopydocExtension
 
 extra_javascript:
   - javascripts/sdk-installer.js
@@ -57,4 +118,15 @@ extra_css:
 nav:
   - Home: index.md
   - Installation: installation.md
+  - Examples:
+    - Overview: examples/index.md
+    - 1 – Take Snapshot: examples/example_1_take_snapshot.md
+    - 2 – Load Measurement: examples/example_2_load_measurement.md
+    - 3 – Reprocess: examples/example_3_reprocess.md
+    - 4 – Exporters: examples/example_4_exporters.md
+    - 5 – Record Video: examples/example_5_record_video.md
+  - API Reference:
+    - C API: cuvis_c/modules.md
+    - C++ API: cuvis_cpp/annotated.md
+    - Python API: api/python.md
   - Reference: reference.md
diff --git a/pyproject.toml b/pyproject.toml
index fd6c34e..ad06875 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,10 +7,14 @@ dependencies = []
 
 [project.optional-dependencies]
 docs = [
+    "urllib3>=2.7.0",
     "mkdocs>=1.5.0",
     "mkdocs-material>=9.5.0",
     "mkdocs-macros-plugin>=1.0.0",
     "mkdocs-llmstxt>=0.2",
+    "mkdoxy>=1.2.4",
+    "mkdocstrings[python]>=0.25.0",
+    "mike>=2.0.0",
 ]
 test = ["pytest>=7"]
 
diff --git a/scripts/tests/test_example_pages.py b/scripts/tests/test_example_pages.py
new file mode 100644
index 0000000..823f1fd
--- /dev/null
+++ b/scripts/tests/test_example_pages.py
@@ -0,0 +1,99 @@
+import json
+import sys
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[2]
+sys.path.insert(0, str(ROOT / "tools"))
+
+import example_pages
+from example_pages import _normalize_markdown_lists, _parse_notebook, multilang_example
+
+
+def _write_notebook(path: Path, cells: list[tuple[str, str]]) -> Path:
+    """Write a minimal .ipynb with the given ``(cell_type, source)`` cells."""
+    nb = {"cells": [{"cell_type": ctype, "source": src} for ctype, src in cells]}
+    path.write_text(json.dumps(nb), encoding="utf-8")
+    return path
+
+
+def test_adds_blank_line_before_bullet_list():
+    prose = "**Used principles:**\n - *AcquisitionContext* for camera control"
+
+    assert _normalize_markdown_lists(prose) == (
+        "**Used principles:**\n"
+        "\n"
+        " - *AcquisitionContext* for camera control"
+    )
+
+
+def test_adds_blank_line_before_ordered_list():
+    prose = "**Step-by-Step outline:**\n 1. Import and initialize Cuvis SDK"
+
+    assert _normalize_markdown_lists(prose) == (
+        "**Step-by-Step outline:**\n"
+        "\n"
+        " 1. Import and initialize Cuvis SDK"
+    )
+
+
+def test_does_not_duplicate_existing_blank_line():
+    prose = "**Used principles:**\n\n - *SessionFile* as camera calibration file"
+
+    assert _normalize_markdown_lists(prose) == prose
+
+
+def test_nested_list_items_stay_attached_to_parent_list():
+    prose = "- parent\n  - child"
+
+    assert _normalize_markdown_lists(prose) == prose
+
+
+def test_fenced_code_content_is_untouched():
+    prose = "Example:\n```\nnot a list\n - keep this inside the fence\n```\nAfter"
+
+    assert _normalize_markdown_lists(prose) == prose
+
+
+def test_parse_notebook_groups_prose_with_following_code(tmp_path):
+    nb = _write_notebook(
+        tmp_path / "nb.ipynb",
+        [("markdown", "# Intro"), ("code", "x = 1"),
+         ("markdown", "## Step"), ("code", "y = 2")],
+    )
+
+    assert _parse_notebook(nb) == [("# Intro", "x = 1"), ("## Step", "y = 2")]
+
+
+def test_parse_notebook_keeps_trailing_markdown_without_code(tmp_path):
+    nb = _write_notebook(
+        tmp_path / "nb.ipynb",
+        [("markdown", "# Intro"), ("code", "x = 1"), ("markdown", "## Conclusion")],
+    )
+
+    # A notebook ending in a markdown cell must not lose its closing prose.
+    assert _parse_notebook(nb) == [("# Intro", "x = 1"), ("## Conclusion", "")]
+
+
+def test_parse_notebook_skips_empty_cells(tmp_path):
+    nb = _write_notebook(
+        tmp_path / "nb.ipynb",
+        [("markdown", ""), ("code", "   "), ("markdown", "# Title"), ("code", "z = 3")],
+    )
+
+    assert _parse_notebook(nb) == [("# Title", "z = 3")]
+
+
+def test_multilang_example_unknown_name_returns_failure_admonition():
+    out = multilang_example("Not_A_Real_Example")
+
+    assert out.startswith("!!! failure")
+    assert "Not_A_Real_Example" in out
+
+
+def test_multilang_example_missing_notebook_returns_warning(tmp_path, monkeypatch):
+    monkeypatch.setattr(example_pages, "_EXAMPLES_BASE", tmp_path)
+    monkeypatch.setattr(example_pages, "_EXAMPLES", {"Ghost": "does_not_exist.ipynb"})
+
+    out = multilang_example("Ghost")
+
+    assert out.startswith("!!! warning")
diff --git a/tools/docs_macros.py b/tools/docs_macros.py
index dd044a6..e66954d 100644
--- a/tools/docs_macros.py
+++ b/tools/docs_macros.py
@@ -9,6 +9,10 @@
 package); we add `scripts/` to `sys.path` so the import below resolves.
 Edits to the script are visible in the next `uv run mkdocs build` with no
 intermediate install step.
+
+Also registers `multilang_example(name)` which generates the multi-language
+tabbed example pages from the Jupyter notebooks and C/C++ source files in
+``examples/``. Implementation is in ``tools/example_pages.py``.
 """
 
 from __future__ import annotations
@@ -16,9 +20,11 @@
 import sys
 from pathlib import Path
 
-_SCRIPTS_DIR = Path(__file__).resolve().parent.parent / "scripts"
-if str(_SCRIPTS_DIR) not in sys.path:
-    sys.path.insert(0, str(_SCRIPTS_DIR))
+_TOOLS_DIR = Path(__file__).resolve().parent
+_SCRIPTS_DIR = _TOOLS_DIR.parent / "scripts"
+for _p in (_TOOLS_DIR, _SCRIPTS_DIR):
+    if str(_p) not in sys.path:
+        sys.path.insert(0, str(_p))
 
 
 def define_env(env):
@@ -29,6 +35,7 @@ def define_env(env):
         sdk_url,
         sdk_urls,
     )
+    from example_pages import multilang_example
 
     def _safe_install_command(*args, **kwargs):
         try:
@@ -43,3 +50,4 @@ def _safe_install_command(*args, **kwargs):
     env.macro(sdk_urls, "cuvis_sdk_urls")
     env.macro(_safe_install_command, "cuvis_install_command")
     env.macro(list_release_metadata, "cuvis_sdk_metadata")
+    env.macro(multilang_example)
diff --git a/tools/example_pages.py b/tools/example_pages.py
new file mode 100644
index 0000000..37eb97e
--- /dev/null
+++ b/tools/example_pages.py
@@ -0,0 +1,165 @@
+"""Generate Python-only MkDocs pages from Cuvis SDK Jupyter notebook examples.
+
+Parses Python Jupyter notebooks and emits prose + fenced Python code blocks
+for each section. Invoked via the ``multilang_example`` macro registered in
+docs_macros.py.
+
+TODO: Re-add C and C++ code tabs once a reliable section-alignment algorithm
+is available. See git history for the removed LCS-based implementation.
+"""
+
+from __future__ import annotations
+
+import json
+import re
+import textwrap
+from pathlib import Path
+
+_ROOT = Path(__file__).resolve().parent.parent
+_EXAMPLES_BASE = _ROOT / "examples"
+
+# Canonical name → notebook path relative to _EXAMPLES_BASE
+_EXAMPLES: dict[str, str] = {
+    "Example_1_Take_Snapshot":    "cuvis.python.examples/Example_1_Take_Snapshot.ipynb",
+    "Example_2_Load_Measurement": "cuvis.python.examples/Example_2_Load_Measurement.ipynb",
+    "Example_3_Reprocess":        "cuvis.python.examples/Example_3_Reprocess.ipynb",
+    "Example_4_Exporters":        "cuvis.python.examples/Example_4_Exporters.ipynb",
+    "Example_5_Record_Video":     "cuvis.python.examples/Example_5_Record_Video.ipynb",
+}
+
+
+# ---------------------------------------------------------------------------
+# Notebook parsing
+# ---------------------------------------------------------------------------
+
+def _parse_notebook(nb_path: Path) -> list[tuple[str, str]]:
+    """Return list of (prose, code) sections from a Jupyter notebook.
+
+    A new section begins at each markdown cell. All code cells that follow
+    (until the next markdown cell) are joined as the section's code block.
+    Cells with no source are skipped.
+    """
+    with open(nb_path, encoding="utf-8") as f:
+        nb = json.load(f)
+
+    sections: list[tuple[str, str]] = []
+    pending_prose: list[str] = []
+    pending_code: list[str] = []
+
+    for cell in nb.get("cells", []):
+        src = "".join(cell.get("source", [])).strip()
+        if not src:
+            continue
+        ctype = cell.get("cell_type", "")
+
+        if ctype == "markdown":
+            if pending_code:
+                sections.append(("\n\n".join(pending_prose), "\n\n".join(pending_code)))
+                pending_prose = []
+                pending_code = []
+            pending_prose.append(src)
+        elif ctype == "code":
+            pending_code.append(src)
+
+    if pending_prose or pending_code:
+        sections.append(("\n\n".join(pending_prose), "\n\n".join(pending_code)))
+
+    return sections
+
+
+# ---------------------------------------------------------------------------
+# Output formatting
+# ---------------------------------------------------------------------------
+
+_FENCE_RE = re.compile(r"^(?P<indent> {0,3})(?P<fence>`{3,}|~{3,})")
+_LIST_RE = re.compile(r"^\s{0,3}(?:[-+*]\s+|\d+[.)]\s+)")
+
+
+def _is_list_line(line: str) -> bool:
+    return bool(_LIST_RE.match(line))
+
+
+def _normalize_markdown_lists(prose: str) -> str:
+    """Insert paragraph/list spacing required by Python-Markdown.
+
+    Jupyter accepts a paragraph immediately followed by an indented list item.
+    MkDocs/Python-Markdown treats that as paragraph continuation unless a blank
+    line separates the paragraph from the list.
+    """
+    lines = prose.splitlines()
+    normalized: list[str] = []
+    fence_char = ""
+    fence_len = 0
+
+    for line in lines:
+        fence = _FENCE_RE.match(line)
+        if fence and not fence_char:
+            marker = fence.group("fence")
+            fence_char = marker[0]
+            fence_len = len(marker)
+        elif fence and fence_char:
+            marker = fence.group("fence")
+            if marker[0] == fence_char and len(marker) >= fence_len:
+                fence_char = ""
+                fence_len = 0
+
+        if (
+            not fence_char
+            and _is_list_line(line)
+            and normalized
+            and normalized[-1].strip()
+            and not _is_list_line(normalized[-1])
+        ):
+            normalized.append("")
+
+        normalized.append(line)
+
+    return "\n".join(normalized)
+
+
+def _format_section(prose: str, py_code: str) -> str:
+    """Combine prose and a fenced Python code block into one page section."""
+    parts: list[str] = []
+
+    if prose.strip():
+        parts.append(_normalize_markdown_lists(prose.strip()))
+
+    if py_code.strip():
+        code = textwrap.dedent(py_code).strip()
+        parts.append(f"```python\n{code}\n```")
+
+    return "\n\n".join(parts)
+
+
+# ---------------------------------------------------------------------------
+# Public API
+# ---------------------------------------------------------------------------
+
+def multilang_example(name: str) -> str:
+    """Return full MkDocs markdown for an example page (Python only).
+
+    *name* must be one of the keys in ``_EXAMPLES`` (e.g. ``"Example_2_Load_Measurement"``).
+    A missing notebook produces a warning admonition rather than raising.
+
+    TODO: Re-add C and C++ code tabs once a reliable section-alignment
+    algorithm is in place. The previous LCS-based approach produced
+    incorrect matches for structural mismatches (e.g. per-mode Python
+    sections vs. a single loop in C++). See git history for the removed
+    implementation.
+    """
+    nb_rel = _EXAMPLES.get(name)
+    if not nb_rel:
+        known = ", ".join(f"`{k}`" for k in _EXAMPLES)
+        return f"!!! failure\n    Unknown example `{name}`. Known examples: {known}\n"
+
+    nb_path = _EXAMPLES_BASE / nb_rel
+    if not nb_path.exists():
+        return f"!!! warning\n    Notebook not found: `{nb_path}`\n"
+
+    py_sections = _parse_notebook(nb_path)
+    page_sections = [
+        _format_section(prose, py_code)
+        for prose, py_code in py_sections
+        if prose.strip() or py_code.strip()
+    ]
+    return "\n\n---\n\n".join(page_sections)
diff --git a/tools/griffe_copydoc.py b/tools/griffe_copydoc.py
new file mode 100644
index 0000000..347e886
--- /dev/null
+++ b/tools/griffe_copydoc.py
@@ -0,0 +1,95 @@
+"""Griffe extension: fill @copydoc docstrings by reading directly from cuvis_il.
+
+griffe uses static AST analysis when source files are present, which cannot see
+docstrings assigned at runtime via the @copydoc decorator. This extension:
+
+- For regular functions/methods: parses griffe's Decorator.value strings.
+- For @property methods: uses the on_attribute_instance hook, which still has
+  the original ast.FunctionDef node whose decorator_list contains @copydoc.
+  (Attribute objects in griffe have no decorators field; Function does.)
+
+In both cases the cuvis_il function name is extracted via regex, cuvis_il is
+imported directly (bypassing cuvis/__init__.py and its sys.exit guard), and the
+docstring is attached with an explicit sphinx parser so it renders correctly.
+"""
+from __future__ import annotations
+
+import ast
+import re
+from typing import Any
+
+import griffe
+
+_IL_FN = re.compile(r"cuvis_il\.(\w+)")
+
+
+class CopydocExtension(griffe.Extension):
+    def __init__(self) -> None:
+        self._il: Any = None
+
+    def _load_il(self) -> Any:
+        if self._il is not None:
+            return self._il
+        try:
+            from cuvis_il import cuvis_il as _il  # package form (some installs)
+            self._il = _il
+        except ImportError:
+            try:
+                import cuvis_il as _il  # flat-module form (Linux container)
+                self._il = _il
+            except Exception:
+                pass
+        return self._il
+
+    @staticmethod
+    def _description_only(doc: str) -> str:
+        """Keep only the prose description; strip sphinx field directives (:param: etc.)."""
+        lines = doc.splitlines()
+        out = []
+        for line in lines:
+            if line.strip().startswith(":"):
+                break
+            out.append(line)
+        while out and not out[-1].strip():
+            out.pop()
+        return "\n".join(out).strip()
+
+    def _doc_from_decorator_strs(self, strs: list[str]) -> str | None:
+        il = self._load_il()
+        if il is None:
+            return None
+        for s in strs:
+            if "copydoc" not in s:
+                continue
+            m = _IL_FN.search(s)
+            if m:
+                fn = getattr(il, m.group(1), None)
+                if fn and fn.__doc__:
+                    return self._description_only(fn.__doc__)
+        return None
+
+    def on_function(self, *, func: griffe.Function, **kwargs: Any) -> None:
+        try:
+            if func.docstring is not None:
+                return
+            strs = [str(d.value) for d in func.decorators]
+            doc = self._doc_from_decorator_strs(strs)
+            if doc:
+                func.docstring = griffe.Docstring(doc, parent=func, parser="sphinx")
+        except Exception:
+            pass
+
+    def on_attribute_instance(
+        self, *, node: Any, attr: griffe.Attribute, agent: Any, **kwargs: Any
+    ) -> None:
+        # Attribute has no decorators field; the ast.FunctionDef node does.
+        # attr.labels already includes "property" when this hook fires.
+        try:
+            if attr.docstring is not None or "property" not in attr.labels:
+                return
+            strs = [ast.unparse(d) for d in getattr(node, "decorator_list", [])]
+            doc = self._doc_from_decorator_strs(strs)
+            if doc:
+                attr.docstring = griffe.Docstring(doc, parent=attr, parser="sphinx")
+        except Exception:
+            pass
diff --git a/uv.lock b/uv.lock
index 503c381..b5bc1dd 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,6 +1,10 @@
 version = 1
 revision = 3
 requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version < '3.11'",
+]
 
 [[package]]
 name = "babel"
@@ -179,10 +183,14 @@ source = { virtual = "." }
 
 [package.optional-dependencies]
 docs = [
+    { name = "mike" },
     { name = "mkdocs" },
     { name = "mkdocs-llmstxt" },
     { name = "mkdocs-macros-plugin" },
     { name = "mkdocs-material" },
+    { name = "mkdocstrings", extra = ["python"] },
+    { name = "mkdoxy" },
+    { name = "urllib3" },
 ]
 test = [
     { name = "pytest" },
@@ -190,11 +198,15 @@ test = [
 
 [package.metadata]
 requires-dist = [
+    { name = "mike", marker = "extra == 'docs'", specifier = ">=2.0.0" },
     { name = "mkdocs", marker = "extra == 'docs'", specifier = ">=1.5.0" },
     { name = "mkdocs-llmstxt", marker = "extra == 'docs'", specifier = ">=0.2" },
     { name = "mkdocs-macros-plugin", marker = "extra == 'docs'", specifier = ">=1.0.0" },
     { name = "mkdocs-material", marker = "extra == 'docs'", specifier = ">=9.5.0" },
+    { name = "mkdocstrings", extras = ["python"], marker = "extra == 'docs'", specifier = ">=0.25.0" },
+    { name = "mkdoxy", marker = "extra == 'docs'", specifier = ">=1.2.4" },
     { name = "pytest", marker = "extra == 'test'", specifier = ">=7" },
+    { name = "urllib3", marker = "extra == 'docs'", specifier = ">=2.7.0" },
 ]
 provides-extras = ["docs", "test"]
 
@@ -203,7 +215,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
@@ -222,6 +234,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619", size = 11034, upload-time = "2022-05-02T15:47:14.552Z" },
 ]
 
+[[package]]
+name = "griffelib"
+version = "2.0.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9d/82/74f4a3310cdabfbb10da554c3a672847f1ed33c6f61dd472681ce7f1fe67/griffelib-2.0.2.tar.gz", hash = "sha256:3cf20b3bc470e83763ffbf236e0076b1211bac1bc67de13daf494640f2de707e", size = 166461, upload-time = "2026-03-27T11:34:51.091Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/11/8c/c9138d881c79aa0ea9ed83cbd58d5ca75624378b38cee225dcf5c42cc91f/griffelib-2.0.2-py3-none-any.whl", hash = "sha256:925c857658fb1ba40c0772c37acbc2ab650bd794d9c1b9726922e36ea4117ea1", size = 142357, upload-time = "2026-03-27T11:34:46.275Z" },
+]
+
 [[package]]
 name = "hjson"
 version = "3.1.0"
@@ -424,6 +445,23 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307", size = 6354, upload-time = "2021-02-05T18:55:29.583Z" },
 ]
 
+[[package]]
+name = "mike"
+version = "2.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "jinja2" },
+    { name = "mkdocs" },
+    { name = "pyparsing" },
+    { name = "pyyaml" },
+    { name = "pyyaml-env-tag" },
+    { name = "verspec" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b4/47/fa87e9d56bef16cdfe34b059a437e8c6f7ec6f1b9c378871c3cf95ebea9c/mike-2.2.0.tar.gz", hash = "sha256:1e3858e32c0f125aac14432fc7848434358f9ae0962c5c5cde387ad47f6ad25e", size = 38450, upload-time = "2026-04-14T04:59:03.944Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/76/8e/56ccb09c7232a55403a7637caa21922f3b65901a37f5e8bdb405d0de0946/mike-2.2.0-py3-none-any.whl", hash = "sha256:e1f4981c1152eec7c2490a3401142292cc47d686194188416db2648fdfe1d040", size = 34026, upload-time = "2026-04-14T04:59:02.602Z" },
+]
+
 [[package]]
 name = "mkdocs"
 version = "1.6.1"
@@ -448,6 +486,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl", hash = "sha256:db91759624d1647f3f34aa0c3f327dd2601beae39a366d6e064c03468d35c20e", size = 3864451, upload-time = "2024-08-30T12:24:05.054Z" },
 ]
 
+[[package]]
+name = "mkdocs-autorefs"
+version = "1.4.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markdown" },
+    { name = "markupsafe" },
+    { name = "mkdocs" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/52/c0/f641843de3f612a6b48253f39244165acff36657a91cc903633d456ae1ac/mkdocs_autorefs-1.4.4.tar.gz", hash = "sha256:d54a284f27a7346b9c38f1f852177940c222da508e66edc816a0fa55fc6da197", size = 56588, upload-time = "2026-02-10T15:23:55.105Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/28/de/a3e710469772c6a89595fc52816da05c1e164b4c866a89e3cb82fb1b67c5/mkdocs_autorefs-1.4.4-py3-none-any.whl", hash = "sha256:834ef5408d827071ad1bc69e0f39704fa34c7fc05bc8e1c72b227dfdc5c76089", size = 25530, upload-time = "2026-02-10T15:23:53.817Z" },
+]
+
 [[package]]
 name = "mkdocs-get-deps"
 version = "0.2.2"
@@ -529,6 +581,55 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31", size = 8728, upload-time = "2023-11-22T19:09:43.465Z" },
 ]
 
+[[package]]
+name = "mkdocstrings"
+version = "1.0.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "jinja2" },
+    { name = "markdown" },
+    { name = "markupsafe" },
+    { name = "mkdocs" },
+    { name = "mkdocs-autorefs" },
+    { name = "pymdown-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1d/5d/f888d4d3eb31359b327bc9b17a212d6ef03fe0b0682fbb3fc2cb849fb12b/mkdocstrings-1.0.4.tar.gz", hash = "sha256:3969a6515b77db65fd097b53c1b7aa4ae840bd71a2ee62a6a3e89503446d7172", size = 100088, upload-time = "2026-04-15T09:16:53.376Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6e/94/be70f8ee9c45f2f62b39a1f0e9303bc20e138a8f3b8e50ffd89498e177e1/mkdocstrings-1.0.4-py3-none-any.whl", hash = "sha256:63464b4b29053514f32a1dbbf604e52876d5e638111b0c295ab7ed3cac73ca9b", size = 35560, upload-time = "2026-04-15T09:16:51.436Z" },
+]
+
+[package.optional-dependencies]
+python = [
+    { name = "mkdocstrings-python" },
+]
+
+[[package]]
+name = "mkdocstrings-python"
+version = "2.0.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "griffelib" },
+    { name = "mkdocs-autorefs" },
+    { name = "mkdocstrings" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/29/33/c225eaf898634bdda489a6766fc35d1683c640bffe0e0acd10646b13536d/mkdocstrings_python-2.0.3.tar.gz", hash = "sha256:c518632751cc869439b31c9d3177678ad2bfa5c21b79b863956ad68fc92c13b8", size = 199083, upload-time = "2026-02-20T10:38:36.368Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/32/28/79f0f8de97cce916d5ae88a7bee1ad724855e83e6019c0b4d5b3fabc80f3/mkdocstrings_python-2.0.3-py3-none-any.whl", hash = "sha256:0b83513478bdfd803ff05aa43e9b1fca9dd22bcd9471f09ca6257f009bc5ee12", size = 104779, upload-time = "2026-02-20T10:38:34.517Z" },
+]
+
+[[package]]
+name = "mkdoxy"
+version = "1.2.8"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "mkdocs" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8e/14/253c06c0a28b2288e35351a19c83473b11700bf0e82e16bbf668dc0ba45c/mkdoxy-1.2.8.tar.gz", hash = "sha256:95129608a332096ca52a7620c024ed33125e830508e5be0639a32766d9e44228", size = 653739, upload-time = "2025-08-29T18:05:04.946Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/43/82/dd8e3798b2bb75fd10a8f524b2bf8765d2cd396f21912333abffdd1e6666/mkdoxy-1.2.8-py3-none-any.whl", hash = "sha256:6bcc60a5409fb2b8f845d5ed69aa010f35569ea8ae2208172e1580f0d375b4a1", size = 44816, upload-time = "2025-08-29T18:05:03.262Z" },
+]
+
 [[package]]
 name = "packaging"
 version = "26.2"
@@ -596,6 +697,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f7/27/a2fc51a4a122dfd1015e921ae9d22fee3d20b0b8080d9a704578bf9deece/pymdown_extensions-10.21.2-py3-none-any.whl", hash = "sha256:5c0fd2a2bea14eb39af8ff284f1066d898ab2187d81b889b75d46d4348c01638", size = 268901, upload-time = "2026-03-29T15:01:53.244Z" },
 ]
 
+[[package]]
+name = "pyparsing"
+version = "3.3.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f3/91/9c6ee907786a473bf81c5f53cf703ba0957b23ab84c264080fb5a450416f/pyparsing-3.3.2.tar.gz", hash = "sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc", size = 6851574, upload-time = "2026-01-21T03:57:59.36Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" },
+]
+
 [[package]]
 name = "pytest"
 version = "9.0.3"
@@ -821,11 +931,20 @@ wheels = [
 
 [[package]]
 name = "urllib3"
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