From 1bb813ae7d15e2f5e091a6fbb3395eb471c9c956 Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Tue, 19 May 2026 14:21:27 -0500
Subject: [PATCH 01/11] feat(embeddings): initial SDK/CLI support for
 embeddings

Co-authored-by: Copilot <copilot@github.com>
---
 gen3/ai.py                            |  279 +++
 gen3/cli/__main__.py                  |   23 +-
 gen3/cli/ai/embeddings.py             |  475 +++++
 gen3/cli/ai/embeddings_collections.py |  107 +
 gen3/cli/ai/main.py                   |   94 +
 gen3/cli/ai/utils.py                  |  122 ++
 gen3/cli/auth.py                      |    2 +-
 gen3/cli/discovery.py                 |    2 +-
 gen3/cli/drs_pull.py                  |    2 +-
 gen3/cli/file.py                      |    2 +-
 gen3/cli/nih.py                       |    4 +-
 gen3/cli/objects.py                   |    2 +-
 gen3/cli/pfb.py                       |    2 +-
 gen3/cli/users.py                     |    2 +-
 gen3/cli/wss.py                       |    2 +-
 poetry.lock                           | 2600 ++++++++++++++++++++++++-
 pyproject.toml                        |   11 +-
 tests/conftest.py                     |   30 +-
 tests/embeddings_tests/README.md      |    5 +
 tests/embeddings_tests/test_expr.tsv  |    4 +
 tests/embeddings_tests/test_hist.tsv  |    4 +
 tests/embeddings_tests/test_summ.tsv  |    4 +
 tests/test_cli_ai_collections.py      |  102 +
 tests/test_cli_ai_embeddings.py       |  152 ++
 24 files changed, 3925 insertions(+), 107 deletions(-)
 create mode 100644 gen3/ai.py
 create mode 100644 gen3/cli/ai/embeddings.py
 create mode 100644 gen3/cli/ai/embeddings_collections.py
 create mode 100644 gen3/cli/ai/main.py
 create mode 100644 gen3/cli/ai/utils.py
 create mode 100644 tests/embeddings_tests/README.md
 create mode 100644 tests/embeddings_tests/test_expr.tsv
 create mode 100644 tests/embeddings_tests/test_hist.tsv
 create mode 100644 tests/embeddings_tests/test_summ.tsv
 create mode 100644 tests/test_cli_ai_collections.py
 create mode 100644 tests/test_cli_ai_embeddings.py

diff --git a/gen3/ai.py b/gen3/ai.py
new file mode 100644
index 000000000..2fdc76b11
--- /dev/null
+++ b/gen3/ai.py
@@ -0,0 +1,279 @@
+import logging
+from typing import Any
+
+import backoff
+import httpx
+from cdislogging import get_logger
+
+from gen3.auth import Gen3Auth
+from gen3.utils import DEFAULT_BACKOFF_SETTINGS
+
+logger = get_logger("__name__")
+
+
+class EmbeddingsClient:
+    """
+    Client for interacting with the gen3_embeddings API.
+
+    For local:
+
+    ```python
+        auth = Gen3Auth(refresh_file="credentials.json")
+        embeddings_client = EmbeddingClient(
+            auth=auth,
+            endpoint="localhost:4143",
+            api_prefix="",
+        )
+    ````
+
+    """
+
+    def __init__(
+        self,
+        auth: Gen3Auth,
+        endpoint: str | None = None,
+        api_prefix: str = "ai",
+    ):
+        """
+        Initialize the embedding client.
+        """
+        # prefer provided endpoint and fallback on one in creds
+        endpoint = endpoint or auth.endpoint or ""
+        endpoint = endpoint.strip("/")
+
+        if not endpoint.endswith(api_prefix):
+            endpoint += "/" + api_prefix
+
+        self.endpoint = endpoint.rstrip("/")
+        self._auth = auth
+
+    def _get_headers(self) -> dict[str, str]:
+        """Get headers for API requests."""
+        auth_token = self._auth.get_access_token()
+
+        if not auth_token:
+            logger.warning(f"No auth token could be obtained.")
+
+        headers = {}
+        if auth_token:
+            headers["Authorization"] = f"Bearer {auth_token}"
+
+        return headers
+
+    @backoff.on_exception(backoff.expo, Exception, **DEFAULT_BACKOFF_SETTINGS)
+    async def create_collection(
+        self,
+        collection_name: str,
+        dimensions: int,
+        description: str | None = None,
+    ) -> dict[str, Any]:
+        """
+        Create a new vector collection.
+
+        Args:
+            collection_name (str): Name of the collection to create
+            dimensions (int): Number of dimensions for embeddings
+            description (str): Optional description for the collection
+
+        Returns:
+            Response from the API
+
+        Raises:
+            httpx.HTTPError: If the request fails
+        """
+        url = f"{self.endpoint}/vectorstore/collections"
+        payload = {
+            "collection_name": collection_name,
+            "dimensions": dimensions,
+        }
+        if description:
+            payload["description"] = description
+
+        async with httpx.AsyncClient() as client:
+            response = await client.post(
+                url,
+                json=payload,
+                headers=self._get_headers(),
+            )
+            response.raise_for_status()
+            return response.json()
+
+    @backoff.on_exception(backoff.expo, Exception, **DEFAULT_BACKOFF_SETTINGS)
+    async def create_embeddings(
+        self,
+        collection_name: str,
+        embeddings_with_metadata: list[dict],
+        collection_id: int | None = None,
+        ai_model: str | None = None,
+    ) -> dict[str, Any]:
+        """
+        Create and add embeddings to an existing collection.
+
+        Args:
+            collection_name (str): Name of the collection to add embeddings to
+            embeddings_with_metadata (list[dict]): List of dictionaries containing the embedding and metadata
+            ai_model (str): Optional AI model name
+
+        Returns:
+            Response from the API
+
+        Raises:
+            httpx.HTTPError: If the request fails
+        """
+        url = f"{self.endpoint}/vectorstore/collections/{collection_name}/embeddings"
+        params = {}
+        if ai_model:
+            params["ai_model"] = ai_model
+
+        body = {"embeddings": embeddings_with_metadata}
+
+        async with httpx.AsyncClient() as client:
+            response = await client.post(
+                url,
+                json=body,
+                params=params,
+                headers=self._get_headers(),
+            )
+            response.raise_for_status()
+            return response.json()
+
+    @backoff.on_exception(backoff.expo, Exception, **DEFAULT_BACKOFF_SETTINGS)
+    async def list_collections(
+        self, collection_name: str | None = None
+    ) -> list[dict[str, Any]]:
+        """
+        List all vector collections.
+
+        Args:
+            collection_name (str): optional collection_name to retrieve, if not provided will list all
+
+        Returns:
+            List of collection information
+
+        Raises:
+            httpx.HTTPError: If the request fails
+        """
+        url = f"{self.endpoint}/vectorstore/collections"
+        if collection_name:
+            url += f"/{collection_name}"
+
+        async with httpx.AsyncClient() as client:
+            response = await client.get(url, headers=self._get_headers())
+            response.raise_for_status()
+            return response.json()
+
+    @backoff.on_exception(backoff.expo, Exception, **DEFAULT_BACKOFF_SETTINGS)
+    async def list_embeddings(
+        self,
+        collection_name: str,
+        no_embeddings_info: bool = False,
+    ) -> list[dict[str, Any]]:
+        """
+        List all embeddings in an collection.
+
+        Args:
+            collection_name (str): Name of the collection
+            no_embeddings_info (bool): If True, omit info block in response to reduce payload size
+
+        Returns:
+            List of embedding information
+
+        Raises:
+            httpx.HTTPError: If the request fails
+        """
+        url = f"{self.endpoint}/vectorstore/collections/{collection_name}/embeddings"
+        params = {}
+        if no_embeddings_info:
+            params["no_embeddings_info"] = "true"
+
+        async with httpx.AsyncClient() as client:
+            response = await client.get(url, params=params, headers=self._get_headers())
+            response.raise_for_status()
+            return response.json()
+
+    @backoff.on_exception(backoff.expo, Exception, **DEFAULT_BACKOFF_SETTINGS)
+    async def delete_collection(self, collection_name: str) -> None:
+        """
+        Delete a vector collection.
+
+        Args:
+            collection_name (str): Name of the collection to delete
+
+        Returns:
+            Response from the API
+
+        Raises:
+            httpx.HTTPError: If the request fails
+        """
+        url = f"{self.endpoint}/vectorstore/collections/{collection_name}"
+
+        async with httpx.AsyncClient() as client:
+            response = await client.delete(url, headers=self._get_headers())
+            response.raise_for_status()
+
+            # 204 on success, so no body
+            return None
+
+
+class LocalEmbeddingClient:
+    """
+    Client for local embedding generation using sentence-transformers.
+    """
+
+    def __init__(self, model_name: str = "all-MiniLM-L6-v2"):
+        """
+        Initialize the local embedding client.
+
+        Args:
+            model_name (str): Name of the sentence-transformers model to use
+        """
+        # lazy load. moved from top-level to avoid extensive loading at module load
+        # b/c we're lazy loading, we need to explicitly set the log level for this module
+        from sentence_transformers import SentenceTransformer
+
+        logging.getLogger("sentence_transformers").setLevel(logger.level)
+
+        self.model = SentenceTransformer(model_name)
+        self.dimensions = self.model.get_embedding_dimension()
+        logger.info(f"Loaded model: {model_name} (dimensions: {self.dimensions})")
+
+    def embed(
+        self,
+        texts_with_metadata: list[dict],
+        keep_original_text: bool = True,
+        show_progress_bar: bool = False,
+    ) -> list:
+        """
+        Generate embeddings for a list of texts.
+
+        Args:
+            texts_with_metadata (list[dict]): List of text strings to embed w/ metadata
+
+        Returns:
+            list of objects with embedding and metadata
+        """
+        texts = [item["text"] for item in texts_with_metadata]
+
+        embeddings = self.model.encode(
+            texts, convert_to_numpy=True, show_progress_bar=show_progress_bar
+        ).tolist()
+
+        # we can only have an embedding with metadata in the final output, so
+        # if we need to keep the original text, move it to the metadata
+        if not keep_original_text:
+            for item in texts_with_metadata:
+                item["metadata"].update({"text": item["text"]})
+                del item["text"]
+
+        # this format should be what the JSON body for bulk creation of embeddings
+        # expects
+        embeddings_with_metadata = [
+            {
+                "embedding": embedding,
+                "metadata": text_with_metadata["metadata"],
+                "authz": text_with_metadata.get("authz", ""),
+            }
+            for embedding, text_with_metadata in zip(embeddings, texts_with_metadata)
+        ]
+
+        return embeddings_with_metadata
diff --git a/gen3/cli/__main__.py b/gen3/cli/__main__.py
index 5a51be11b..3a3d4be26 100644
--- a/gen3/cli/__main__.py
+++ b/gen3/cli/__main__.py
@@ -15,6 +15,7 @@
 import gen3.cli.drs_pull as drs_pull
 import gen3.cli.users as users
 import gen3.cli.wrap as wrap
+import gen3.cli.ai.main as ai
 import gen3
 from gen3 import logging as sdklogging
 from gen3.cli import nih
@@ -112,26 +113,39 @@ def main(
         )
         # disables all logging
         logging.disable(logging.CRITICAL)
+        level = logging.NOTSET
     elif very_verbose_logs:
+        level = "DEBUG"
         logger = cdislogging.get_logger(
             __name__, format=gen3.LOG_FORMAT, log_level="debug"
         )
-        sdklogging.setLevel("DEBUG")
+        sdklogging.setLevel(level)
+
     elif verbose_logs:
+        level = "INFO"
         logger = cdislogging.get_logger(
             __name__, format=gen3.LOG_FORMAT, log_level="info"
         )
-        sdklogging.setLevel("INFO")
+        sdklogging.setLevel(level)
+
     elif only_error_logs:
+        level = "ERROR"
         logger = cdislogging.get_logger(
             __name__, format=gen3.LOG_FORMAT, log_level="error"
         )
-        sdklogging.setLevel("ERROR")
+        sdklogging.setLevel(level)
     else:
+        level = "WARNING"
         logger = cdislogging.get_logger(
             __name__, format=gen3.LOG_FORMAT, log_level="warning"
         )
-        sdklogging.setLevel("WARNING")
+        sdklogging.setLevel(level)
+
+    # set other module loggers to the same level as the SDK
+    # so modules like httpx, etc use the same level
+    for name in logging.root.manager.loggerDict:
+        logger = logging.getLogger(name)
+        logger.setLevel(level)
 
 
 main.add_command(auth.auth)
@@ -145,4 +159,5 @@ def main(
 main.add_command(nih.nih)
 main.add_command(users.users)
 main.add_command(wrap.run)
+main.add_command(ai.ai)
 main()
diff --git a/gen3/cli/ai/embeddings.py b/gen3/cli/ai/embeddings.py
new file mode 100644
index 000000000..e6a1ac6f7
--- /dev/null
+++ b/gen3/cli/ai/embeddings.py
@@ -0,0 +1,475 @@
+import asyncio
+import csv
+import json
+import os
+import sys
+import traceback
+
+import click
+
+from gen3 import logging
+from gen3.ai import EmbeddingsClient, LocalEmbeddingClient
+from gen3.cli.ai.utils import chunk_text, get_all_nested_files
+
+COLLECTION_NAME_TO_ID_CACHE = {}
+
+
+@click.command(
+    "publish",
+    help=(
+        """
+        
+        Publish a manifest of already-embedded objects to a Gen3 collection.
+        The manifest must be a CSV/TSV with the following columns:
+
+        \b
+                              embedding: JSON-encoded list of floats
+        collection_id / collection_name: Target collection (use name to lookup id)
+                     **metadata columns: any additional columns are treated as metadata for the embedding
+
+        Example usage:
+
+        \b
+            gen3 ai embeddings publish --collection "ctds-github-md" --manifest_file embeddings.tsv
+        """
+    ),
+)
+@click.argument(
+    "manifest_file",
+    type=click.Path(exists=True, dir_okay=False),
+    required=True,
+)
+@click.option(
+    "--batch-size",
+    "batch_size",
+    help="max number of embeddings to collect before pushing to API in bulk per collection",
+    default=1000,
+)
+@click.option(
+    "--default-collection",
+    "default_collection",
+    help="Name of the default embeddings collection (used when rows don't specify).",
+)
+@click.pass_context
+def publish_embeddings(
+    ctx,
+    manifest_file: str,
+    batch_size: int,
+    default_collection: str | None = None,
+):
+    """
+    Publish embeddings from a manifest file to a collection.
+
+    Args:
+        batch_size (int): max number of embeddings before pushing to API in bulk per collection.
+           NOTE: as this increases it requires a larger memory footprint locally. The backend API
+                 also has limits.
+    """
+    auth = ctx.obj["auth_factory"].get()
+    client: EmbeddingsClient = ctx.obj["client"]
+
+    manifest_file_name = click.format_filename(manifest_file)
+    delimiter = "\t" if manifest_file_name.endswith(".tsv") else ","
+    with open(manifest_file_name, encoding="utf-8") as f:
+        reader = csv.DictReader(f, delimiter=delimiter)
+        # TODO: chunk the rows in addition to the chunked API. As this stands,
+        #       all rows are loaded into memory and only the API calls are batched
+        rows = list(reader)
+
+    if not rows:
+        click.echo("No rows found in manifest.", err=True)
+        return
+
+    # build metadata columns list (exclude embedding and collection fields)
+    excluded = {"embedding", "collection_id", "collection_name", "authz"}
+    metadata_cols = [c for c in getattr(reader, "fieldnames", []) if c not in excluded]
+
+    pending_per_collection = {}
+    pending_count = 0
+    for row in rows:
+        collection_id = row.get("collection_id")
+        collection_name = row.get("collection_name", "")
+        authz = row.get("authz")
+
+        if not collection_id:
+            collection_id, collection_name = _get_collection_id_and_name(
+                collection_name=collection_name,
+                client=client,
+                default_collection=default_collection,
+            )
+
+        try:
+            embedding = json.loads(row.get("embedding", "[]"))
+        except json.JSONDecodeError as exc:
+            click.echo(
+                f"Invalid embedding in row: {row}. Skipping. Error: {exc}", err=True
+            )
+            continue
+
+        metadata = {k: row[k] for k in metadata_cols if k in row}
+        embedding_content = {"embedding": embedding, "metadata": metadata}
+
+        if authz:
+            embedding_content.update({"authz": authz})
+
+        pending_per_collection.setdefault(collection_id, []).append(embedding_content)
+        pending_count += 1
+
+        # create the embeddings
+        if pending_count > batch_size:
+            for (
+                collection_id,
+                embeddings_with_metadata,
+            ) in pending_per_collection.items():
+                # TODO: if this fails, retry? More informative error? depends on what we do on the backend
+                asyncio.run(
+                    client.create_embeddings(
+                        collection_name=collection_name,
+                        collection_id=collection_id,
+                        embeddings_with_metadata=embeddings_with_metadata,
+                    )
+                )
+            pending_per_collection.clear()
+            pending_count = 0
+
+    # get the last batch
+    if pending_per_collection:
+        for collection_id, embeddings_with_metadata in pending_per_collection.items():
+            # TODO: if this fails, retry? More informative error? depends on what we do on the backend
+            asyncio.run(
+                client.create_embeddings(
+                    # ignore unbound type error here because we know it will be bound
+                    collection_name=collection_name,  # type: ignore
+                    collection_id=collection_id,
+                    embeddings_with_metadata=embeddings_with_metadata,
+                )
+            )
+        pending_per_collection.clear()
+        pending_count = 0
+
+    click.echo(f"Published {len(rows)} embeddings.")
+
+
+def _get_collection_id_and_name(
+    collection_name: str,
+    client: EmbeddingsClient,
+    default_collection: str | None = None,
+) -> tuple[str, str]:
+    """
+    Gets collection id by hitting service with name and extracting ID, stores
+    in in-mem cache.
+    """
+    global COLLECTION_NAME_TO_ID_CACHE
+
+    if collection_name and collection_name in COLLECTION_NAME_TO_ID_CACHE:
+        # cache hit
+        collection_id = COLLECTION_NAME_TO_ID_CACHE[collection_name]
+    elif collection_name:
+        # cache miss
+        # resolve collection id if a name was supplied
+        collection = asyncio.run(
+            client.list_collections(collection_name=collection_name)
+        )
+        collection_id = collection[0]["id"]
+
+        # update in-mem cache
+        COLLECTION_NAME_TO_ID_CACHE[collection_name] = collection_id
+
+    elif default_collection:
+        # resolve collection id using default_collection if provided
+        collection_name = default_collection
+        collection = asyncio.run(
+            client.list_collections(collection_name=collection_name)
+        )
+        collection_id = collection[0]["id"]
+
+        # update in-mem cache
+        COLLECTION_NAME_TO_ID_CACHE[collection_name] = collection_id
+    else:
+        click.echo(
+            f"Failed to resolve a collection. Given collection_name:'{collection_name}' / default_collection:'{default_collection}'"
+        )
+        sys.exit(1)
+
+    return collection_id, collection_name
+
+
+@click.command(
+    "read",
+    help="[Not Implemented Yet] Reads embeddings data from Gen3 instance into local files.",
+)
+@click.option(
+    "--output-file",
+    "output_file",
+    default="embeddings.csv",
+    help="filename for output",
+    type=click.Path(writable=True),
+    show_default=True,
+)
+@click.pass_context
+def read_embeddings(ctx, output_file):
+    """
+    Reads embeddings data from Gen3 instance into local files.
+    """
+    auth = ctx.obj["auth_factory"].get()
+    raise NotImplementedError("`gen3 ai embeddings read` is not implemented yet.")
+
+
+@click.command(
+    "delete",
+    help="[Not Implemented Yet] Deletes specified embeddings data in local files from Gen3 instance.",
+)
+@click.pass_context
+def delete_embeddings(ctx):
+    """
+    Deletes specified embeddings data in local files from Gen3 instance.
+    """
+    raise NotImplementedError("`gen3 ai embeddings delete` is not implemented yet.")
+
+
+@click.command()
+# TODO: Eventually, this could first check the Gen3 AI Model Repo / Inference API(s) to see if this
+#       model is available and require some explicit --local flag to allow sentence-transformers?
+@click.option(
+    "--model",
+    "-m",
+    default="all-MiniLM-L6-v2",
+    help="Sentence-transformers model name (default: all-MiniLM-L6-v2)",
+)
+@click.option(
+    "--out-manifest-file",
+    "-o",
+    default="output.tsv",
+    help="Output filename for final manifest (default: output.tsv)",
+)
+@click.option(
+    "--collection-name",
+    type=str,
+    required=False,
+    help="collection_name for all processed files (ends up in output)",
+)
+@click.option(
+    "--collection-id",
+    type=str,
+    required=False,
+    help="collection_id for all processed files (ends up in output)",
+)
+@click.option(
+    "--chunk-size",
+    default=512,
+    type=int,
+    help="Number of characters per chunk (default: 512)",
+)
+@click.option(
+    "--chunk-overlap",
+    default=50,
+    type=int,
+    help="Number of characters to overlap between chunks (default: 50)",
+)
+@click.option(
+    "--strategy",
+    "-s",
+    default="text",
+    type=str,
+    help="Embedding strategy: text / file. File attempts to embed the entire file instead of chunking the text within (default: text)",
+)
+@click.option(
+    "--recursive",
+    "-r",
+    is_flag=True,
+    help="Recursively process directories",
+)
+@click.option(
+    "--file-extensions",
+    "-f",
+    multiple=True,
+    help="File extensions to process. Can be supplied multiple times. ex: -f .txt -f .md -f .sql",
+    default=[".txt", ".md", ".tsv", ".csv"],
+)
+@click.option(
+    "--keep-text",
+    is_flag=True,
+    help="Whether or not to include the original text (non-embedded) in the final output.",
+)
+@click.option(
+    "--keep-folder-paths",
+    is_flag=True,
+    help="Whether or not to include the original folder paths in the final output metadata.",
+)
+@click.argument("paths", nargs=-1, type=click.Path(exists=True))
+@click.pass_context
+def chunk_and_embed_text(
+    ctx: click.Context,
+    out_manifest_file: str,
+    model: str,
+    collection_name: str,
+    collection_id: str,
+    chunk_size: int,
+    chunk_overlap: int,
+    strategy: str,
+    recursive: bool,
+    file_extensions: list,
+    keep_text: bool,
+    keep_folder_paths: bool,
+    paths: list[str],
+) -> None:
+    """
+    Chunk files and create embeddings locally, then submit to the service.
+
+    PATHS: One or more files or directories to chunk and embed
+
+    Embed files in a directory and output a manifest to publish
+    collection is used to get model / dimensions
+    this requires CPU/GPU for the actual embedding process and is not optimized for
+    production-level and extensive embedding, it's really for small-size and local testing.
+
+    To scale this, you need to write your own pipeline to generate the manifest file format and
+    then use the `gen3 ai embeddings publish` command to create records in Gen3.
+
+    chunk-size is used when strategy = text. If strategy = file, then this will attempt to pull the AI Model specified by the
+    collection and use it to embed the whole file.
+
+    ex:
+      gen3 ai embeddings embed ./directory/ --collection "ctds-github-md" --out-manifest-file ... --strategy "text" / "file" --chunk-size 1024
+    """
+    paths = [click.format_filename(path) for path in paths]
+    all_files = get_all_nested_files(
+        paths=paths, file_extensions=file_extensions, recursive=recursive
+    )
+
+    click.echo(f"Found {len(all_files)} file(s) to process")
+    click.echo(f"       Chunk size: {chunk_size} characters")
+    click.echo(f"    Chunk overlap: {chunk_overlap} characters")
+    click.echo(f"            Model: {model}")
+    click.echo(f"    Collection ID: {collection_id}")
+    click.echo(f"  Collection Name: {collection_name}")
+    click.echo(f"         Strategy: {strategy}")
+    click.echo(f"        Recursive: {recursive}")
+    click.echo(f"  File Extensions: {file_extensions}")
+    click.echo(f"        Keep Text: {keep_text}")
+    click.echo(f" Keep Folder Paths: {keep_folder_paths}")
+    click.echo(f"           Output: {out_manifest_file}")
+
+    if not all_files:
+        click.echo()
+        click.echo("No files found!", err=True)
+        sys.exit(1)
+
+    local_client = LocalEmbeddingClient(model_name=model)
+
+    # by default, remove the user directory from any file paths
+    # TODO: we could expose an option to the CLI to customize this
+    prefix_to_remove_from_filepath = os.path.expanduser("~") + "/"
+
+    # read and chunk all files
+    all_texts_with_metadata = _read_and_chunk_files(
+        all_files=all_files,
+        strategy=strategy,
+        chunk_size=chunk_size,
+        chunk_overlap=chunk_overlap,
+        keep_folder_paths=keep_folder_paths,
+        prefix_to_remove_from_filepath=prefix_to_remove_from_filepath,
+    )
+
+    click.echo()
+    click.echo(f"Total chunks to embed: {len(all_texts_with_metadata)}")
+    click.echo()
+
+    # generate embeddings locally
+    click.echo("Generating embeddings...")
+    try:
+        embeddings_with_metadata = local_client.embed(
+            all_texts_with_metadata,
+            keep_original_text=keep_text,
+            show_progress_bar=True,
+        )
+        click.echo(f"Generated {len(embeddings_with_metadata)} embeddings")
+    except Exception as exc:
+        click.echo(f"  Failed to generate embeddings: {exc}", err=True)
+        logging.error(traceback.format_exc())
+        sys.exit(1)
+
+    click.echo()
+    click.echo(f"Writing embeddings to '{out_manifest_file}'...")
+    click.echo()
+
+    # write to manifest file
+    fieldnames = ["embedding", "collection_name", "collection_id", "authz"]
+
+    all_metadata_keys = set()
+    for item in embeddings_with_metadata:
+        all_metadata_keys.update(item["metadata"].keys())
+
+    fieldnames.extend(sorted(list(all_metadata_keys)))
+
+    with open(out_manifest_file, "w", encoding="utf-8") as f:
+        writer = csv.DictWriter(f, fieldnames=fieldnames, delimiter="\t")
+        writer.writeheader()
+        for item in embeddings_with_metadata:
+            row = {
+                "embedding": json.dumps(item["embedding"]),
+                "authz": item["authz"],
+                "collection_name": collection_name if collection_name else "",
+                "collection_id": collection_id if collection_id else "",
+            }
+            row.update(item["metadata"])
+            writer.writerow(row)
+
+    click.echo()
+    click.echo(
+        f"Successfully wrote {len(embeddings_with_metadata)} embeddings to {out_manifest_file}!"
+    )
+
+
+def _read_and_chunk_files(
+    all_files: list[str],
+    strategy: str,
+    chunk_size: int,
+    chunk_overlap: int,
+    keep_folder_paths: bool,
+    prefix_to_remove_from_filepath: str = "",
+):
+    """
+    Read and chunk all files
+    """
+    all_texts_with_metadata = []
+    for file_path in all_files:
+        try:
+            with open(file_path, "r", encoding="utf-8") as f:
+                if not keep_folder_paths:
+                    file_path = os.path.basename(file_path)
+                file_path = file_path.removeprefix(prefix_to_remove_from_filepath)
+                content = f.read()
+                texts_with_metadata = []
+                if strategy == "text":
+                    chunks = chunk_text(content, chunk_size, chunk_overlap)
+                    texts_with_metadata.extend(
+                        [
+                            {
+                                "text": chunk,
+                                "metadata": {
+                                    "file": file_path,
+                                    "chunk_size": chunk_size,
+                                    "chunk_overlap": chunk_overlap,
+                                },
+                            }
+                            for chunk in chunks
+                        ]
+                    )
+                elif strategy == "file":
+                    texts_with_metadata.append(
+                        {
+                            "text": content,
+                            "metadata": {
+                                "file": file_path,
+                            },
+                        }
+                    )
+
+                all_texts_with_metadata.extend(texts_with_metadata)
+                click.echo(f"  {file_path}: {len(texts_with_metadata)} chunk(s)")
+        except Exception as exc:
+            click.echo(f"   {file_path}: {exc}", err=True)
+            sys.exit(1)
+
+    return all_texts_with_metadata
diff --git a/gen3/cli/ai/embeddings_collections.py b/gen3/cli/ai/embeddings_collections.py
new file mode 100644
index 000000000..a111dabde
--- /dev/null
+++ b/gen3/cli/ai/embeddings_collections.py
@@ -0,0 +1,107 @@
+import asyncio
+import sys
+
+import click
+import httpx
+
+from gen3.cli.ai.utils import click_echo_dict_format, click_echo_if_text
+
+
+@click.command("create")
+@click.option(
+    "--dimensions",
+    required=True,
+    type=int,
+    help="Number of dimensions for the embeddings",
+)
+@click.option(
+    "--description",
+    default=None,
+    help="Optional description for the collection",
+)
+@click.argument("collection_name")
+@click.pass_context
+def create_collection(
+    ctx: click.Context, dimensions: int, description: str | None, collection_name: str
+) -> None:
+    """
+    Create a new vector collection.
+
+    COLLECTION_NAME: Name for the new collection
+    """
+    client = ctx.obj["client"]
+
+    click.echo(
+        f"Creating collection '{collection_name}' with {dimensions} dimensions..."
+    )
+
+    try:
+        result = asyncio.run(
+            client.create_collection(collection_name, dimensions, description)
+        )
+        click.echo(f"Collection created successfully!")
+        click_echo_dict_format(result, format="pretty_json")
+    except httpx.HTTPError as exc:
+        click.echo(f"Failed to create collection: {exc}", err=True)
+        sys.exit(1)
+
+
+@click.command("read")
+@click.option(
+    "--format",
+    help="Format of collections output: `json` / `pretty_json` / `text`. Defeault is `text`",
+    default="text",
+)
+@click.argument("collection_name", required=False)
+@click.pass_context
+def read_collections(
+    ctx: click.Context, format: str, collection_name: str | None
+) -> None:
+    """
+    Read vector collections. If no collection name provided, list all.
+
+    COLLECTION_NAME: Optional specific collection name to filter by
+    """
+    client = ctx.obj["client"]
+
+    if collection_name is not None:
+        click_echo_if_text(
+            f"Reading vector collection {collection_name}...", format=format
+        )
+        try:
+            collections = asyncio.run(
+                client.list_collections(collection_name=collection_name)
+            )
+            click_echo_if_text(f"Found {collection_name} collection", format=format)
+            click_echo_dict_format(input_dict=collections, format=format)
+        except httpx.HTTPError as exc:
+            click.echo(f"Failed to find collection: {exc}", err=True)
+            sys.exit(1)
+    else:
+        click_echo_if_text("Listing all vector collections...", format=format)
+        try:
+            collections = asyncio.run(client.list_collections()).get("collections", [])
+            click_echo_if_text(f"Found {len(collections)} collection(s)", format=format)
+            click_echo_dict_format(input_dict=collections, format=format)
+        except httpx.HTTPError as exc:
+            click.echo(f"Failed to list collections: {exc}", err=True)
+            sys.exit(1)
+
+
+@click.command("delete")
+@click.argument("collection_name", required=False)
+@click.pass_context
+def delete_collection(ctx: click.Context, collection_name: str | None) -> None:
+    """
+    Delete a vector collection.
+
+    COLLECTION_NAME: collection name to delete
+    """
+    client = ctx.obj["client"]
+
+    click_echo_if_text(f"Deleting collection '{collection_name}'...")
+    try:
+        asyncio.run(client.delete_collection(collection_name))
+    except httpx.HTTPError as exc:
+        click.echo(f"Failed to delete collection: {exc}", err=True)
+        sys.exit(1)
diff --git a/gen3/cli/ai/main.py b/gen3/cli/ai/main.py
new file mode 100644
index 000000000..ccf3ed7c6
--- /dev/null
+++ b/gen3/cli/ai/main.py
@@ -0,0 +1,94 @@
+"""
+CLI for Gen3 AI support.
+
+Examples:
+
+# local testing
+`gen3 --auth ~/.gen3/local_helm_test_user.json --endpoint "http://127.0.0.1:4142" ai --api-prefix "" embeddings ...`
+
+# local testing CRUD on collections
+gen3 --auth ~/.gen3/local_helm_test_user.json --endpoint "http://127.0.0.1:4142" ai --api-prefix "" embeddings collections create "ctds-github-md" --dimensions 384 --description "All markdown from CTDS Github"
+gen3 --auth ~/.gen3/local_helm_test_user.json --endpoint "http://127.0.0.1:4142" ai --api-prefix "" embeddings collections read
+gen3 --auth ~/.gen3/local_helm_test_user.json --endpoint "http://127.0.0.1:4142" ai --api-prefix "" embeddings collections read "ctds-github-md"
+gen3 --auth ~/.gen3/local_helm_test_user.json --endpoint "http://127.0.0.1:4142" ai --api-prefix "" embeddings collections delete "ctds-github-md"
+
+# publish a manifest of already-embedded objects
+# manifest is a CSV/TSV with columns:
+# embedding: JSON list of floats serialized as a string
+# authz: authz resource path (optional, will default to collection)
+# collection_id / collection_name: collection embedding should be placed in (if name is provided, use list_collection(collection_name=provided) to determine the ID)
+# ** additional columns are interpretted as metadata
+gen3 ai embeddings publish ./tests/embeddings_tests/expr.tsv --default-collection expr
+gen3 ai embeddings publish ./tests/embeddings_tests/hist.tsv --default-collection hist
+gen3 ai embeddings publish ./tests/embeddings_tests/summ.tsv --default-collection summ
+
+# embed and get a manifest
+gen3 ai embeddings embed-files --recursive --chunk-size 1024 --chunk-overlap 256 --collection-name ctds-github-md --out-manifest-file embeddings_manifest.tsv ~/Documents/repos/gen3-discovery-ai/bin/library/library_.github_README.md ~/Documents/repos/gen3-discovery-ai/bin/library/library_arborist_README.md
+gen3 ai embeddings embed-files --recursive --chunk-size 1024 --chunk-overlap 256 --collection-name ctds-github-md --out-manifest-file embeddings_manifest.tsv ~/Documents/repos/gen3-discovery-ai/bin/library/
+
+# against running instance using defaults. 1st download credentials and store in "~/.gen3/credentials.json"
+`gen3 ai embeddings ...`
+"""
+
+import click
+
+from gen3.ai import EmbeddingsClient
+from gen3.cli.ai.embeddings import (
+    chunk_and_embed_text,
+    delete_embeddings,
+    publish_embeddings,
+    read_embeddings,
+)
+from gen3.cli.ai.embeddings_collections import (
+    create_collection,
+    delete_collection,
+    read_collections,
+)
+
+
+@click.group()
+@click.option(
+    "--api-prefix",
+    default="ai",
+    help="Prefix after the domain for the AI-based services (default: ai).",
+)
+@click.pass_context
+def ai(ctx: click.Context, api_prefix: str) -> None:
+    """
+    For working with Gen3 AI
+    """
+    ctx.obj["ai_api_prefix"] = api_prefix
+
+
+@ai.group()
+@click.pass_context
+def embeddings(ctx: click.Context) -> None:
+    """
+    For working with embeddings
+    """
+    api_prefix = ctx.obj["ai_api_prefix"]
+    auth = ctx.obj["auth_factory"].get()
+    endpoint = ctx.obj["endpoint"] or auth.endpoint
+
+    ctx.obj["client"] = EmbeddingsClient(
+        auth=auth, endpoint=endpoint, api_prefix=api_prefix
+    )
+
+
+@embeddings.group()
+@click.pass_context
+def collections(ctx: click.Context) -> None:
+    """
+    For working with embeddings collections
+    """
+    pass
+
+
+embeddings.add_command(publish_embeddings, name="publish")
+embeddings.add_command(read_embeddings, name="read")
+embeddings.add_command(delete_embeddings, name="delete")
+embeddings.add_command(chunk_and_embed_text, name="embed-files")
+
+collections.add_command(create_collection, name="create")
+collections.add_command(read_collections, name="read")
+collections.add_command(delete_collection, name="delete")
diff --git a/gen3/cli/ai/utils.py b/gen3/cli/ai/utils.py
new file mode 100644
index 000000000..aa0478078
--- /dev/null
+++ b/gen3/cli/ai/utils.py
@@ -0,0 +1,122 @@
+import json
+import os
+
+import click
+
+
+def click_echo_if_text(message: str, format: str = "text") -> None:
+    """
+    If format is text, then echo. For one-liner prints with context on output
+
+    Args:
+        message: message to print
+        format: text or json, determines how it's printed. This will only print is format is text
+    """
+    if format == "text":
+        click.echo(message)
+
+
+def click_echo_dict_format(input_dict: dict, format: str = "pretty_json") -> None:
+    """
+    Prints input dict in specified format. For one-liner prints with context on how to output
+
+    Args:
+        input_dict: dict to print
+        format: pretty_json or json, determines how it's printed
+    """
+
+    def format_text_recursive(data, indent_level=0):
+        lines = []
+        indent = "  " * indent_level
+
+        if isinstance(data, dict):
+            for key, value in data.items():
+                if isinstance(value, (dict, list)):
+                    lines.append(f"{indent}{key}:")
+                    lines.append(format_text_recursive(value, indent_level + 1))
+                else:
+                    lines.append(f"{indent}{key}: {value}")
+        elif isinstance(data, list):
+            for item in data:
+                if isinstance(item, (dict, list)):
+                    item_str = format_text_recursive(item, indent_level + 1).lstrip()
+                    lines.append(f"{indent}- {item_str}")
+                else:
+                    lines.append(f"{indent}- {item}")
+
+        return "\n".join(lines)
+
+    output = ""
+    if format == "pretty_json":
+        output = json.dumps(input_dict, indent=2)
+    elif format == "json":
+        output = json.dumps(input_dict)
+    elif format == "text":
+        output = format_text_recursive(input_dict)
+    else:
+        raise Exception(f"Unsupported text output format: {format}")
+
+    click.echo(output)
+
+
+def chunk_text(text: str, chunk_size: int, chunk_overlap: int) -> list[str]:
+    """
+    Split text into overlapping chunks.
+
+    Args:
+        text: Text to chunk
+        chunk_size: Maximum characters per chunk
+        chunk_overlap: Number of characters to overlap between chunks
+
+    Returns:
+        List of text chunks
+    """
+    chunks = []
+    start = 0
+
+    while start < len(text):
+        end = start + chunk_size
+        chunk = text[start:end]
+
+        if not chunk:
+            break
+
+        if end < len(text):
+            # look for sentence boundaries
+            for delimiter in [".", "!", "?", "\n"]:
+                last_delimiter = chunk.rfind(delimiter)
+                # only break if delimiter is in the latter half
+                if last_delimiter > chunk_size * 0.5:
+                    end = start + last_delimiter + 1
+                    break
+
+        chunks.append(chunk.strip())
+        start = end - chunk_overlap
+
+    return chunks
+
+
+def get_all_nested_files(
+    paths: list[str], file_extensions: list[str], recursive: bool = True
+):
+    """
+    Get all nested files with the given extensions from a list of paths.
+
+    Args:
+       paths: List of paths to search
+       file_extensions: List of extensions to look for
+       recursive: Whether to search recursively
+    """
+    all_files = []
+    for path in paths:
+        if recursive and os.path.isdir(path):
+            # recursively find all text files
+            for root, _, files in os.walk(path):
+                for file in files:
+                    if file.endswith(tuple(file_extensions)):
+                        all_files.append(os.path.join(root, file))
+        else:
+            if os.path.isfile(path):
+                all_files.append(path)
+
+    return all_files
diff --git a/gen3/cli/auth.py b/gen3/cli/auth.py
index a7969f38f..fea22d904 100644
--- a/gen3/cli/auth.py
+++ b/gen3/cli/auth.py
@@ -72,7 +72,7 @@ def wts_list():
 
 @click.group()
 def auth():
-    """Commands for authentication and authorization"""
+    """For authentication and authorization"""
     pass
 
 
diff --git a/gen3/cli/discovery.py b/gen3/cli/discovery.py
index ea8359aaf..536bd68d6 100644
--- a/gen3/cli/discovery.py
+++ b/gen3/cli/discovery.py
@@ -20,7 +20,7 @@
 
 @click.group()
 def discovery():
-    """Commands for reading and editing discovery metadata"""
+    """For reading and editing discovery metadata"""
     pass
 
 
diff --git a/gen3/cli/drs_pull.py b/gen3/cli/drs_pull.py
index 80c655117..e51bab5e0 100644
--- a/gen3/cli/drs_pull.py
+++ b/gen3/cli/drs_pull.py
@@ -249,7 +249,7 @@ def download_objects(
 
 @click.group()
 def drs_pull():
-    """Commands for downloading and listing DRS objects and manifests"""
+    """For downloading and listing DRS objects and manifests"""
     pass
 
 
diff --git a/gen3/cli/file.py b/gen3/cli/file.py
index 194b14466..1fa4b7666 100644
--- a/gen3/cli/file.py
+++ b/gen3/cli/file.py
@@ -12,7 +12,7 @@
 
 @click.group()
 def file():
-    "Commands for asynchronously downloading files from a server"
+    "For asynchronously downloading files from a server"
     pass
 
 
diff --git a/gen3/cli/nih.py b/gen3/cli/nih.py
index a44bde47a..fa734c1b5 100644
--- a/gen3/cli/nih.py
+++ b/gen3/cli/nih.py
@@ -10,13 +10,13 @@
 
 @click.group()
 def nih():
-    """Commands for reading from NIH APIs"""
+    """For reading from NIH APIs"""
     pass
 
 
 @nih.group()
 def dbgap_study_registration():
-    """Commands for interacting with the dbgap study registration api"""
+    """For interacting with the dbgap study registration api"""
     pass
 
 
diff --git a/gen3/cli/objects.py b/gen3/cli/objects.py
index 80ca40d95..90eb476f0 100644
--- a/gen3/cli/objects.py
+++ b/gen3/cli/objects.py
@@ -22,7 +22,7 @@
 
 @click.group()
 def objects():
-    """Commands for reading and editing objects"""
+    """For reading and editing objects"""
     pass
 
 
diff --git a/gen3/cli/pfb.py b/gen3/cli/pfb.py
index 989c1db2b..a08498a5b 100644
--- a/gen3/cli/pfb.py
+++ b/gen3/cli/pfb.py
@@ -18,7 +18,7 @@ def main():
 
 @click.group()
 def pfb():
-    """Commands for working with Portable Format for Biomedical Data (PFB)"""
+    """For working with Portable Format for Biomedical Data (PFB)"""
     pass
 
 
diff --git a/gen3/cli/users.py b/gen3/cli/users.py
index 67ee2758d..c09d57538 100644
--- a/gen3/cli/users.py
+++ b/gen3/cli/users.py
@@ -19,7 +19,7 @@ def main():
 
 @click.group()
 def users():
-    """Commands for working with gen3users"""
+    """For working with gen3users"""
     pass
 
 
diff --git a/gen3/cli/wss.py b/gen3/cli/wss.py
index 8949631eb..1ceb21180 100644
--- a/gen3/cli/wss.py
+++ b/gen3/cli/wss.py
@@ -72,7 +72,7 @@ def copy(ctx, src, dest):
 
 @click.group()
 def wss():
-    """[unfinished] Commands for Workspace Storage Service"""
+    """[unfinished] For Workspace Storage Service"""
     pass
 
 
diff --git a/poetry.lock b/poetry.lock
index 6fd949415..70ffc1c57 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.3.1 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -203,6 +203,19 @@ typing-extensions = ">=4"
 [package.extras]
 tz = ["backports.zoneinfo ; python_version < \"3.9\"", "tzdata"]
 
+[[package]]
+name = "annotated-doc"
+version = "0.0.4"
+description = "Document parameters, class attributes, return types, and variables inline, with Annotated."
+optional = true
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version >= \"3.11\" and extra == \"ai\""
+files = [
+    {file = "annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320"},
+    {file = "annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4"},
+]
+
 [[package]]
 name = "anyio"
 version = "4.11.0"
@@ -1040,6 +1053,106 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi (>=2024)", "cryptography-vectors (==44.0.3)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "cuda-bindings"
+version = "13.2.0"
+description = "Python bindings for CUDA"
+optional = true
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+files = [
+    {file = "cuda_bindings-13.2.0-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:08b395f79cb89ce0cd8effff07c4a1e20101b873c256a1aeb286e8fd7bd0f556"},
+    {file = "cuda_bindings-13.2.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d6f3682ec3c4769326aafc67c2ba669d97d688d0b7e63e659d36d2f8b72f32d6"},
+    {file = "cuda_bindings-13.2.0-cp310-cp310-win_amd64.whl", hash = "sha256:845025438a1b9e20718b9fb42add3e0eb72e85458bcab3eeb80bfd8f0a9dab33"},
+    {file = "cuda_bindings-13.2.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:721104c603f059780d287969be3d194a18d0cc3b713ed9049065a1107706759d"},
+    {file = "cuda_bindings-13.2.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1eba9504ac70667dd48313395fe05157518fd6371b532790e96fbb31bbb5a5e1"},
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+[package.extras]
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+
+[[package]]
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+description = "Pathfinder for CUDA components"
+optional = true
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
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+python-versions = "*"
+groups = ["main"]
+markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
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+nvidia-cuda-cupti = {version = "==13.0.85.*", optional = true, markers = "(sys_platform == \"linux\" or sys_platform == \"win32\") and extra == \"cupti\""}
+nvidia-cuda-nvrtc = {version = "==13.0.88.*", optional = true, markers = "(sys_platform == \"linux\" or sys_platform == \"win32\") and extra == \"nvrtc\""}
+nvidia-cuda-runtime = {version = "==13.0.96.*", optional = true, markers = "(sys_platform == \"linux\" or sys_platform == \"win32\") and extra == \"cudart\""}
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+nvidia-cusolver = {version = "==12.0.4.66.*", optional = true, markers = "(sys_platform == \"linux\" or sys_platform == \"win32\") and extra == \"cusolver\""}
+nvidia-cusparse = {version = "==12.6.3.3.*", optional = true, markers = "(sys_platform == \"linux\" or sys_platform == \"win32\") and extra == \"cusparse\""}
+nvidia-nvjitlink = {version = "==13.0.88.*", optional = true, markers = "(sys_platform == \"linux\" or sys_platform == \"win32\") and extra == \"nvjitlink\""}
+nvidia-nvtx = {version = "==13.0.85.*", optional = true, markers = "(sys_platform == \"linux\" or sys_platform == \"win32\") and extra == \"nvtx\""}
+
+[package.extras]
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+cudart = ["nvidia-cuda-runtime (==13.0.96.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+cufft = ["nvidia-cufft (==12.0.0.61.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+cufile = ["nvidia-cufile (==1.15.1.6.*) ; sys_platform == \"linux\""]
+culibos = ["nvidia-cuda-culibos (==13.0.85.*) ; sys_platform == \"linux\""]
+cupti = ["nvidia-cuda-cupti (==13.0.85.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+curand = ["nvidia-curand (==10.4.0.35.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+cusolver = ["nvidia-cusolver (==12.0.4.66.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+cusparse = ["nvidia-cusparse (==12.6.3.3.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+cuxxfilt = ["nvidia-cuda-cuxxfilt (==13.0.85.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+npp = ["nvidia-npp (==13.0.1.2.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+nvcc = ["nvidia-cuda-nvcc (==13.0.88.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+nvfatbin = ["nvidia-nvfatbin (==13.0.85.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+nvjitlink = ["nvidia-nvjitlink (==13.0.88.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+nvjpeg = ["nvidia-nvjpeg (==13.0.1.86.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+nvml = ["nvidia-nvml-dev (==13.0.87.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+nvptxcompiler = ["nvidia-nvptxcompiler (==13.0.88.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+nvrtc = ["nvidia-cuda-nvrtc (==13.0.88.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+nvtx = ["nvidia-nvtx (==13.0.85.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+nvvm = ["nvidia-nvvm (==13.0.88.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+opencl = ["nvidia-cuda-opencl (==13.0.85.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+profiler = ["nvidia-cuda-profiler-api (==13.0.85.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+sanitizer = ["nvidia-cuda-sanitizer-api (==13.0.85.*) ; sys_platform == \"linux\" or sys_platform == \"win32\""]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.5.9"
@@ -1268,6 +1381,32 @@ requests = ">=2.4"
 [package.extras]
 tests = ["pytest (>=2.5)", "pytest-cov", "responses"]
 
+[[package]]
+name = "filelock"
+version = "3.19.1"
+description = "A platform independent file lock."
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version < \"3.11\" and extra == \"ai\""
+files = [
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+    {file = "filelock-3.19.1.tar.gz", hash = "sha256:66eda1888b0171c998b35be2bcc0f6d75c388a7ce20c3f3f37aa8e96c2dddf58"},
+]
+
+[[package]]
+name = "filelock"
+version = "3.29.0"
+description = "A platform independent file lock."
+optional = true
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version >= \"3.11\" and extra == \"ai\""
+files = [
+    {file = "filelock-3.29.0-py3-none-any.whl", hash = "sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258"},
+    {file = "filelock-3.29.0.tar.gz", hash = "sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90"},
+]
+
 [[package]]
 name = "flask"
 version = "2.3.3"
@@ -1432,6 +1571,88 @@ files = [
     {file = "frozenlist-1.8.0.tar.gz", hash = "sha256:3ede829ed8d842f6cd48fc7081d7a41001a56f1f38603f9d49bf3020d59a31ad"},
 ]
 
+[[package]]
+name = "fsspec"
+version = "2025.10.0"
+description = "File-system specification"
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version < \"3.11\" and extra == \"ai\""
+files = [
+    {file = "fsspec-2025.10.0-py3-none-any.whl", hash = "sha256:7c7712353ae7d875407f97715f0e1ffcc21e33d5b24556cb1e090ae9409ec61d"},
+    {file = "fsspec-2025.10.0.tar.gz", hash = "sha256:b6789427626f068f9a83ca4e8a3cc050850b6c0f71f99ddb4f542b8266a26a59"},
+]
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff (>=0.5)"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard ; python_version < \"3.14\""]
+tqdm = ["tqdm"]
+
+[[package]]
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+version = "2026.3.0"
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+optional = true
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version >= \"3.11\" and extra == \"ai\""
+files = [
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+    {file = "fsspec-2026.3.0.tar.gz", hash = "sha256:1ee6a0e28677557f8c2f994e3eea77db6392b4de9cd1f5d7a9e87a0ae9d01b41"},
+]
+
+[package.extras]
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+dev = ["pre-commit", "ruff (>=0.5)"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
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+fuse = ["fusepy"]
+gcs = ["gcsfs (>2024.2.0)"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
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+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs (>2024.2.0)"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "backports-zstd ; python_version < \"3.14\"", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas (<3.0.0)", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard ; python_version < \"3.14\""]
+tqdm = ["tqdm"]
+
 [[package]]
 name = "gen3authz"
 version = "1.5.1"
@@ -1496,6 +1717,45 @@ files = [
     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
 ]
 
+[[package]]
+name = "hf-xet"
+version = "1.4.3"
+description = "Fast transfer of large files with the Hugging Face Hub."
+optional = true
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"ai\" and (platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\") or extra == \"ai\" and (platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\" or platform_machine == \"AMD64\") and python_version >= \"3.11\""
+files = [
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+    {file = "hf_xet-1.4.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:bee693ada985e7045997f05f081d0e12c4c08bd7626dc397f8a7c487e6c04f7f"},
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+]
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "hsclient"
 version = "0.1"
@@ -1562,6 +1822,83 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "huggingface-hub"
+version = "0.36.2"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+optional = true
+python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "python_version < \"3.11\" and extra == \"ai\""
+files = [
+    {file = "huggingface_hub-0.36.2-py3-none-any.whl", hash = "sha256:48f0c8eac16145dfce371e9d2d7772854a4f591bcb56c9cf548accf531d54270"},
+    {file = "huggingface_hub-0.36.2.tar.gz", hash = "sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a"},
+]
+
+[package.dependencies]
+filelock = "*"
+fsspec = ">=2023.5.0"
+hf-xet = {version = ">=1.1.3,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+requests = "*"
+tqdm = ">=4.42.1"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+hf-transfer = ["hf_transfer (>=0.1.4)"]
+hf-xet = ["hf-xet (>=1.1.2,<2.0.0)"]
+inference = ["aiohttp"]
+mcp = ["aiohttp", "mcp (>=1.8.0)", "typer"]
+oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
+quality = ["libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)", "ty"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+tensorflow-testing = ["keras (<3.0)", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
+[[package]]
+name = "huggingface-hub"
+version = "1.12.0"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+optional = true
+python-versions = ">=3.10.0"
+groups = ["main"]
+markers = "python_version >= \"3.11\" and extra == \"ai\""
+files = [
+    {file = "huggingface_hub-1.12.0-py3-none-any.whl", hash = "sha256:d74939969585ee35748bd66de09baf84099d461bda7287cd9043bfb99b0e424d"},
+    {file = "huggingface_hub-1.12.0.tar.gz", hash = "sha256:7c3fe85e24b652334e5d456d7a812cd9a071e75630fac4365d9165ab5e4a34b6"},
+]
+
+[package.dependencies]
+filelock = ">=3.10.0"
+fsspec = ">=2023.5.0"
+hf-xet = {version = ">=1.4.3,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
+httpx = ">=0.23.0,<1"
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+tqdm = ">=4.42.1"
+typer = "*"
+typing-extensions = ">=4.1.0"
+
+[package.extras]
+all = ["Jinja2", "Pillow", "authlib (>=1.3.2)", "duckdb", "fastapi", "fastapi", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0)", "numpy", "pytest (>=8.4.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["Jinja2", "Pillow", "authlib (>=1.3.2)", "duckdb", "fastapi", "fastapi", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0)", "numpy", "pytest (>=8.4.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+gradio = ["gradio (>=5.0.0)", "requests"]
+hf-xet = ["hf-xet (>=1.4.3,<2.0.0)"]
+mcp = ["mcp (>=1.8.0)"]
+oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
+quality = ["libcst (>=1.4.0)", "mypy (==1.15.0)", "ruff (>=0.9.0)", "ty"]
+testing = ["Jinja2", "Pillow", "authlib (>=1.3.2)", "duckdb", "fastapi", "fastapi", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.4.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
+typing = ["types-PyYAML", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
 [[package]]
 name = "humanfriendly"
 version = "10.0"
@@ -1603,7 +1940,7 @@ files = [
     {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
     {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
 ]
-markers = {dev = "python_version < \"3.11\""}
+markers = {dev = "python_version == \"3.9\""}
 
 [package.dependencies]
 zipp = ">=3.20"
@@ -1708,11 +2045,12 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
 ]
+markers = {main = "extra == \"ai\""}
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -1720,6 +2058,19 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "joblib"
+version = "1.5.3"
+description = "Lightweight pipelining with Python functions"
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"ai\""
+files = [
+    {file = "joblib-1.5.3-py3-none-any.whl", hash = "sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713"},
+    {file = "joblib-1.5.3.tar.gz", hash = "sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3"},
+]
+
 [[package]]
 name = "jsonschema"
 version = "3.2.0"
@@ -1762,13 +2113,38 @@ babel = ["Babel"]
 lingua = ["lingua"]
 testing = ["pytest"]
 
+[[package]]
+name = "markdown-it-py"
+version = "4.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = true
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version >= \"3.11\" and extra == \"ai\""
+files = [
+    {file = "markdown_it_py-4.0.0-py3-none-any.whl", hash = "sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147"},
+    {file = "markdown_it_py-4.0.0.tar.gz", hash = "sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3"},
+]
+
+[package.dependencies]
+mdurl = ">=0.1,<1.0"
+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "markdown-it-pyrs", "mistletoe (>=1.0,<2.0)", "mistune (>=3.0,<4.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins (>=0.5.0)"]
+profiling = ["gprof2dot"]
+rtd = ["ipykernel", "jupyter_sphinx", "mdit-py-plugins (>=0.5.0)", "myst-parser", "pyyaml", "sphinx", "sphinx-book-theme (>=1.0,<2.0)", "sphinx-copybutton", "sphinx-design"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions", "requests"]
+
 [[package]]
 name = "markupsafe"
 version = "3.0.3"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "markupsafe-3.0.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2f981d352f04553a7171b8e44369f2af4055f888dfb147d55e42d29e29e74559"},
     {file = "markupsafe-3.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e1c1493fb6e50ab01d20a22826e57520f1284df32f2d8601fdd90b6304601419"},
@@ -1860,6 +2236,7 @@ files = [
     {file = "markupsafe-3.0.3-cp39-cp39-win_arm64.whl", hash = "sha256:38664109c14ffc9e7437e86b4dceb442b0096dfe3541d7864d9cbe1da4cf36c8"},
     {file = "markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698"},
 ]
+markers = {main = "extra == \"ai\""}
 
 [[package]]
 name = "marshmallow"
@@ -1896,6 +2273,38 @@ files = [
 [package.dependencies]
 marshmallow = ">=2.0.0"
 
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+description = "Markdown URL utilities"
+optional = true
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version >= \"3.11\" and extra == \"ai\""
+files = [
+    {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
+    {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
+]
+
+[[package]]
+name = "mpmath"
+version = "1.3.0"
+description = "Python library for arbitrary-precision floating-point arithmetic"
+optional = true
+python-versions = "*"
+groups = ["main"]
+markers = "extra == \"ai\""
+files = [
+    {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
+    {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
+]
+
+[package.extras]
+develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
+docs = ["sphinx"]
+gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""]
+tests = ["pytest (>=4.6)"]
+
 [[package]]
 name = "multidict"
 version = "6.7.0"
@@ -2067,6 +2476,74 @@ files = [
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
 ]
 
+[[package]]
+name = "networkx"
+version = "3.2.1"
+description = "Python package for creating and manipulating graphs and networks"
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version < \"3.11\" and extra == \"ai\""
+files = [
+    {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
+    {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
+]
+
+[package.extras]
+default = ["matplotlib (>=3.5)", "numpy (>=1.22)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
+developer = ["changelist (==0.4)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
+doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.14)", "sphinx (>=7)", "sphinx-gallery (>=0.14)", "texext (>=0.6.7)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
+
+[[package]]
+name = "networkx"
+version = "3.6"
+description = "Python package for creating and manipulating graphs and networks"
+optional = true
+python-versions = ">=3.11"
+groups = ["main"]
+markers = "python_version >= \"3.12\" and extra == \"ai\""
+files = [
+    {file = "networkx-3.6-py3-none-any.whl", hash = "sha256:cdb395b105806062473d3be36458d8f1459a4e4b98e236a66c3a48996e07684f"},
+    {file = "networkx-3.6.tar.gz", hash = "sha256:285276002ad1f7f7da0f7b42f004bcba70d381e936559166363707fdad3d72ad"},
+]
+
+[package.extras]
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+xmp = ["defusedxml"]
+
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 version = "1.6.0"
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+tiktoken = ["blobfile", "tiktoken"]
+timm = ["timm (>=1.0.23)"]
+torch = ["accelerate (>=1.1.0)", "torch (>=2.4)"]
+video = ["av"]
+vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
+
+[[package]]
+name = "triton"
+version = "3.3.1"
+description = "A language and compiler for custom Deep Learning operations"
+optional = true
+python-versions = "*"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
+files = [
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+    {file = "triton-3.3.1-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f6139aeb04a146b0b8e0fbbd89ad1e65861c57cfed881f21d62d3cb94a36bab7"},
+]
+
+[package.dependencies]
+setuptools = ">=40.8.0"
+
+[package.extras]
+build = ["cmake (>=3.20)", "lit"]
+tests = ["autopep8", "isort", "llnl-hatchet", "numpy", "pytest", "pytest-forked", "pytest-xdist", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
+
+[[package]]
+name = "triton"
+version = "3.4.0"
+description = "A language and compiler for custom Deep Learning operations"
+optional = true
+python-versions = "<3.14,>=3.9"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
+files = [
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+    {file = "triton-3.4.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7936b18a3499ed62059414d7df563e6c163c5e16c3773678a3ee3d417865035d"},
+    {file = "triton-3.4.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:98e5c1442eaeabae2e2452ae765801bd53cd4ce873cab0d1bdd59a32ab2d9397"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = "*", markers = "python_version < \"3.10\""}
+setuptools = ">=40.8.0"
+
+[package.extras]
+build = ["cmake (>=3.20,<4.0)", "lit"]
+tests = ["autopep8", "isort", "llnl-hatchet", "numpy", "pytest", "pytest-forked", "pytest-xdist", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
+
+[[package]]
+name = "triton"
+version = "3.6.0"
+description = "A language and compiler for custom Deep Learning operations"
+optional = true
+python-versions = "<3.15,>=3.10"
+groups = ["main"]
+markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+files = [
+    {file = "triton-3.6.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6c723cfb12f6842a0ae94ac307dba7e7a44741d720a40cf0e270ed4a4e3be781"},
+    {file = "triton-3.6.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a6550fae429e0667e397e5de64b332d1e5695b73650ee75a6146e2e902770bea"},
+    {file = "triton-3.6.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:49df5ef37379c0c2b5c0012286f80174fcf0e073e5ade1ca9a86c36814553651"},
+    {file = "triton-3.6.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e8e323d608e3a9bfcc2d9efcc90ceefb764a82b99dea12a86d643c72539ad5d3"},
+    {file = "triton-3.6.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:374f52c11a711fd062b4bfbb201fd9ac0a5febd28a96fb41b4a0f51dde3157f4"},
+    {file = "triton-3.6.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:74caf5e34b66d9f3a429af689c1c7128daba1d8208df60e81106b115c00d6fca"},
+    {file = "triton-3.6.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:448e02fe6dc898e9e5aa89cf0ee5c371e99df5aa5e8ad976a80b93334f3494fd"},
+    {file = "triton-3.6.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:10c7f76c6e72d2ef08df639e3d0d30729112f47a56b0c81672edc05ee5116ac9"},
+    {file = "triton-3.6.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1722e172d34e32abc3eb7711d0025bb69d7959ebea84e3b7f7a341cd7ed694d6"},
+    {file = "triton-3.6.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d002e07d7180fd65e622134fbd980c9a3d4211fb85224b56a0a0efbd422ab72f"},
+    {file = "triton-3.6.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef5523241e7d1abca00f1d240949eebdd7c673b005edbbce0aca95b8191f1d43"},
+    {file = "triton-3.6.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a17a5d5985f0ac494ed8a8e54568f092f7057ef60e1b0fa09d3fd1512064e803"},
+    {file = "triton-3.6.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0b3a97e8ed304dfa9bd23bb41ca04cdf6b2e617d5e782a8653d616037a5d537d"},
+    {file = "triton-3.6.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:46bd1c1af4b6704e554cad2eeb3b0a6513a980d470ccfa63189737340c7746a7"},
+]
+
+[package.extras]
+build = ["cmake (>=3.20,<4.0)", "lit"]
+tests = ["autopep8", "isort", "llnl-hatchet", "numpy", "pytest", "pytest-forked", "pytest-xdist", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
+
+[[package]]
+name = "typer"
+version = "0.25.0"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+optional = true
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version >= \"3.11\" and extra == \"ai\""
+files = [
+    {file = "typer-0.25.0-py3-none-any.whl", hash = "sha256:ac01b48823d3db9a83c9e164338057eadbb1c9957a2a6b4eeb486669c560b5dc"},
+    {file = "typer-0.25.0.tar.gz", hash = "sha256:123eaf9f19bb40fd268310e12a542c0c6b4fab9c98d9d23342a01ff95e3ce930"},
+]
+
+[package.dependencies]
+annotated-doc = ">=0.0.2"
+click = ">=8.2.1"
+rich = ">=13.8.0"
+shellingham = ">=1.3.0"
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -3302,7 +5719,7 @@ files = [
     {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
     {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
 ]
-markers = {dev = "python_version < \"3.11\""}
+markers = {dev = "python_version == \"3.9\""}
 
 [package.extras]
 check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
@@ -3313,9 +5730,10 @@ test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_it
 type = ["pytest-mypy"]
 
 [extras]
+ai = ["httpx", "sentence-transformers"]
 fhir = ["fhirclient"]
 
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9, <4"
-content-hash = "0ef223739ee0f4e9faf3bf60aa2c6ca6ea2757f7b84023e93c838109379a6915"
+content-hash = "32aef7b614975991fca857f0b91f61c32b406dd18d63fac92861d70a4ee6ace8"
diff --git a/pyproject.toml b/pyproject.toml
index 8d82e591d..0e80ed381 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [tool.poetry]
 name = "gen3"
 homepage = "https://gen3.org/"
-version = "4.27.8"
+version = "4.28.0"
 description = "Gen3 CLI and Python SDK"
 authors = ["Center for Translational Data Science at the University of Chicago <support@gen3.org>"]
 license = "Apache-2.0"
@@ -41,10 +41,19 @@ gen3users = "*"
 
 # A list of all of the optional dependencies, some of which are included in the
 # below `extras`. They can be opted into by apps.
+# fhir
 fhirclient = { version = "*", optional = true }
 
+# ai
+sentence-transformers = { version = "*", optional = true }
+httpx = { version = "*", optional = true }
+
 [tool.poetry.extras]
 fhir = ["fhirclient"]
+ai = [
+    "sentence-transformers",
+    "httpx",
+]
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^6.0.0"
diff --git a/tests/conftest.py b/tests/conftest.py
index f118fe9f5..0a262b826 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -3,8 +3,9 @@
 """
 from multiprocessing import Process
 import multiprocessing
-from unittest.mock import patch
+from unittest.mock import MagicMock, patch
 import os
+from click.testing import CliRunner
 import pytest
 import requests
 
@@ -236,3 +237,30 @@ def drsclient(drs_client):
     Mock drsclient
     """
     return drs_client
+
+
+@pytest.fixture
+def runner():
+    """Returns a click runner instance."""
+    return CliRunner()
+
+
+@pytest.fixture
+def mock_ctx_obj():
+    """Returns a mock context object for click commands.
+
+    The context contains an ``auth_factory`` that returns an auth object with
+    an ``endpoint`` attribute, and the ``endpoint`` and ``ai_api_prefix``
+    values used by the command group.
+    """
+    mock_auth = MagicMock()
+    mock_auth.endpoint = "http://localhost:4142"
+
+    mock_auth_factory = MagicMock()
+    mock_auth_factory.get.return_value = mock_auth
+
+    return {
+        "auth_factory": mock_auth_factory,
+        "endpoint": "http://localhost:4142",
+        "ai_api_prefix": "",
+    }
diff --git a/tests/embeddings_tests/README.md b/tests/embeddings_tests/README.md
new file mode 100644
index 000000000..26d3089d4
--- /dev/null
+++ b/tests/embeddings_tests/README.md
@@ -0,0 +1,5 @@
+The .tsv's in here contain snippets of previously generated embeddings of fully public data. The .tsvs have columns with the format expected for Gen3 AI Embeddings bulk import. For example, for using with `gen3 ai embeddings publish...` CLI commands.
+
+The embeddings represent "real" data to be used in testing in the future.
+
+Note: These were generated by transforming internal .h5 format files used in previous proof of concepts.
\ No newline at end of file
diff --git a/tests/embeddings_tests/test_expr.tsv b/tests/embeddings_tests/test_expr.tsv
new file mode 100644
index 000000000..a700b4dab
--- /dev/null
+++ b/tests/embeddings_tests/test_expr.tsv
@@ -0,0 +1,4 @@
+embedding	authz	collection_name	collection_id	case_id	file_id	model
+[-0.2024536281824112, 0.8700736165046692, 0.6367368102073669, 1.0295965671539307, 1.3029881715774536, 0.6979042291641235, 0.09141989797353745, -0.7052130103111267, 0.05628640949726105, -0.6558999419212341, -0.698043704032898, -8.845816612243652, -0.10774289071559906, -0.8967481255531311, 0.30785858631134033, -0.218824565410614, -0.1945626139640808, -0.6851598024368286, -0.2565596103668213, -0.1704675555229187, 0.17284531891345978, -0.6091238260269165, -0.13866744935512543, 0.21102923154830933, -0.2252902388572693, -0.6781346201896667, -0.34671345353126526, 0.4128320515155792, -0.8277935981750488, 1.1078327894210815, 0.6355611085891724, -0.5727114081382751, 1.2589396238327026, 0.4476923644542694, 0.34200647473335266, -0.1336929202079773, 0.1772320717573166, 1.1591079235076904, -1.5068682432174683, 0.02006017416715622, -0.6712247133255005, -0.5338364839553833, 5.475770473480225, -0.3881995379924774, 1.026019811630249, -0.117962546646595, -0.2552171051502228, -0.43384769558906555, 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\ No newline at end of file
diff --git a/tests/embeddings_tests/test_hist.tsv b/tests/embeddings_tests/test_hist.tsv
new file mode 100644
index 000000000..56616f6b3
--- /dev/null
+++ b/tests/embeddings_tests/test_hist.tsv
@@ -0,0 +1,4 @@
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\ No newline at end of file
diff --git a/tests/embeddings_tests/test_summ.tsv b/tests/embeddings_tests/test_summ.tsv
new file mode 100644
index 000000000..d90df13c0
--- /dev/null
+++ b/tests/embeddings_tests/test_summ.tsv
@@ -0,0 +1,4 @@
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\ No newline at end of file
diff --git a/tests/test_cli_ai_collections.py b/tests/test_cli_ai_collections.py
new file mode 100644
index 000000000..218747783
--- /dev/null
+++ b/tests/test_cli_ai_collections.py
@@ -0,0 +1,102 @@
+"""
+Tests for the embeddings collections CRUD commands for:
+`gen3 ai embeddings collections`.
+
+Note: These are pretty minimal, they basically just make sure the
+      Embeddings client gets passed the right info from the command line.
+"""
+
+from unittest.mock import AsyncMock, patch
+
+from gen3.cli.ai.main import ai
+
+
+@patch("gen3.cli.ai.main.EmbeddingsClient")
+def test_create_collection_success(patched_embeddings_client, runner, mock_ctx_obj):
+    """Test successful creation of an embeddings collection."""
+    mocked_client = AsyncMock()
+    mocked_client.create_collection.return_value = {
+        "name": "ctds-github-md",
+        "dimensions": 384,
+    }
+    patched_embeddings_client.return_value = mocked_client
+
+    result = runner.invoke(
+        ai,
+        [
+            "embeddings",
+            "collections",
+            "create",
+            "ctds-github-md",
+            "--dimensions",
+            "384",
+            "--description",
+            "All markdown from CTDS Github",
+        ],
+        obj=mock_ctx_obj,
+    )
+    assert result.exit_code == 0
+    mocked_client.create_collection.assert_called_once_with(
+        "ctds-github-md", 384, "All markdown from CTDS Github"
+    )
+
+
+@patch("gen3.cli.ai.main.EmbeddingsClient")
+def test_read_collections_all_success(patched_embeddings_client, runner, mock_ctx_obj):
+    """Test reading all collections."""
+    mocked_client = AsyncMock()
+    mocked_client.list_collections.return_value = {
+        "collections": [
+            {"name": "ctds-github-md", "dimensions": 384},
+            {"name": "other", "dimensions": 256},
+        ]
+    }
+    patched_embeddings_client.return_value = mocked_client
+
+    result = runner.invoke(ai, ["embeddings", "collections", "read"], obj=mock_ctx_obj)
+    assert result.exit_code == 0
+    mocked_client.list_collections.assert_called_once_with()
+    assert "ctds-github-md" in result.output
+    assert "other" in result.output
+    assert "384" in result.output
+    assert "256" in result.output
+
+
+@patch("gen3.cli.ai.main.EmbeddingsClient")
+def test_read_collection_specific_success(
+    patched_embeddings_client, runner, mock_ctx_obj
+):
+    """Test reading a specific collection."""
+    mocked_client = AsyncMock()
+    mocked_client.list_collections.return_value = {
+        "name": "ctds-github-md",
+        "dimensions": 384,
+    }
+    patched_embeddings_client.return_value = mocked_client
+
+    result = runner.invoke(
+        ai,
+        ["embeddings", "collections", "read", "ctds-github-md"],
+        obj=mock_ctx_obj,
+    )
+    assert result.exit_code == 0
+    mocked_client.list_collections.assert_called_once_with(
+        collection_name="ctds-github-md"
+    )
+    assert "ctds-github-md" in result.output
+    assert "384" in result.output
+
+
+@patch("gen3.cli.ai.main.EmbeddingsClient")
+def test_delete_collection_success(patched_embeddings_client, runner, mock_ctx_obj):
+    """Test successful deletion of a collection."""
+    mocked_client = AsyncMock()
+    patched_embeddings_client.return_value = mocked_client
+
+    result = runner.invoke(
+        ai,
+        ["embeddings", "collections", "delete", "ctds-github-md"],
+        obj=mock_ctx_obj,
+    )
+    assert result.exit_code == 0
+    mocked_client.delete_collection.assert_called_once_with("ctds-github-md")
diff --git a/tests/test_cli_ai_embeddings.py b/tests/test_cli_ai_embeddings.py
new file mode 100644
index 000000000..c1c1aaa89
--- /dev/null
+++ b/tests/test_cli_ai_embeddings.py
@@ -0,0 +1,152 @@
+"""
+Tests for the embeddings commands for:
+`gen3 ai embeddings ...`.
+"""
+
+import csv
+import json
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from gen3.cli.ai.main import ai
+
+
+@patch("gen3.cli.ai.embeddings._get_collection_id_and_name")
+@patch("gen3.cli.ai.main.EmbeddingsClient")
+def test_publish_embeddings_success(
+    patched_embeddings_client, patched_get_collection_id, runner, tmp_path, mock_ctx_obj
+):
+    """
+    Tests successful publication of embeddings from a manifest file.
+
+    Note: tmp_path is a pytest built-in fixture
+    """
+    mocked_embeddings_client = AsyncMock()
+    patched_embeddings_client.return_value = mocked_embeddings_client
+    patched_get_collection_id.return_value = "test_collection_id", "test_collection"
+
+    manifest_file = tmp_path / "embeddings.tsv"
+    mock_json_metadata = json.dumps({"key": "value"})
+    with open(manifest_file, "w") as file:
+        writer = csv.writer(file, delimiter="\t")
+        writer.writerow(
+            ["embedding", "collection_name", "other_data", "mock_json_metadata"]
+        )
+        writer.writerow(
+            [
+                json.dumps([0.1, 0.2, 0.3]),
+                "test_collection",
+                "foobar",
+                mock_json_metadata,
+            ]
+        )
+
+    result = runner.invoke(
+        ai,
+        [
+            "embeddings",
+            "publish",
+            str(manifest_file),
+            "--default-collection",
+            "test_collection",
+        ],
+        obj=mock_ctx_obj,
+    )
+    assert result.exit_code == 0
+
+    mocked_embeddings_client.create_embeddings.assert_called()
+    args, kwargs = mocked_embeddings_client.create_embeddings.call_args
+    assert (
+        kwargs["embeddings_with_metadata"][0]["metadata"].get("other_data") == "foobar"
+    )
+    assert (
+        kwargs["embeddings_with_metadata"][0]["metadata"].get("mock_json_metadata")
+        == mock_json_metadata
+    )
+    assert kwargs["collection_name"] == "test_collection"
+    assert kwargs["collection_id"] == "test_collection_id"
+
+
+@patch("gen3.cli.ai.embeddings._get_collection_id_and_name")
+@patch("gen3.cli.ai.main.EmbeddingsClient")
+def test_publish_embeddings_invalid_json(
+    patched_embeddings_client, patched_get_collection_id, runner, tmp_path, mock_ctx_obj
+):
+    """
+    Tests handling of invalid JSON in the embedding column of the manifest.
+
+    Note: tmp_path is a pytest built-in fixture
+    """
+    # patched_embeddings_client.return_value = mock_ctx_obj["client"]
+    patched_get_collection_id.return_value = "test_collection_id", "test_collection"
+
+    manifest_file = tmp_path / "embeddings.tsv"
+    with open(manifest_file, "w") as file:
+        writer = csv.writer(file, delimiter="\t")
+        writer.writerow(["embedding", "collection_name", "guid"])
+        writer.writerow(["not-a-json", "test_collection", "test_guid"])
+
+    result = runner.invoke(
+        ai,
+        [
+            "embeddings",
+            "publish",
+            str(manifest_file),
+            "--default-collection",
+            "test_collection",
+        ],
+        obj=mock_ctx_obj,
+    )
+    assert result.exit_code == 0
+
+    patched_embeddings_client.create_embeddings.assert_not_called()
+
+
+@patch("gen3.cli.ai.embeddings.LocalEmbeddingClient")
+def test_chunk_and_embed_text_success(
+    patched_local_emb_client, runner, tmp_path, mock_ctx_obj
+):
+    """
+    Tests successful chunking and embedding of text files.
+
+    Note: tmp_path is a pytest built-in fixture
+    """
+    test_file = tmp_path / "test.txt"
+    test_file.write_text("This is a test content for embedding.")
+
+    mock_local_client = MagicMock()
+    mock_local_client.embed.return_value = [
+        {
+            "embedding": [0.1, 0.2],
+            "metadata": {"file": str(test_file)},
+            "authz": "/foo/bar",
+        }
+    ]
+    patched_local_emb_client.return_value = mock_local_client
+
+    out_manifest = tmp_path / "output.tsv"
+
+    result = runner.invoke(
+        ai,
+        [
+            "embeddings",
+            "embed-files",
+            str(test_file),
+            "--collection-name",
+            "test_collection",
+            "--out-manifest-file",
+            str(out_manifest),
+            "--strategy",
+            "text",
+        ],
+        obj=mock_ctx_obj,
+    )
+    assert result.exit_code == 0
+
+    with open(out_manifest, "r") as file:
+        reader = csv.DictReader(file, delimiter="\t")
+        rows = list(reader)
+        assert len(rows) == 1
+        assert rows[0]["collection_name"] == "test_collection"
+        assert rows[0]["authz"] == "/foo/bar"
+        assert rows[0]["file"] == str(test_file)
+        assert json.loads(rows[0]["embedding"]) == [0.1, 0.2]

From 0cc4178307dd5e45bcabc8436814bce853d9f551 Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Tue, 19 May 2026 14:26:00 -0500
Subject: [PATCH 02/11] chore(lock): relock

---
 poetry.lock    | 2 +-
 pyproject.toml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 70ffc1c57..d8e6e8722 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -5736,4 +5736,4 @@ fhir = ["fhirclient"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9, <4"
-content-hash = "32aef7b614975991fca857f0b91f61c32b406dd18d63fac92861d70a4ee6ace8"
+content-hash = "6bac3e45c1ab99891dfbbf2c9b0fa36654fdfbd27cfd6a3e928253b38f3cf837"
diff --git a/pyproject.toml b/pyproject.toml
index 0e80ed381..6bc3c0b77 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,7 +45,7 @@ gen3users = "*"
 fhirclient = { version = "*", optional = true }
 
 # ai
-sentence-transformers = { version = "*", optional = true }
+sentence-transformers = { version = ">=5.1.2", optional = true }
 httpx = { version = "*", optional = true }
 
 [tool.poetry.extras]

From 52a59e05f118150f3a44e811a70e0016fc408f56 Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Tue, 19 May 2026 14:33:48 -0500
Subject: [PATCH 03/11] chore(python): remove unsupported 3.9 version

---
 .github/workflows/ci.yaml |    3 +-
 poetry.lock               | 1095 ++-----------------------------------
 pyproject.toml            |    6 +-
 3 files changed, 51 insertions(+), 1053 deletions(-)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 068d548de..cf9ce9f34 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -20,8 +20,7 @@ jobs:
       matrix:
         # the versions for which we require the CI to pass on PRs can
         # be updated in the repo settings (branch rules)
-        version: ['3.9', '3.10', '3.11', '3.12', '3.13']
+        version: ['3.10', '3.11', '3.12', '3.13']
       fail-fast: false  # run for all versions even if one of them fails
     with:
         python-version: ${{ matrix.version }}
-        poetry-version: '2.2.1' # Max version supported by python 3.9
diff --git a/poetry.lock b/poetry.lock
index d8e6e8722..4c2d5ecfd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -210,7 +210,7 @@ description = "Document parameters, class attributes, return types, and variable
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
 files = [
     {file = "annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320"},
     {file = "annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4"},
@@ -244,7 +244,7 @@ description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version < \"3.11\""
+markers = "python_version == \"3.10\""
 files = [
     {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
     {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
@@ -303,32 +303,6 @@ files = [
 [package.dependencies]
 cryptography = "*"
 
-[[package]]
-name = "authutils"
-version = "6.2.6"
-description = "Gen3 auth utility functions"
-optional = false
-python-versions = "<4.0,>=3.9"
-groups = ["dev"]
-markers = "python_version < \"3.11\""
-files = [
-    {file = "authutils-6.2.6-py3-none-any.whl", hash = "sha256:5c0201249aad384f706f9ac981af04eaadcea7e94df415691551e1ae00112106"},
-    {file = "authutils-6.2.6.tar.gz", hash = "sha256:3043a2269d8976f73869bf7c40b125d4be8608f870ef76ea27e02727f5ba8500"},
-]
-
-[package.dependencies]
-authlib = ">=1.1.0"
-cached-property = ">=1.4,<2.0"
-cdiserrors = "<2.0.0"
-cryptography = ">=41.0.6"
-httpx = ">=0.23.0,<1.0.0"
-pyjwt = {version = ">=2.4.0,<3.0", extras = ["crypto"]}
-xmltodict = ">=0.9,<1.0"
-
-[package.extras]
-fastapi = ["fastapi (>=0.65.2,<0.66.0)"]
-flask = ["Flask (<=2.3.3)"]
-
 [[package]]
 name = "authutils"
 version = "6.2.7"
@@ -336,7 +310,6 @@ description = "Gen3 auth utility functions"
 optional = false
 python-versions = "<4.0,>=3.9.2"
 groups = ["dev"]
-markers = "python_version >= \"3.11\""
 files = [
     {file = "authutils-6.2.7-py3-none-any.whl", hash = "sha256:4f50990b841af56afe3a79a897df269a072035b89440dc27a80451c095cc2005"},
     {file = "authutils-6.2.7.tar.gz", hash = "sha256:768ebf5f1f776e1a78ffe43f730f6fe01e1b5441e7ec9c8f99997284286dac5e"},
@@ -669,22 +642,6 @@ files = [
     {file = "charset_normalizer-3.4.4.tar.gz", hash = "sha256:94537985111c35f28720e43603b8e7b43a6ecfb2ce1d3058bbe955b73404e21a"},
 ]
 
-[[package]]
-name = "click"
-version = "8.1.8"
-description = "Composable command line interface toolkit"
-optional = false
-python-versions = ">=3.7"
-groups = ["main", "dev"]
-markers = "python_version < \"3.11\""
-files = [
-    {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
-    {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
-]
-
-[package.dependencies]
-colorama = {version = "*", markers = "platform_system == \"Windows\""}
-
 [[package]]
 name = "click"
 version = "8.3.0"
@@ -692,7 +649,6 @@ description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev"]
-markers = "python_version >= \"3.11\""
 files = [
     {file = "click-8.3.0-py3-none-any.whl", hash = "sha256:9b9f285302c6e3064f4330c05f05b81945b2a39544279343e6e7c5f27a9baddc"},
     {file = "click-8.3.0.tar.gz", hash = "sha256:e7b8232224eba16f4ebe410c25ced9f7875cb5f3263ffc93cc3e8da705e229c4"},
@@ -714,127 +670,6 @@ files = [
 ]
 markers = {main = "platform_system == \"Windows\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}
 
-[[package]]
-name = "coverage"
-version = "7.10.7"
-description = "Code coverage measurement for Python"
-optional = false
-python-versions = ">=3.9"
-groups = ["dev"]
-markers = "python_version < \"3.11\""
-files = [
-    {file = "coverage-7.10.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:fc04cc7a3db33664e0c2d10eb8990ff6b3536f6842c9590ae8da4c614b9ed05a"},
-    {file = "coverage-7.10.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e201e015644e207139f7e2351980feb7040e6f4b2c2978892f3e3789d1c125e5"},
-    {file = "coverage-7.10.7-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:240af60539987ced2c399809bd34f7c78e8abe0736af91c3d7d0e795df633d17"},
-    {file = "coverage-7.10.7-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8421e088bc051361b01c4b3a50fd39a4b9133079a2229978d9d30511fd05231b"},
-    {file = "coverage-7.10.7-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6be8ed3039ae7f7ac5ce058c308484787c86e8437e72b30bf5e88b8ea10f3c87"},
-    {file = "coverage-7.10.7-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e28299d9f2e889e6d51b1f043f58d5f997c373cc12e6403b90df95b8b047c13e"},
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-    {file = "cryptography-43.0.3-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:2ce6fae5bdad59577b44e4dfed356944fbf1d925269114c28be377692643b4ff"},
-    {file = "cryptography-43.0.3.tar.gz", hash = "sha256:315b9001266a492a6ff443b61238f956b214dbec9910a081ba5b6646a055a805"},
-]
-
 [package.dependencies]
-cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
+tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
 
 [package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
-docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
-nox = ["nox"]
-pep8test = ["check-sdist", "click", "mypy", "ruff"]
-sdist = ["build"]
-ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
-test-randomorder = ["pytest-randomly"]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
 [[package]]
 name = "cryptography"
@@ -999,7 +785,6 @@ description = "cryptography is a package which provides cryptographic recipes an
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.7"
 groups = ["dev"]
-markers = "python_version >= \"3.11\""
 files = [
     {file = "cryptography-44.0.3-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:962bc30480a08d133e631e8dfd4783ab71cc9e33d5d7c1e192f0b7c06397bb88"},
     {file = "cryptography-44.0.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4ffc61e8f3bf5b60346d89cd3d37231019c17a081208dfbbd6e1605ba03fa137"},
@@ -1060,7 +845,7 @@ description = "Python bindings for CUDA"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
 files = [
     {file = "cuda_bindings-13.2.0-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:08b395f79cb89ce0cd8effff07c4a1e20101b873c256a1aeb286e8fd7bd0f556"},
     {file = "cuda_bindings-13.2.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d6f3682ec3c4769326aafc67c2ba669d97d688d0b7e63e659d36d2f8b72f32d6"},
@@ -1095,7 +880,7 @@ description = "Pathfinder for CUDA components"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
 files = [
     {file = "cuda_pathfinder-1.5.3-py3-none-any.whl", hash = "sha256:dff021123aedbb4117cc7ec81717bbfe198fb4e8b5f1ee57e0e084fec5c8577d"},
 ]
@@ -1107,7 +892,7 @@ description = "CUDA Toolkit meta-package"
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
 files = [
     {file = "cuda_toolkit-13.0.2-py2.py3-none-any.whl", hash = "sha256:b198824cf2f54003f50d64ada3a0f184b42ca0846c1c94192fa269ecd97a66eb"},
 ]
@@ -1288,7 +1073,7 @@ description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version < \"3.11\""
+markers = "python_version == \"3.10\""
 files = [
     {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
     {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
@@ -1381,19 +1166,6 @@ requests = ">=2.4"
 [package.extras]
 tests = ["pytest (>=2.5)", "pytest-cov", "responses"]
 
-[[package]]
-name = "filelock"
-version = "3.19.1"
-description = "A platform independent file lock."
-optional = true
-python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version < \"3.11\" and extra == \"ai\""
-files = [
-    {file = "filelock-3.19.1-py3-none-any.whl", hash = "sha256:d38e30481def20772f5baf097c122c3babc4fcdb7e14e57049eb9d88c6dc017d"},
-    {file = "filelock-3.19.1.tar.gz", hash = "sha256:66eda1888b0171c998b35be2bcc0f6d75c388a7ce20c3f3f37aa8e96c2dddf58"},
-]
-
 [[package]]
 name = "filelock"
 version = "3.29.0"
@@ -1401,7 +1173,7 @@ description = "A platform independent file lock."
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
 files = [
     {file = "filelock-3.29.0-py3-none-any.whl", hash = "sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258"},
     {file = "filelock-3.29.0.tar.gz", hash = "sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90"},
@@ -1422,7 +1194,6 @@ files = [
 [package.dependencies]
 blinker = ">=1.6.2"
 click = ">=8.1.3"
-importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""}
 itsdangerous = ">=2.1.2"
 Jinja2 = ">=3.1.2"
 Werkzeug = ">=2.3.7"
@@ -1571,47 +1342,6 @@ files = [
     {file = "frozenlist-1.8.0.tar.gz", hash = "sha256:3ede829ed8d842f6cd48fc7081d7a41001a56f1f38603f9d49bf3020d59a31ad"},
 ]
 
-[[package]]
-name = "fsspec"
-version = "2025.10.0"
-description = "File-system specification"
-optional = true
-python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version < \"3.11\" and extra == \"ai\""
-files = [
-    {file = "fsspec-2025.10.0-py3-none-any.whl", hash = "sha256:7c7712353ae7d875407f97715f0e1ffcc21e33d5b24556cb1e090ae9409ec61d"},
-    {file = "fsspec-2025.10.0.tar.gz", hash = "sha256:b6789427626f068f9a83ca4e8a3cc050850b6c0f71f99ddb4f542b8266a26a59"},
-]
-
-[package.extras]
-abfs = ["adlfs"]
-adl = ["adlfs"]
-arrow = ["pyarrow (>=1)"]
-dask = ["dask", "distributed"]
-dev = ["pre-commit", "ruff (>=0.5)"]
-doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
-dropbox = ["dropbox", "dropboxdrivefs", "requests"]
-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
-fuse = ["fusepy"]
-gcs = ["gcsfs"]
-git = ["pygit2"]
-github = ["requests"]
-gs = ["gcsfs"]
-gui = ["panel"]
-hdfs = ["pyarrow (>=1)"]
-http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
-libarchive = ["libarchive-c"]
-oci = ["ocifs"]
-s3 = ["s3fs"]
-sftp = ["paramiko"]
-smb = ["smbprotocol"]
-ssh = ["paramiko"]
-test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
-test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
-test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard ; python_version < \"3.14\""]
-tqdm = ["tqdm"]
-
 [[package]]
 name = "fsspec"
 version = "2026.3.0"
@@ -1619,7 +1349,7 @@ description = "File-system specification"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
 files = [
     {file = "fsspec-2026.3.0-py3-none-any.whl", hash = "sha256:d2ceafaad1b3457968ed14efa28798162f1638dbb5d2a6868a2db002a5ee39a4"},
     {file = "fsspec-2026.3.0.tar.gz", hash = "sha256:1ee6a0e28677557f8c2f994e3eea77db6392b4de9cd1f5d7a9e87a0ae9d01b41"},
@@ -1724,7 +1454,7 @@ description = "Fast transfer of large files with the Hugging Face Hub."
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "extra == \"ai\" and (platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\") or extra == \"ai\" and (platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\" or platform_machine == \"AMD64\") and python_version >= \"3.11\""
+markers = "extra == \"ai\" and (platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
 files = [
     {file = "hf_xet-1.4.3-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:7551659ba4f1e1074e9623996f28c3873682530aee0a846b7f2f066239228144"},
     {file = "hf_xet-1.4.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:bee693ada985e7045997f05f081d0e12c4c08bd7626dc397f8a7c487e6c04f7f"},
@@ -1822,46 +1552,6 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
-[[package]]
-name = "huggingface-hub"
-version = "0.36.2"
-description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
-optional = true
-python-versions = ">=3.8.0"
-groups = ["main"]
-markers = "python_version < \"3.11\" and extra == \"ai\""
-files = [
-    {file = "huggingface_hub-0.36.2-py3-none-any.whl", hash = "sha256:48f0c8eac16145dfce371e9d2d7772854a4f591bcb56c9cf548accf531d54270"},
-    {file = "huggingface_hub-0.36.2.tar.gz", hash = "sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a"},
-]
-
-[package.dependencies]
-filelock = "*"
-fsspec = ">=2023.5.0"
-hf-xet = {version = ">=1.1.3,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
-packaging = ">=20.9"
-pyyaml = ">=5.1"
-requests = "*"
-tqdm = ">=4.42.1"
-typing-extensions = ">=3.7.4.3"
-
-[package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
-cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
-fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
-hf-transfer = ["hf_transfer (>=0.1.4)"]
-hf-xet = ["hf-xet (>=1.1.2,<2.0.0)"]
-inference = ["aiohttp"]
-mcp = ["aiohttp", "mcp (>=1.8.0)", "typer"]
-oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
-quality = ["libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)", "ty"]
-tensorflow = ["graphviz", "pydot", "tensorflow"]
-tensorflow-testing = ["keras (<3.0)", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
-torch = ["safetensors[torch]", "torch"]
-typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
-
 [[package]]
 name = "huggingface-hub"
 version = "1.12.0"
@@ -1869,7 +1559,7 @@ description = "Client library to download and publish models, datasets and other
 optional = true
 python-versions = ">=3.10.0"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
 files = [
     {file = "huggingface_hub-1.12.0-py3-none-any.whl", hash = "sha256:d74939969585ee35748bd66de09baf84099d461bda7287cd9043bfb99b0e424d"},
     {file = "huggingface_hub-1.12.0.tar.gz", hash = "sha256:7c3fe85e24b652334e5d456d7a812cd9a071e75630fac4365d9165ab5e4a34b6"},
@@ -1935,12 +1625,11 @@ version = "8.7.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["main"]
 files = [
     {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
     {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
 ]
-markers = {dev = "python_version == \"3.9\""}
 
 [package.dependencies]
 zipp = ">=3.20"
@@ -2001,19 +1690,6 @@ url = "https://github.com/uc-cdis/indexd.git"
 reference = "5.0.4"
 resolved_reference = "5d3e54c31edba946f92d6d9ddccb016a7520e668"
 
-[[package]]
-name = "iniconfig"
-version = "2.1.0"
-description = "brain-dead simple config-ini parsing"
-optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
-markers = "python_version < \"3.11\""
-files = [
-    {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
-    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
-]
-
 [[package]]
 name = "iniconfig"
 version = "2.3.0"
@@ -2021,7 +1697,6 @@ description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.10"
 groups = ["dev"]
-markers = "python_version >= \"3.11\""
 files = [
     {file = "iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12"},
     {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
@@ -2120,7 +1795,7 @@ description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
 files = [
     {file = "markdown_it_py-4.0.0-py3-none-any.whl", hash = "sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147"},
     {file = "markdown_it_py-4.0.0.tar.gz", hash = "sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3"},
@@ -2280,7 +1955,7 @@ description = "Markdown URL utilities"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2483,7 +2158,7 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.11\" and extra == \"ai\""
+markers = "python_version == \"3.10\" and extra == \"ai\""
 files = [
     {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
     {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
@@ -2551,7 +2226,7 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.11\""
+markers = "python_version == \"3.10\""
 files = [
     {file = "numpy-2.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:51129a29dbe56f9ca83438b706e2e69a39892b5eda6cedcb6b0c9fdc9b0d3ece"},
     {file = "numpy-2.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f15975dfec0cf2239224d80e32c3170b1d168335eaedee69da84fbe9f1f9cd04"},
@@ -2692,7 +2367,7 @@ description = "CUBLAS native runtime libraries"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cublas-13.1.0.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:c86fc7f7ae36d7528288c5d88098edcb7b02c633d262e7ddbb86b0ad91be5df2"},
     {file = "nvidia_cublas-13.1.0.3-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:ee8722c1f0145ab246bccb9e452153b5e0515fd094c3678df50b2a0888b8b171"},
@@ -2713,20 +2388,6 @@ files = [
     {file = "nvidia_cublas_cu12-12.6.4.1-py3-none-win_amd64.whl", hash = "sha256:9e4fa264f4d8a4eb0cdbd34beadc029f453b3bafae02401e999cf3d5a5af75f8"},
 ]
 
-[[package]]
-name = "nvidia-cublas-cu12"
-version = "12.8.4.1"
-description = "CUBLAS native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cublas_cu12-12.8.4.1-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:b86f6dd8935884615a0683b663891d43781b819ac4f2ba2b0c9604676af346d0"},
-    {file = "nvidia_cublas_cu12-12.8.4.1-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:8ac4e771d5a348c551b2a426eda6193c19aa630236b418086020df5ba9667142"},
-    {file = "nvidia_cublas_cu12-12.8.4.1-py3-none-win_amd64.whl", hash = "sha256:47e9b82132fa8d2b4944e708049229601448aaad7e6f296f630f2d1a32de35af"},
-]
-
 [[package]]
 name = "nvidia-cuda-cupti"
 version = "13.0.85"
@@ -2734,7 +2395,7 @@ description = "CUDA profiling tools runtime libs."
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\") and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_aarch64.whl", hash = "sha256:796bd679890ee55fb14a94629b698b6db54bcfd833d391d5e94017dd9d7d3151"},
     {file = "nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_x86_64.whl", hash = "sha256:4eb01c08e859bf924d222250d2e8f8b8ff6d3db4721288cf35d14252a4d933c8"},
@@ -2757,20 +2418,6 @@ files = [
     {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-win_amd64.whl", hash = "sha256:bbe6ae76e83ce5251b56e8c8e61a964f757175682bbad058b170b136266ab00a"},
 ]
 
-[[package]]
-name = "nvidia-cuda-cupti-cu12"
-version = "12.8.90"
-description = "CUDA profiling tools runtime libs."
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cuda_cupti_cu12-12.8.90-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:4412396548808ddfed3f17a467b104ba7751e6b58678a4b840675c56d21cf7ed"},
-    {file = "nvidia_cuda_cupti_cu12-12.8.90-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ea0cb07ebda26bb9b29ba82cda34849e73c166c18162d3913575b0c9db9a6182"},
-    {file = "nvidia_cuda_cupti_cu12-12.8.90-py3-none-win_amd64.whl", hash = "sha256:bb479dcdf7e6d4f8b0b01b115260399bf34154a1a2e9fe11c85c517d87efd98e"},
-]
-
 [[package]]
 name = "nvidia-cuda-nvrtc"
 version = "13.0.88"
@@ -2778,7 +2425,7 @@ description = "NVRTC native runtime libraries"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\") and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:ad9b6d2ead2435f11cbb6868809d2adeeee302e9bb94bcf0539c7a40d80e8575"},
     {file = "nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d27f20a0ca67a4bb34268a5e951033496c5b74870b868bacd046b1b8e0c3267b"},
@@ -2799,20 +2446,6 @@ files = [
     {file = "nvidia_cuda_nvrtc_cu12-12.6.77-py3-none-win_amd64.whl", hash = "sha256:f7007dbd914c56bd80ea31bc43e8e149da38f68158f423ba845fc3292684e45a"},
 ]
 
-[[package]]
-name = "nvidia-cuda-nvrtc-cu12"
-version = "12.8.93"
-description = "NVRTC native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cuda_nvrtc_cu12-12.8.93-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:a7756528852ef889772a84c6cd89d41dfa74667e24cca16bb31f8f061e3e9994"},
-    {file = "nvidia_cuda_nvrtc_cu12-12.8.93-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:fc1fec1e1637854b4c0a65fb9a8346b51dd9ee69e61ebaccc82058441f15bce8"},
-    {file = "nvidia_cuda_nvrtc_cu12-12.8.93-py3-none-win_amd64.whl", hash = "sha256:7a4b6b2904850fe78e0bd179c4b655c404d4bb799ef03ddc60804247099ae909"},
-]
-
 [[package]]
 name = "nvidia-cuda-runtime"
 version = "13.0.96"
@@ -2820,7 +2453,7 @@ description = "CUDA Runtime native Libraries"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\") and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ef9bcbe90493a2b9d810e43d249adb3d02e98dd30200d86607d8d02687c43f55"},
     {file = "nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7f82250d7782aa23b6cfe765ecc7db554bd3c2870c43f3d1821f1d18aebf0548"},
@@ -2843,20 +2476,6 @@ files = [
     {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-win_amd64.whl", hash = "sha256:86c58044c824bf3c173c49a2dbc7a6c8b53cb4e4dca50068be0bf64e9dab3f7f"},
 ]
 
-[[package]]
-name = "nvidia-cuda-runtime-cu12"
-version = "12.8.90"
-description = "CUDA Runtime native Libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cuda_runtime_cu12-12.8.90-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:52bf7bbee900262ffefe5e9d5a2a69a30d97e2bc5bb6cc866688caa976966e3d"},
-    {file = "nvidia_cuda_runtime_cu12-12.8.90-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:adade8dcbd0edf427b7204d480d6066d33902cab2a4707dcfc48a2d0fd44ab90"},
-    {file = "nvidia_cuda_runtime_cu12-12.8.90-py3-none-win_amd64.whl", hash = "sha256:c0c6027f01505bfed6c3b21ec546f69c687689aad5f1a377554bc6ca4aa993a8"},
-]
-
 [[package]]
 name = "nvidia-cudnn-cu12"
 version = "9.5.1.17"
@@ -2874,23 +2493,6 @@ files = [
 [package.dependencies]
 nvidia-cublas-cu12 = "*"
 
-[[package]]
-name = "nvidia-cudnn-cu12"
-version = "9.10.2.21"
-description = "cuDNN runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:c9132cc3f8958447b4910a1720036d9eff5928cc3179b0a51fb6d167c6cc87d8"},
-    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:949452be657fa16687d0930933f032835951ef0892b37d2d53824d1a84dc97a8"},
-    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-win_amd64.whl", hash = "sha256:c6288de7d63e6cf62988f0923f96dc339cea362decb1bf5b3141883392a7d65e"},
-]
-
-[package.dependencies]
-nvidia-cublas-cu12 = "*"
-
 [[package]]
 name = "nvidia-cudnn-cu13"
 version = "9.19.0.56"
@@ -2898,7 +2500,7 @@ description = "cuDNN runtime libraries"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cudnn_cu13-9.19.0.56-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:6ed29ffaee1176c612daf442e4dd6cfeb6a0caa43ddcbeb59da94953030b1be4"},
     {file = "nvidia_cudnn_cu13-9.19.0.56-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:d20e1734305e9d68889a96e3f35094d733ff1f83932ebe462753973e53a572bf"},
@@ -2915,7 +2517,7 @@ description = "CUFFT native runtime libraries"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\") and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cufft-12.0.0.61-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2708c852ef8cd89d1d2068bdbece0aa188813a0c934db3779b9b1faa8442e5f5"},
     {file = "nvidia_cufft-12.0.0.61-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6c44f692dce8fd5ffd3e3df134b6cdb9c2f72d99cf40b62c32dde45eea9ddad3"},
@@ -2944,23 +2546,6 @@ files = [
 [package.dependencies]
 nvidia-nvjitlink-cu12 = "*"
 
-[[package]]
-name = "nvidia-cufft-cu12"
-version = "11.3.3.83"
-description = "CUFFT native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:848ef7224d6305cdb2a4df928759dca7b1201874787083b6e7550dd6765ce69a"},
-    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4d2dd21ec0b88cf61b62e6b43564355e5222e4a3fb394cac0db101f2dd0d4f74"},
-    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-win_amd64.whl", hash = "sha256:7a64a98ef2a7c47f905aaf8931b69a3a43f27c55530c698bb2ed7c75c0b42cb7"},
-]
-
-[package.dependencies]
-nvidia-nvjitlink-cu12 = "*"
-
 [[package]]
 name = "nvidia-cufile"
 version = "1.15.1.6"
@@ -2968,7 +2553,7 @@ description = "cuFile GPUDirect libraries"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and sys_platform == \"linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and sys_platform == \"linux\""
 files = [
     {file = "nvidia_cufile-1.15.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:08a3ecefae5a01c7f5117351c64f17c7c62efa5fffdbe24fc7d298da19cd0b44"},
     {file = "nvidia_cufile-1.15.1.6-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:bdc0deedc61f548bddf7733bdc216456c2fdb101d020e1ab4b88d232d5e2f6d1"},
@@ -2987,19 +2572,6 @@ files = [
     {file = "nvidia_cufile_cu12-1.11.1.6-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:8f57a0051dcf2543f6dc2b98a98cb2719c37d3cee1baba8965d57f3bbc90d4db"},
 ]
 
-[[package]]
-name = "nvidia-cufile-cu12"
-version = "1.13.1.3"
-description = "cuFile GPUDirect libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cufile_cu12-1.13.1.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1d069003be650e131b21c932ec3d8969c1715379251f8d23a1860554b1cb24fc"},
-    {file = "nvidia_cufile_cu12-1.13.1.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:4beb6d4cce47c1a0f1013d72e02b0994730359e17801d395bdcbf20cfb3bb00a"},
-]
-
 [[package]]
 name = "nvidia-curand"
 version = "10.4.0.35"
@@ -3007,7 +2579,7 @@ description = "CURAND native runtime libraries"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\") and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:133df5a7509c3e292aaa2b477afd0194f06ce4ea24d714d616ff36439cee349a"},
     {file = "nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:1aee33a5da6e1db083fe2b90082def8915f30f3248d5896bcec36a579d941bfc"},
@@ -3030,20 +2602,6 @@ files = [
     {file = "nvidia_curand_cu12-10.3.7.77-py3-none-win_amd64.whl", hash = "sha256:6d6d935ffba0f3d439b7cd968192ff068fafd9018dbf1b85b37261b13cfc9905"},
 ]
 
-[[package]]
-name = "nvidia-curand-cu12"
-version = "10.3.9.90"
-description = "CURAND native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_curand_cu12-10.3.9.90-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:dfab99248034673b779bc6decafdc3404a8a6f502462201f2f31f11354204acd"},
-    {file = "nvidia_curand_cu12-10.3.9.90-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:b32331d4f4df5d6eefa0554c565b626c7216f87a06a4f56fab27c3b68a830ec9"},
-    {file = "nvidia_curand_cu12-10.3.9.90-py3-none-win_amd64.whl", hash = "sha256:f149a8ca457277da854f89cf282d6ef43176861926c7ac85b2a0fbd237c587ec"},
-]
-
 [[package]]
 name = "nvidia-cusolver"
 version = "12.0.4.66"
@@ -3051,7 +2609,7 @@ description = "CUDA solver native runtime libraries"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\") and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:02c2457eaa9e39de20f880f4bd8820e6a1cfb9f9a34f820eb12a155aa5bc92d2"},
     {file = "nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:0a759da5dea5c0ea10fd307de75cdeb59e7ea4fcb8add0924859b944babf1112"},
@@ -3084,25 +2642,6 @@ nvidia-cublas-cu12 = "*"
 nvidia-cusparse-cu12 = "*"
 nvidia-nvjitlink-cu12 = "*"
 
-[[package]]
-name = "nvidia-cusolver-cu12"
-version = "11.7.3.90"
-description = "CUDA solver native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:db9ed69dbef9715071232caa9b69c52ac7de3a95773c2db65bdba85916e4e5c0"},
-    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:4376c11ad263152bd50ea295c05370360776f8c3427b30991df774f9fb26c450"},
-    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-win_amd64.whl", hash = "sha256:4a550db115fcabc4d495eb7d39ac8b58d4ab5d8e63274d3754df1c0ad6a22d34"},
-]
-
-[package.dependencies]
-nvidia-cublas-cu12 = "*"
-nvidia-cusparse-cu12 = "*"
-nvidia-nvjitlink-cu12 = "*"
-
 [[package]]
 name = "nvidia-cusparse"
 version = "12.6.3.3"
@@ -3110,7 +2649,7 @@ description = "CUSPARSE native runtime libraries"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\") and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:80bcc4662f23f1054ee334a15c72b8940402975e0eab63178fc7e670aa59472c"},
     {file = "nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2b3c89c88d01ee0e477cb7f82ef60a11a4bcd57b6b87c33f789350b59759360b"},
@@ -3139,23 +2678,6 @@ files = [
 [package.dependencies]
 nvidia-nvjitlink-cu12 = "*"
 
-[[package]]
-name = "nvidia-cusparse-cu12"
-version = "12.5.8.93"
-description = "CUSPARSE native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cusparse_cu12-12.5.8.93-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:9b6c161cb130be1a07a27ea6923df8141f3c295852f4b260c65f18f3e0a091dc"},
-    {file = "nvidia_cusparse_cu12-12.5.8.93-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1ec05d76bbbd8b61b06a80e1eaf8cf4959c3d4ce8e711b65ebd0443bb0ebb13b"},
-    {file = "nvidia_cusparse_cu12-12.5.8.93-py3-none-win_amd64.whl", hash = "sha256:9a33604331cb2cac199f2e7f5104dfbb8a5a898c367a53dfda9ff2acb6b6b4dd"},
-]
-
-[package.dependencies]
-nvidia-nvjitlink-cu12 = "*"
-
 [[package]]
 name = "nvidia-cusparselt-cu12"
 version = "0.6.3"
@@ -3170,20 +2692,6 @@ files = [
     {file = "nvidia_cusparselt_cu12-0.6.3-py3-none-win_amd64.whl", hash = "sha256:3b325bcbd9b754ba43df5a311488fca11a6b5dc3d11df4d190c000cf1a0765c7"},
 ]
 
-[[package]]
-name = "nvidia-cusparselt-cu12"
-version = "0.7.1"
-description = "NVIDIA cuSPARSELt"
-optional = true
-python-versions = "*"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_cusparselt_cu12-0.7.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8878dce784d0fac90131b6817b607e803c36e629ba34dc5b433471382196b6a5"},
-    {file = "nvidia_cusparselt_cu12-0.7.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f1bb701d6b930d5a7cea44c19ceb973311500847f81b634d802b7b539dc55623"},
-    {file = "nvidia_cusparselt_cu12-0.7.1-py3-none-win_amd64.whl", hash = "sha256:f67fbb5831940ec829c9117b7f33807db9f9678dc2a617fbe781cac17b4e1075"},
-]
-
 [[package]]
 name = "nvidia-cusparselt-cu13"
 version = "0.8.0"
@@ -3191,7 +2699,7 @@ description = "NVIDIA cuSPARSELt"
 optional = true
 python-versions = "*"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_cusparselt_cu13-0.8.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:400c6ed1cf6780fc6efedd64ec9f1345871767e6a1a0a552a1ea0578117ea77c"},
     {file = "nvidia_cusparselt_cu13-0.8.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:25e30a8a7323935d4ad0340b95a0b69926eee755767e8e0b1cf8dd85b197d3fd"},
@@ -3211,19 +2719,6 @@ files = [
     {file = "nvidia_nccl_cu12-2.26.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:694cf3879a206553cc9d7dbda76b13efaf610fdb70a50cba303de1b0d1530ac6"},
 ]
 
-[[package]]
-name = "nvidia-nccl-cu12"
-version = "2.27.3"
-description = "NVIDIA Collective Communication Library (NCCL) Runtime"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_nccl_cu12-2.27.3-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:9ddf1a245abc36c550870f26d537a9b6087fb2e2e3d6e0ef03374c6fd19d984f"},
-    {file = "nvidia_nccl_cu12-2.27.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:adf27ccf4238253e0b826bce3ff5fa532d65fc42322c8bfdfaf28024c0fbe039"},
-]
-
 [[package]]
 name = "nvidia-nccl-cu13"
 version = "2.28.9"
@@ -3231,7 +2726,7 @@ description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_nccl_cu13-2.28.9-py3-none-manylinux_2_18_aarch64.whl", hash = "sha256:01c873ba1626b54caa12272ed228dc5b2781545e0ae8ba3f432a8ef1c6d78643"},
     {file = "nvidia_nccl_cu13-2.28.9-py3-none-manylinux_2_18_x86_64.whl", hash = "sha256:e4553a30f34195f3fa1da02a6da3d6337d28f2003943aa0a3d247bbc25fefc42"},
@@ -3244,7 +2739,7 @@ description = "Nvidia JIT LTO Library"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\") and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_nvjitlink-13.0.88-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:13a74f429e23b921c1109976abefacc69835f2f433ebd323d3946e11d804e47b"},
     {file = "nvidia_nvjitlink-13.0.88-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:e931536ccc7d467a98ba1d8b89ff7fa7f1fa3b13f2b0069118cd7f47bff07d0c"},
@@ -3265,20 +2760,6 @@ files = [
     {file = "nvidia_nvjitlink_cu12-12.6.85-py3-none-win_amd64.whl", hash = "sha256:e61120e52ed675747825cdd16febc6a0730537451d867ee58bee3853b1b13d1c"},
 ]
 
-[[package]]
-name = "nvidia-nvjitlink-cu12"
-version = "12.8.93"
-description = "Nvidia JIT LTO Library"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_nvjitlink_cu12-12.8.93-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:81ff63371a7ebd6e6451970684f916be2eab07321b73c9d244dc2b4da7f73b88"},
-    {file = "nvidia_nvjitlink_cu12-12.8.93-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:adccd7161ace7261e01bb91e44e88da350895c270d23f744f0820c818b7229e7"},
-    {file = "nvidia_nvjitlink_cu12-12.8.93-py3-none-win_amd64.whl", hash = "sha256:bd93fbeeee850917903583587f4fc3a4eafa022e34572251368238ab5e6bd67f"},
-]
-
 [[package]]
 name = "nvidia-nvshmem-cu13"
 version = "3.4.5"
@@ -3286,7 +2767,7 @@ description = "NVSHMEM creates a global address space that provides efficient an
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
 files = [
     {file = "nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6dc2a197f38e5d0376ad52cd1a2a3617d3cdc150fd5966f4aee9bcebb1d68fe9"},
     {file = "nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:290f0a2ee94c9f3687a02502f3b9299a9f9fe826e6d0287ee18482e78d495b80"},
@@ -3299,7 +2780,7 @@ description = "NVIDIA Tools Extension"
 optional = true
 python-versions = ">=3"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\") and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_nvtx-13.0.85-py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:4936d1d6780fbe68db454f5e72a42ff64d1fd6397df9f363ae786930fd5c1cd4"},
     {file = "nvidia_nvtx-13.0.85-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cb7780edb6b14107373c835bf8b72e7a178bac7367e23da7acb108f973f157a6"},
@@ -3322,20 +2803,6 @@ files = [
     {file = "nvidia_nvtx_cu12-12.6.77-py3-none-win_amd64.whl", hash = "sha256:2fb11a4af04a5e6c84073e6404d26588a34afd35379f0855a99797897efa75c0"},
 ]
 
-[[package]]
-name = "nvidia-nvtx-cu12"
-version = "12.8.90"
-description = "NVIDIA Tools Extension"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version < \"3.11\""
-files = [
-    {file = "nvidia_nvtx_cu12-12.8.90-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d7ad891da111ebafbf7e015d34879f7112832fc239ff0d7d776b6cb685274615"},
-    {file = "nvidia_nvtx_cu12-12.8.90-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5b17e2001cc0d751a5bc2c6ec6d26ad95913324a4adb86788c944f8ce9ba441f"},
-    {file = "nvidia_nvtx_cu12-12.8.90-py3-none-win_amd64.whl", hash = "sha256:619c8304aedc69f02ea82dd244541a83c3d9d40993381b3b590f1adaed3db41e"},
-]
-
 [[package]]
 name = "packaging"
 version = "25.0"
@@ -3448,132 +2915,6 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
-[[package]]
-name = "pillow"
-version = "11.3.0"
-description = "Python Imaging Library (Fork)"
-optional = true
-python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version < \"3.11\" and extra == \"ai\""
-files = [
-    {file = "pillow-11.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860"},
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-
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-fpx = ["olefile"]
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-
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 name = "pluggy"
 version = "1.6.0"
@@ -3771,7 +3112,7 @@ description = "Pygments is a syntax highlighting package written in Python."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
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 gen3dictionary = ">=2.0.3"
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 python-json-logger = ">=2.0.0"
 PyYAML = ">=6.0.1"
 
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-
 [[package]]
 name = "regex"
 version = "2026.4.4"
@@ -4204,7 +3399,7 @@ description = "Alternative regular expression module, to replace re."
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
 files = [
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 optional = true
 python-versions = ">=3.9.0"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
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 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.11\" and extra == \"ai\""
+markers = "python_version == \"3.10\" and extra == \"ai\""
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 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.11\" and extra == \"ai\""
+markers = "python_version == \"3.10\" and extra == \"ai\""
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-[package.dependencies]
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-
-[package.extras]
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-
 [[package]]
 name = "sentence-transformers"
 version = "5.4.1"
@@ -4725,7 +3890,7 @@ description = "Embeddings, Retrieval, and Reranking"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
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 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
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 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version < \"3.11\""
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 opt-einsum = ["opt-einsum (>=3.3)"]
 optree = ["optree (>=0.13.0)"]
 
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 [[package]]
 name = "torch"
 version = "2.11.0"
@@ -5168,7 +4270,7 @@ description = "Tensors and Dynamic neural networks in Python with strong GPU acc
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version == \"3.11\" and extra == \"ai\""
+markers = "python_version < \"3.12\" and extra == \"ai\""
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 slack = ["slack-sdk"]
 telegram = ["requests"]
 
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 [[package]]
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@@ -5326,7 +4352,7 @@ description = "Transformers: the model-definition framework for state-of-the-art
 optional = true
 python-versions = ">=3.10.0"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
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@@ -5400,32 +4426,6 @@ build = ["cmake (>=3.20)", "lit"]
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 tutorials = ["matplotlib", "pandas", "tabulate"]
 
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-[package.dependencies]
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 [[package]]
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@@ -5433,7 +4433,7 @@ description = "A language and compiler for custom Deep Learning operations"
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 python-versions = "<3.15,>=3.10"
 groups = ["main"]
-markers = "extra == \"ai\" and platform_system == \"Linux\" and python_version == \"3.11\""
+markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
 files = [
     {file = "triton-3.6.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6c723cfb12f6842a0ae94ac307dba7e7a44741d720a40cf0e270ed4a4e3be781"},
     {file = "triton-3.6.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a6550fae429e0667e397e5de64b332d1e5695b73650ee75a6146e2e902770bea"},
@@ -5463,7 +4463,7 @@ description = "Typer, build great CLIs. Easy to code. Based on Python type hints
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
 files = [
     {file = "typer-0.25.0-py3-none-any.whl", hash = "sha256:ac01b48823d3db9a83c9e164338057eadbb1c9957a2a6b4eeb486669c560b5dc"},
     {file = "typer-0.25.0.tar.gz", hash = "sha256:123eaf9f19bb40fd268310e12a542c0c6b4fab9c98d9d23342a01ff95e3ce930"},
@@ -5714,12 +4714,11 @@ version = "3.23.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["main"]
 files = [
     {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
     {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
 ]
-markers = {dev = "python_version == \"3.9\""}
 
 [package.extras]
 check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
@@ -5735,5 +4734,5 @@ fhir = ["fhirclient"]
 
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.9, <4"
-content-hash = "6bac3e45c1ab99891dfbbf2c9b0fa36654fdfbd27cfd6a3e928253b38f3cf837"
+python-versions = ">=3.10, <4"
+content-hash = "a8d8bb7279223233f99480ff117247ea3244ffb379aca990e6c708096733bb24"
diff --git a/pyproject.toml b/pyproject.toml
index 6bc3c0b77..66c07a8d4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,12 +13,12 @@ classifiers = [
     "Intended Audience :: Science/Research",
     "Intended Audience :: Developers",
     "License :: OSI Approved :: Apache Software License",
-    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.13",
     "Topic :: Scientific/Engineering",
 ]
 
 [tool.poetry.dependencies]
-python = ">=3.9, <4"
+python = ">=3.10, <4"
 requests = "*"
 indexclient = "^2.3.0"
 drsclient = ">=0.3.0"
@@ -45,7 +45,7 @@ gen3users = "*"
 fhirclient = { version = "*", optional = true }
 
 # ai
-sentence-transformers = { version = ">=5.1.2", optional = true }
+sentence-transformers = { version = ">5.1.2", optional = true }
 httpx = { version = "*", optional = true }
 
 [tool.poetry.extras]

From 288d05bffc981954269e9c80b67df888de6a6ea2 Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Tue, 19 May 2026 14:35:23 -0500
Subject: [PATCH 04/11] chore(lock): relock

---
 poetry.lock    | 8 ++++----
 pyproject.toml | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 4c2d5ecfd..6c7b5f14e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -3885,15 +3885,15 @@ test = ["Cython", "array-api-strict (>=2.3.1)", "asv", "gmpy2", "hypothesis (>=6
 
 [[package]]
 name = "sentence-transformers"
-version = "5.4.1"
+version = "5.5.0"
 description = "Embeddings, Retrieval, and Reranking"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
 markers = "extra == \"ai\""
 files = [
-    {file = "sentence_transformers-5.4.1-py3-none-any.whl", hash = "sha256:a6d640fc363849b63affb8e140e9d328feabab86f83d58ac3e16b1c28140b790"},
-    {file = "sentence_transformers-5.4.1.tar.gz", hash = "sha256:436bcb1182a0ff42a8fb2b1c43498a70d0a75b688d182f2cd0d1dd115af61ddc"},
+    {file = "sentence_transformers-5.5.0-py3-none-any.whl", hash = "sha256:75313fdcc2397ec4b58297c25d6187fcca5a6b2aeb09570a72eff5a3223d8d58"},
+    {file = "sentence_transformers-5.5.0.tar.gz", hash = "sha256:9cec675e68bfe09d07466d1f13ab06d1d79d60a0f45b154baf433bde6ae159cb"},
 ]
 
 [package.dependencies]
@@ -4735,4 +4735,4 @@ fhir = ["fhirclient"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10, <4"
-content-hash = "a8d8bb7279223233f99480ff117247ea3244ffb379aca990e6c708096733bb24"
+content-hash = "ad4564219d1989ff8c288873aea43c27bd61c9c71d6e8291d50a2306c879ca5e"
diff --git a/pyproject.toml b/pyproject.toml
index 66c07a8d4..c4b9644e1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,7 +45,7 @@ gen3users = "*"
 fhirclient = { version = "*", optional = true }
 
 # ai
-sentence-transformers = { version = ">5.1.2", optional = true }
+sentence-transformers = { version = ">5.4.1", optional = true }
 httpx = { version = "*", optional = true }
 
 [tool.poetry.extras]

From b185d8b3b382aaa44dbeada9fd35f646fdde004e Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Tue, 19 May 2026 14:41:05 -0500
Subject: [PATCH 05/11] chore(deps): security-safe torch version

---
 poetry.lock    | 425 +++++++------------------------------------------
 pyproject.toml |   6 +-
 2 files changed, 58 insertions(+), 373 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 6c7b5f14e..481d74ee8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -644,14 +644,14 @@ files = [
 
 [[package]]
 name = "click"
-version = "8.3.0"
+version = "8.4.0"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
-    {file = "click-8.3.0-py3-none-any.whl", hash = "sha256:9b9f285302c6e3064f4330c05f05b81945b2a39544279343e6e7c5f27a9baddc"},
-    {file = "click-8.3.0.tar.gz", hash = "sha256:e7b8232224eba16f4ebe410c25ced9f7875cb5f3263ffc93cc3e8da705e229c4"},
+    {file = "click-8.4.0-py3-none-any.whl", hash = "sha256:40c50b7c6c6adac2823d411041ec84f3f103f1b280d5e9ce0d7f998995832f81"},
+    {file = "click-8.4.0.tar.gz", hash = "sha256:638f1338fe1235c8f4e008e4a8a254fb5c5fbdcbb40ece3c9142ebb78e792973"},
 ]
 
 [package.dependencies]
@@ -842,10 +842,10 @@ test-randomorder = ["pytest-randomly"]
 name = "cuda-bindings"
 version = "13.2.0"
 description = "Python bindings for CUDA"
-optional = true
+optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "cuda_bindings-13.2.0-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:08b395f79cb89ce0cd8effff07c4a1e20101b873c256a1aeb286e8fd7bd0f556"},
     {file = "cuda_bindings-13.2.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d6f3682ec3c4769326aafc67c2ba669d97d688d0b7e63e659d36d2f8b72f32d6"},
@@ -877,10 +877,10 @@ all = ["cuda-toolkit[cufile] (==13.*) ; sys_platform == \"linux\"", "cuda-toolki
 name = "cuda-pathfinder"
 version = "1.5.3"
 description = "Pathfinder for CUDA components"
-optional = true
+optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "cuda_pathfinder-1.5.3-py3-none-any.whl", hash = "sha256:dff021123aedbb4117cc7ec81717bbfe198fb4e8b5f1ee57e0e084fec5c8577d"},
 ]
@@ -889,10 +889,10 @@ files = [
 name = "cuda-toolkit"
 version = "13.0.2"
 description = "CUDA Toolkit meta-package"
-optional = true
+optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "cuda_toolkit-13.0.2-py2.py3-none-any.whl", hash = "sha256:b198824cf2f54003f50d64ada3a0f184b42ca0846c1c94192fa269ecd97a66eb"},
 ]
@@ -1170,10 +1170,9 @@ tests = ["pytest (>=2.5)", "pytest-cov", "responses"]
 name = "filelock"
 version = "3.29.0"
 description = "A platform independent file lock."
-optional = true
+optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "extra == \"ai\""
 files = [
     {file = "filelock-3.29.0-py3-none-any.whl", hash = "sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258"},
     {file = "filelock-3.29.0.tar.gz", hash = "sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90"},
@@ -1346,10 +1345,9 @@ files = [
 name = "fsspec"
 version = "2026.3.0"
 description = "File-system specification"
-optional = true
+optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "extra == \"ai\""
 files = [
     {file = "fsspec-2026.3.0-py3-none-any.whl", hash = "sha256:d2ceafaad1b3457968ed14efa28798162f1638dbb5d2a6868a2db002a5ee39a4"},
     {file = "fsspec-2026.3.0.tar.gz", hash = "sha256:1ee6a0e28677557f8c2f994e3eea77db6392b4de9cd1f5d7a9e87a0ae9d01b41"},
@@ -1725,7 +1723,6 @@ files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
 ]
-markers = {main = "extra == \"ai\""}
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -1911,7 +1908,6 @@ files = [
     {file = "markupsafe-3.0.3-cp39-cp39-win_arm64.whl", hash = "sha256:38664109c14ffc9e7437e86b4dceb442b0096dfe3541d7864d9cbe1da4cf36c8"},
     {file = "markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698"},
 ]
-markers = {main = "extra == \"ai\""}
 
 [[package]]
 name = "marshmallow"
@@ -1965,10 +1961,9 @@ files = [
 name = "mpmath"
 version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
-optional = true
+optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "extra == \"ai\""
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -2155,10 +2150,10 @@ files = [
 name = "networkx"
 version = "3.2.1"
 description = "Python package for creating and manipulating graphs and networks"
-optional = true
+optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version == \"3.10\" and extra == \"ai\""
+markers = "python_version == \"3.10\""
 files = [
     {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
     {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
@@ -2175,10 +2170,10 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 name = "networkx"
 version = "3.6"
 description = "Python package for creating and manipulating graphs and networks"
-optional = true
+optional = false
 python-versions = ">=3.11"
 groups = ["main"]
-markers = "python_version >= \"3.12\" and extra == \"ai\""
+markers = "python_version >= \"3.12\""
 files = [
     {file = "networkx-3.6-py3-none-any.whl", hash = "sha256:cdb395b105806062473d3be36458d8f1459a4e4b98e236a66c3a48996e07684f"},
     {file = "networkx-3.6.tar.gz", hash = "sha256:285276002ad1f7f7da0f7b42f004bcba70d381e936559166363707fdad3d72ad"},
@@ -2199,10 +2194,10 @@ test-extras = ["pytest-mpl", "pytest-randomly"]
 name = "networkx"
 version = "3.6.1"
 description = "Python package for creating and manipulating graphs and networks"
-optional = true
+optional = false
 python-versions = "!=3.14.1,>=3.11"
 groups = ["main"]
-markers = "python_version == \"3.11\" and extra == \"ai\""
+markers = "python_version == \"3.11\""
 files = [
     {file = "networkx-3.6.1-py3-none-any.whl", hash = "sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762"},
     {file = "networkx-3.6.1.tar.gz", hash = "sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509"},
@@ -2364,143 +2359,66 @@ files = [
 name = "nvidia-cublas"
 version = "13.1.0.3"
 description = "CUBLAS native runtime libraries"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "nvidia_cublas-13.1.0.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:c86fc7f7ae36d7528288c5d88098edcb7b02c633d262e7ddbb86b0ad91be5df2"},
     {file = "nvidia_cublas-13.1.0.3-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:ee8722c1f0145ab246bccb9e452153b5e0515fd094c3678df50b2a0888b8b171"},
     {file = "nvidia_cublas-13.1.0.3-py3-none-win_amd64.whl", hash = "sha256:2a3b94a37def342471c59fad7856caee4926809a72dd5270155d6a31b5b277be"},
 ]
 
-[[package]]
-name = "nvidia-cublas-cu12"
-version = "12.6.4.1"
-description = "CUBLAS native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cublas_cu12-12.6.4.1-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:08ed2686e9875d01b58e3cb379c6896df8e76c75e0d4a7f7dace3d7b6d9ef8eb"},
-    {file = "nvidia_cublas_cu12-12.6.4.1-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:235f728d6e2a409eddf1df58d5b0921cf80cfa9e72b9f2775ccb7b4a87984668"},
-    {file = "nvidia_cublas_cu12-12.6.4.1-py3-none-win_amd64.whl", hash = "sha256:9e4fa264f4d8a4eb0cdbd34beadc029f453b3bafae02401e999cf3d5a5af75f8"},
-]
-
 [[package]]
 name = "nvidia-cuda-cupti"
 version = "13.0.85"
 description = "CUDA profiling tools runtime libs."
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
+markers = "platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_aarch64.whl", hash = "sha256:796bd679890ee55fb14a94629b698b6db54bcfd833d391d5e94017dd9d7d3151"},
     {file = "nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_x86_64.whl", hash = "sha256:4eb01c08e859bf924d222250d2e8f8b8ff6d3db4721288cf35d14252a4d933c8"},
     {file = "nvidia_cuda_cupti-13.0.85-py3-none-win_amd64.whl", hash = "sha256:683f58d301548deeefcb8f6fac1b8d907691b9d8b18eccab417f51e362102f00"},
 ]
 
-[[package]]
-name = "nvidia-cuda-cupti-cu12"
-version = "12.6.80"
-description = "CUDA profiling tools runtime libs."
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:166ee35a3ff1587f2490364f90eeeb8da06cd867bd5b701bf7f9a02b78bc63fc"},
-    {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-manylinux2014_aarch64.whl", hash = "sha256:358b4a1d35370353d52e12f0a7d1769fc01ff74a191689d3870b2123156184c4"},
-    {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6768bad6cab4f19e8292125e5f1ac8aa7d1718704012a0e3272a6f61c4bce132"},
-    {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a3eff6cdfcc6a4c35db968a06fcadb061cbc7d6dde548609a941ff8701b98b73"},
-    {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-win_amd64.whl", hash = "sha256:bbe6ae76e83ce5251b56e8c8e61a964f757175682bbad058b170b136266ab00a"},
-]
-
 [[package]]
 name = "nvidia-cuda-nvrtc"
 version = "13.0.88"
 description = "NVRTC native runtime libraries"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
+markers = "platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:ad9b6d2ead2435f11cbb6868809d2adeeee302e9bb94bcf0539c7a40d80e8575"},
     {file = "nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d27f20a0ca67a4bb34268a5e951033496c5b74870b868bacd046b1b8e0c3267b"},
     {file = "nvidia_cuda_nvrtc-13.0.88-py3-none-win_amd64.whl", hash = "sha256:6bcd4e7f8e205cbe644f5a98f2f799bef9556fefc89dd786e79a16312ce49872"},
 ]
 
-[[package]]
-name = "nvidia-cuda-nvrtc-cu12"
-version = "12.6.77"
-description = "NVRTC native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cuda_nvrtc_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5847f1d6e5b757f1d2b3991a01082a44aad6f10ab3c5c0213fa3e25bddc25a13"},
-    {file = "nvidia_cuda_nvrtc_cu12-12.6.77-py3-none-manylinux2014_x86_64.whl", hash = "sha256:35b0cc6ee3a9636d5409133e79273ce1f3fd087abb0532d2d2e8fff1fe9efc53"},
-    {file = "nvidia_cuda_nvrtc_cu12-12.6.77-py3-none-win_amd64.whl", hash = "sha256:f7007dbd914c56bd80ea31bc43e8e149da38f68158f423ba845fc3292684e45a"},
-]
-
 [[package]]
 name = "nvidia-cuda-runtime"
 version = "13.0.96"
 description = "CUDA Runtime native Libraries"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
+markers = "platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ef9bcbe90493a2b9d810e43d249adb3d02e98dd30200d86607d8d02687c43f55"},
     {file = "nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7f82250d7782aa23b6cfe765ecc7db554bd3c2870c43f3d1821f1d18aebf0548"},
     {file = "nvidia_cuda_runtime-13.0.96-py3-none-win_amd64.whl", hash = "sha256:f79298c8a098cec150a597c8eba58ecdab96e3bdc4b9bc4f9983635031740492"},
 ]
 
-[[package]]
-name = "nvidia-cuda-runtime-cu12"
-version = "12.6.77"
-description = "CUDA Runtime native Libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6116fad3e049e04791c0256a9778c16237837c08b27ed8c8401e2e45de8d60cd"},
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d461264ecb429c84c8879a7153499ddc7b19b5f8d84c204307491989a365588e"},
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ba3b56a4f896141e25e19ab287cd71e52a6a0f4b29d0d31609f60e3b4d5219b7"},
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a84d15d5e1da416dd4774cb42edf5e954a3e60cc945698dc1d5be02321c44dc8"},
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-win_amd64.whl", hash = "sha256:86c58044c824bf3c173c49a2dbc7a6c8b53cb4e4dca50068be0bf64e9dab3f7f"},
-]
-
-[[package]]
-name = "nvidia-cudnn-cu12"
-version = "9.5.1.17"
-description = "cuDNN runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cudnn_cu12-9.5.1.17-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:9fd4584468533c61873e5fda8ca41bac3a38bcb2d12350830c69b0a96a7e4def"},
-    {file = "nvidia_cudnn_cu12-9.5.1.17-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:30ac3869f6db17d170e0e556dd6cc5eee02647abc31ca856634d5a40f82c15b2"},
-    {file = "nvidia_cudnn_cu12-9.5.1.17-py3-none-win_amd64.whl", hash = "sha256:d7af0f8a4f3b4b9dbb3122f2ef553b45694ed9c384d5a75bab197b8eefb79ab8"},
-]
-
-[package.dependencies]
-nvidia-cublas-cu12 = "*"
-
 [[package]]
 name = "nvidia-cudnn-cu13"
 version = "9.19.0.56"
 description = "cuDNN runtime libraries"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "nvidia_cudnn_cu13-9.19.0.56-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:6ed29ffaee1176c612daf442e4dd6cfeb6a0caa43ddcbeb59da94953030b1be4"},
     {file = "nvidia_cudnn_cu13-9.19.0.56-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:d20e1734305e9d68889a96e3f35094d733ff1f83932ebe462753973e53a572bf"},
@@ -2514,10 +2432,10 @@ nvidia-cublas = "*"
 name = "nvidia-cufft"
 version = "12.0.0.61"
 description = "CUFFT native runtime libraries"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
+markers = "platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cufft-12.0.0.61-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2708c852ef8cd89d1d2068bdbece0aa188813a0c934db3779b9b1faa8442e5f5"},
     {file = "nvidia_cufft-12.0.0.61-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6c44f692dce8fd5ffd3e3df134b6cdb9c2f72d99cf40b62c32dde45eea9ddad3"},
@@ -2527,89 +2445,41 @@ files = [
 [package.dependencies]
 nvidia-nvjitlink = "*"
 
-[[package]]
-name = "nvidia-cufft-cu12"
-version = "11.3.0.4"
-description = "CUFFT native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d16079550df460376455cba121db6564089176d9bac9e4f360493ca4741b22a6"},
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8510990de9f96c803a051822618d42bf6cb8f069ff3f48d93a8486efdacb48fb"},
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ccba62eb9cef5559abd5e0d54ceed2d9934030f51163df018532142a8ec533e5"},
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-manylinux2014_x86_64.whl", hash = "sha256:768160ac89f6f7b459bee747e8d175dbf53619cfe74b2a5636264163138013ca"},
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-win_amd64.whl", hash = "sha256:6048ebddfb90d09d2707efb1fd78d4e3a77cb3ae4dc60e19aab6be0ece2ae464"},
-]
-
-[package.dependencies]
-nvidia-nvjitlink-cu12 = "*"
-
 [[package]]
 name = "nvidia-cufile"
 version = "1.15.1.6"
 description = "cuFile GPUDirect libraries"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and sys_platform == \"linux\""
+markers = "platform_system == \"Linux\" and sys_platform == \"linux\""
 files = [
     {file = "nvidia_cufile-1.15.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:08a3ecefae5a01c7f5117351c64f17c7c62efa5fffdbe24fc7d298da19cd0b44"},
     {file = "nvidia_cufile-1.15.1.6-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:bdc0deedc61f548bddf7733bdc216456c2fdb101d020e1ab4b88d232d5e2f6d1"},
 ]
 
-[[package]]
-name = "nvidia-cufile-cu12"
-version = "1.11.1.6"
-description = "cuFile GPUDirect libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cufile_cu12-1.11.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:cc23469d1c7e52ce6c1d55253273d32c565dd22068647f3aa59b3c6b005bf159"},
-    {file = "nvidia_cufile_cu12-1.11.1.6-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:8f57a0051dcf2543f6dc2b98a98cb2719c37d3cee1baba8965d57f3bbc90d4db"},
-]
-
 [[package]]
 name = "nvidia-curand"
 version = "10.4.0.35"
 description = "CURAND native runtime libraries"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
+markers = "platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:133df5a7509c3e292aaa2b477afd0194f06ce4ea24d714d616ff36439cee349a"},
     {file = "nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:1aee33a5da6e1db083fe2b90082def8915f30f3248d5896bcec36a579d941bfc"},
     {file = "nvidia_curand-10.4.0.35-py3-none-win_amd64.whl", hash = "sha256:65b1710aa6961d326b411e314b374290904c5ddf41dc3f766ebc3f1d7d4ca69f"},
 ]
 
-[[package]]
-name = "nvidia-curand-cu12"
-version = "10.3.7.77"
-description = "CURAND native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_curand_cu12-10.3.7.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:6e82df077060ea28e37f48a3ec442a8f47690c7499bff392a5938614b56c98d8"},
-    {file = "nvidia_curand_cu12-10.3.7.77-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:a42cd1344297f70b9e39a1e4f467a4e1c10f1da54ff7a85c12197f6c652c8bdf"},
-    {file = "nvidia_curand_cu12-10.3.7.77-py3-none-manylinux2014_x86_64.whl", hash = "sha256:99f1a32f1ac2bd134897fc7a203f779303261268a65762a623bf30cc9fe79117"},
-    {file = "nvidia_curand_cu12-10.3.7.77-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:7b2ed8e95595c3591d984ea3603dd66fe6ce6812b886d59049988a712ed06b6e"},
-    {file = "nvidia_curand_cu12-10.3.7.77-py3-none-win_amd64.whl", hash = "sha256:6d6d935ffba0f3d439b7cd968192ff068fafd9018dbf1b85b37261b13cfc9905"},
-]
-
 [[package]]
 name = "nvidia-cusolver"
 version = "12.0.4.66"
 description = "CUDA solver native runtime libraries"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
+markers = "platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:02c2457eaa9e39de20f880f4bd8820e6a1cfb9f9a34f820eb12a155aa5bc92d2"},
     {file = "nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:0a759da5dea5c0ea10fd307de75cdeb59e7ea4fcb8add0924859b944babf1112"},
@@ -2621,35 +2491,14 @@ nvidia-cublas = "*"
 nvidia-cusparse = "*"
 nvidia-nvjitlink = "*"
 
-[[package]]
-name = "nvidia-cusolver-cu12"
-version = "11.7.1.2"
-description = "CUDA solver native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0ce237ef60acde1efc457335a2ddadfd7610b892d94efee7b776c64bb1cac9e0"},
-    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e9e49843a7707e42022babb9bcfa33c29857a93b88020c4e4434656a655b698c"},
-    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux2014_x86_64.whl", hash = "sha256:6cf28f17f64107a0c4d7802be5ff5537b2130bfc112f25d5a30df227058ca0e6"},
-    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:dbbe4fc38ec1289c7e5230e16248365e375c3673c9c8bac5796e2e20db07f56e"},
-    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-win_amd64.whl", hash = "sha256:6813f9d8073f555444a8705f3ab0296d3e1cb37a16d694c5fc8b862a0d8706d7"},
-]
-
-[package.dependencies]
-nvidia-cublas-cu12 = "*"
-nvidia-cusparse-cu12 = "*"
-nvidia-nvjitlink-cu12 = "*"
-
 [[package]]
 name = "nvidia-cusparse"
 version = "12.6.3.3"
 description = "CUSPARSE native runtime libraries"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
+markers = "platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:80bcc4662f23f1054ee334a15c72b8940402975e0eab63178fc7e670aa59472c"},
     {file = "nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2b3c89c88d01ee0e477cb7f82ef60a11a4bcd57b6b87c33f789350b59759360b"},
@@ -2659,74 +2508,28 @@ files = [
 [package.dependencies]
 nvidia-nvjitlink = "*"
 
-[[package]]
-name = "nvidia-cusparse-cu12"
-version = "12.5.4.2"
-description = "CUSPARSE native runtime libraries"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d25b62fb18751758fe3c93a4a08eff08effedfe4edf1c6bb5afd0890fe88f887"},
-    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7aa32fa5470cf754f72d1116c7cbc300b4e638d3ae5304cfa4a638a5b87161b1"},
-    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7556d9eca156e18184b94947ade0fba5bb47d69cec46bf8660fd2c71a4b48b73"},
-    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_x86_64.whl", hash = "sha256:23749a6571191a215cb74d1cdbff4a86e7b19f1200c071b3fcf844a5bea23a2f"},
-    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-win_amd64.whl", hash = "sha256:4acb8c08855a26d737398cba8fb6f8f5045d93f82612b4cfd84645a2332ccf20"},
-]
-
-[package.dependencies]
-nvidia-nvjitlink-cu12 = "*"
-
-[[package]]
-name = "nvidia-cusparselt-cu12"
-version = "0.6.3"
-description = "NVIDIA cuSPARSELt"
-optional = true
-python-versions = "*"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_cusparselt_cu12-0.6.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8371549623ba601a06322af2133c4a44350575f5a3108fb75f3ef20b822ad5f1"},
-    {file = "nvidia_cusparselt_cu12-0.6.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:e5c8a26c36445dd2e6812f1177978a24e2d37cacce7e090f297a688d1ec44f46"},
-    {file = "nvidia_cusparselt_cu12-0.6.3-py3-none-win_amd64.whl", hash = "sha256:3b325bcbd9b754ba43df5a311488fca11a6b5dc3d11df4d190c000cf1a0765c7"},
-]
-
 [[package]]
 name = "nvidia-cusparselt-cu13"
 version = "0.8.0"
 description = "NVIDIA cuSPARSELt"
-optional = true
+optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "nvidia_cusparselt_cu13-0.8.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:400c6ed1cf6780fc6efedd64ec9f1345871767e6a1a0a552a1ea0578117ea77c"},
     {file = "nvidia_cusparselt_cu13-0.8.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:25e30a8a7323935d4ad0340b95a0b69926eee755767e8e0b1cf8dd85b197d3fd"},
     {file = "nvidia_cusparselt_cu13-0.8.0-py3-none-win_amd64.whl", hash = "sha256:e80212ed7b1afc97102fbb2b5c82487aa73f6a0edfa6d26c5a152593e520bb8f"},
 ]
 
-[[package]]
-name = "nvidia-nccl-cu12"
-version = "2.26.2"
-description = "NVIDIA Collective Communication Library (NCCL) Runtime"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_nccl_cu12-2.26.2-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5c196e95e832ad30fbbb50381eb3cbd1fadd5675e587a548563993609af19522"},
-    {file = "nvidia_nccl_cu12-2.26.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:694cf3879a206553cc9d7dbda76b13efaf610fdb70a50cba303de1b0d1530ac6"},
-]
-
 [[package]]
 name = "nvidia-nccl-cu13"
 version = "2.28.9"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "nvidia_nccl_cu13-2.28.9-py3-none-manylinux_2_18_aarch64.whl", hash = "sha256:01c873ba1626b54caa12272ed228dc5b2781545e0ae8ba3f432a8ef1c6d78643"},
     {file = "nvidia_nccl_cu13-2.28.9-py3-none-manylinux_2_18_x86_64.whl", hash = "sha256:e4553a30f34195f3fa1da02a6da3d6337d28f2003943aa0a3d247bbc25fefc42"},
@@ -2736,38 +2539,24 @@ files = [
 name = "nvidia-nvjitlink"
 version = "13.0.88"
 description = "Nvidia JIT LTO Library"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
+markers = "platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_nvjitlink-13.0.88-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:13a74f429e23b921c1109976abefacc69835f2f433ebd323d3946e11d804e47b"},
     {file = "nvidia_nvjitlink-13.0.88-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:e931536ccc7d467a98ba1d8b89ff7fa7f1fa3b13f2b0069118cd7f47bff07d0c"},
     {file = "nvidia_nvjitlink-13.0.88-py3-none-win_amd64.whl", hash = "sha256:634e96e3da9ef845ae744097a1f289238ecf946ce0b82e93cdce14b9782e682f"},
 ]
 
-[[package]]
-name = "nvidia-nvjitlink-cu12"
-version = "12.6.85"
-description = "Nvidia JIT LTO Library"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_nvjitlink_cu12-12.6.85-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:eedc36df9e88b682efe4309aa16b5b4e78c2407eac59e8c10a6a47535164369a"},
-    {file = "nvidia_nvjitlink_cu12-12.6.85-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cf4eaa7d4b6b543ffd69d6abfb11efdeb2db48270d94dfd3a452c24150829e41"},
-    {file = "nvidia_nvjitlink_cu12-12.6.85-py3-none-win_amd64.whl", hash = "sha256:e61120e52ed675747825cdd16febc6a0730537451d867ee58bee3853b1b13d1c"},
-]
-
 [[package]]
 name = "nvidia-nvshmem-cu13"
 version = "3.4.5"
 description = "NVSHMEM creates a global address space that provides efficient and scalable communication for NVIDIA GPU clusters."
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6dc2a197f38e5d0376ad52cd1a2a3617d3cdc150fd5966f4aee9bcebb1d68fe9"},
     {file = "nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:290f0a2ee94c9f3687a02502f3b9299a9f9fe826e6d0287ee18482e78d495b80"},
@@ -2777,32 +2566,16 @@ files = [
 name = "nvidia-nvtx"
 version = "13.0.85"
 description = "NVIDIA Tools Extension"
-optional = true
+optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
+markers = "platform_system == \"Linux\" and (sys_platform == \"linux\" or sys_platform == \"win32\")"
 files = [
     {file = "nvidia_nvtx-13.0.85-py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:4936d1d6780fbe68db454f5e72a42ff64d1fd6397df9f363ae786930fd5c1cd4"},
     {file = "nvidia_nvtx-13.0.85-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cb7780edb6b14107373c835bf8b72e7a178bac7367e23da7acb108f973f157a6"},
     {file = "nvidia_nvtx-13.0.85-py3-none-win_amd64.whl", hash = "sha256:d66ea44254dd3c6eacc300047af6e1288d2269dd072b417e0adffbf479e18519"},
 ]
 
-[[package]]
-name = "nvidia-nvtx-cu12"
-version = "12.6.77"
-description = "NVIDIA Tools Extension"
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f44f8d86bb7d5629988d61c8d3ae61dddb2015dee142740536bc7481b022fe4b"},
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:adcaabb9d436c9761fca2b13959a2d237c5f9fd406c8e4b723c695409ff88059"},
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b90bed3df379fa79afbd21be8e04a0314336b8ae16768b58f2d34cb1d04cd7d2"},
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_x86_64.whl", hash = "sha256:6574241a3ec5fdc9334353ab8c479fe75841dbe8f4532a8fc97ce63503330ba1"},
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-win_amd64.whl", hash = "sha256:2fb11a4af04a5e6c84073e6404d26588a34afd35379f0855a99797897efa75c0"},
-]
-
 [[package]]
 name = "packaging"
 version = "25.0"
@@ -4064,10 +3837,9 @@ url = ["furl (>=0.4.1)"]
 name = "sympy"
 version = "1.14.0"
 description = "Computer algebra system (CAS) in Python"
-optional = true
+optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "extra == \"ai\""
 files = [
     {file = "sympy-1.14.0-py3-none-any.whl", hash = "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5"},
     {file = "sympy-1.14.0.tar.gz", hash = "sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517"},
@@ -4200,77 +3972,13 @@ files = [
     {file = "tomli-2.3.0.tar.gz", hash = "sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549"},
 ]
 
-[[package]]
-name = "torch"
-version = "2.7.1"
-description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
-optional = true
-python-versions = ">=3.9.0"
-groups = ["main"]
-markers = "python_version >= \"3.12\" and extra == \"ai\""
-files = [
-    {file = "torch-2.7.1-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:a103b5d782af5bd119b81dbcc7ffc6fa09904c423ff8db397a1e6ea8fd71508f"},
-    {file = "torch-2.7.1-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:fe955951bdf32d182ee8ead6c3186ad54781492bf03d547d31771a01b3d6fb7d"},
-    {file = "torch-2.7.1-cp310-cp310-win_amd64.whl", hash = "sha256:885453d6fba67d9991132143bf7fa06b79b24352f4506fd4d10b309f53454162"},
-    {file = "torch-2.7.1-cp310-none-macosx_11_0_arm64.whl", hash = "sha256:d72acfdb86cee2a32c0ce0101606f3758f0d8bb5f8f31e7920dc2809e963aa7c"},
-    {file = "torch-2.7.1-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:236f501f2e383f1cb861337bdf057712182f910f10aeaf509065d54d339e49b2"},
-    {file = "torch-2.7.1-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:06eea61f859436622e78dd0cdd51dbc8f8c6d76917a9cf0555a333f9eac31ec1"},
-    {file = "torch-2.7.1-cp311-cp311-win_amd64.whl", hash = "sha256:8273145a2e0a3c6f9fd2ac36762d6ee89c26d430e612b95a99885df083b04e52"},
-    {file = "torch-2.7.1-cp311-none-macosx_11_0_arm64.whl", hash = "sha256:aea4fc1bf433d12843eb2c6b2204861f43d8364597697074c8d38ae2507f8730"},
-    {file = "torch-2.7.1-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:27ea1e518df4c9de73af7e8a720770f3628e7f667280bce2be7a16292697e3fa"},
-    {file = "torch-2.7.1-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:c33360cfc2edd976c2633b3b66c769bdcbbf0e0b6550606d188431c81e7dd1fc"},
-    {file = "torch-2.7.1-cp312-cp312-win_amd64.whl", hash = "sha256:d8bf6e1856ddd1807e79dc57e54d3335f2b62e6f316ed13ed3ecfe1fc1df3d8b"},
-    {file = "torch-2.7.1-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:787687087412c4bd68d315e39bc1223f08aae1d16a9e9771d95eabbb04ae98fb"},
-    {file = "torch-2.7.1-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:03563603d931e70722dce0e11999d53aa80a375a3d78e6b39b9f6805ea0a8d28"},
-    {file = "torch-2.7.1-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:d632f5417b6980f61404a125b999ca6ebd0b8b4bbdbb5fbbba44374ab619a412"},
-    {file = "torch-2.7.1-cp313-cp313-win_amd64.whl", hash = "sha256:23660443e13995ee93e3d844786701ea4ca69f337027b05182f5ba053ce43b38"},
-    {file = "torch-2.7.1-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:0da4f4dba9f65d0d203794e619fe7ca3247a55ffdcbd17ae8fb83c8b2dc9b585"},
-    {file = "torch-2.7.1-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:e08d7e6f21a617fe38eeb46dd2213ded43f27c072e9165dc27300c9ef9570934"},
-    {file = "torch-2.7.1-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:30207f672328a42df4f2174b8f426f354b2baa0b7cca3a0adb3d6ab5daf00dc8"},
-    {file = "torch-2.7.1-cp313-cp313t-win_amd64.whl", hash = "sha256:79042feca1c634aaf6603fe6feea8c6b30dfa140a6bbc0b973e2260c7e79a22e"},
-    {file = "torch-2.7.1-cp313-none-macosx_11_0_arm64.whl", hash = "sha256:988b0cbc4333618a1056d2ebad9eb10089637b659eb645434d0809d8d937b946"},
-    {file = "torch-2.7.1-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:e0d81e9a12764b6f3879a866607c8ae93113cbcad57ce01ebde63eb48a576369"},
-    {file = "torch-2.7.1-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:8394833c44484547ed4a47162318337b88c97acdb3273d85ea06e03ffff44998"},
-    {file = "torch-2.7.1-cp39-cp39-win_amd64.whl", hash = "sha256:df41989d9300e6e3c19ec9f56f856187a6ef060c3662fe54f4b6baf1fc90bd19"},
-    {file = "torch-2.7.1-cp39-none-macosx_11_0_arm64.whl", hash = "sha256:a737b5edd1c44a5c1ece2e9f3d00df9d1b3fb9541138bee56d83d38293fb6c9d"},
-]
-
-[package.dependencies]
-filelock = "*"
-fsspec = "*"
-jinja2 = "*"
-networkx = "*"
-nvidia-cublas-cu12 = {version = "12.6.4.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-cupti-cu12 = {version = "12.6.80", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-nvrtc-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-runtime-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cudnn-cu12 = {version = "9.5.1.17", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cufft-cu12 = {version = "11.3.0.4", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cufile-cu12 = {version = "1.11.1.6", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-curand-cu12 = {version = "10.3.7.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusolver-cu12 = {version = "11.7.1.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusparse-cu12 = {version = "12.5.4.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusparselt-cu12 = {version = "0.6.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nccl-cu12 = {version = "2.26.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nvjitlink-cu12 = {version = "12.6.85", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nvtx-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-setuptools = {version = "*", markers = "python_version >= \"3.12\""}
-sympy = ">=1.13.3"
-triton = {version = "3.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-typing-extensions = ">=4.10.0"
-
-[package.extras]
-opt-einsum = ["opt-einsum (>=3.3)"]
-optree = ["optree (>=0.13.0)"]
-
 [[package]]
 name = "torch"
 version = "2.11.0"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
-optional = true
+optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\""
 files = [
     {file = "torch-2.11.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2c0d7fcfbc0c4e8bb5ebc3907cbc0c6a0da1b8f82b1fc6e14e914fa0b9baf74e"},
     {file = "torch-2.11.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:4cf8687f4aec3900f748d553483ef40e0ac38411c3c48d0a86a438f6d7a99b18"},
@@ -4401,39 +4109,14 @@ torch = ["accelerate (>=1.1.0)", "torch (>=2.4)"]
 video = ["av"]
 vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
 
-[[package]]
-name = "triton"
-version = "3.3.1"
-description = "A language and compiler for custom Deep Learning operations"
-optional = true
-python-versions = "*"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and extra == \"ai\" and python_version >= \"3.12\""
-files = [
-    {file = "triton-3.3.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b74db445b1c562844d3cfad6e9679c72e93fdfb1a90a24052b03bb5c49d1242e"},
-    {file = "triton-3.3.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b31e3aa26f8cb3cc5bf4e187bf737cbacf17311e1112b781d4a059353dfd731b"},
-    {file = "triton-3.3.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9999e83aba21e1a78c1f36f21bce621b77bcaa530277a50484a7cb4a822f6e43"},
-    {file = "triton-3.3.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b89d846b5a4198317fec27a5d3a609ea96b6d557ff44b56c23176546023c4240"},
-    {file = "triton-3.3.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a3198adb9d78b77818a5388bff89fa72ff36f9da0bc689db2f0a651a67ce6a42"},
-    {file = "triton-3.3.1-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f6139aeb04a146b0b8e0fbbd89ad1e65861c57cfed881f21d62d3cb94a36bab7"},
-]
-
-[package.dependencies]
-setuptools = ">=40.8.0"
-
-[package.extras]
-build = ["cmake (>=3.20)", "lit"]
-tests = ["autopep8", "isort", "llnl-hatchet", "numpy", "pytest", "pytest-forked", "pytest-xdist", "scipy (>=1.7.1)"]
-tutorials = ["matplotlib", "pandas", "tabulate"]
-
 [[package]]
 name = "triton"
 version = "3.6.0"
 description = "A language and compiler for custom Deep Learning operations"
-optional = true
+optional = false
 python-versions = "<3.15,>=3.10"
 groups = ["main"]
-markers = "python_version < \"3.12\" and extra == \"ai\" and platform_system == \"Linux\""
+markers = "platform_system == \"Linux\""
 files = [
     {file = "triton-3.6.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6c723cfb12f6842a0ae94ac307dba7e7a44741d720a40cf0e270ed4a4e3be781"},
     {file = "triton-3.6.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a6550fae429e0667e397e5de64b332d1e5695b73650ee75a6146e2e902770bea"},
@@ -4734,5 +4417,5 @@ fhir = ["fhirclient"]
 
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.10, <4"
-content-hash = "ad4564219d1989ff8c288873aea43c27bd61c9c71d6e8291d50a2306c879ca5e"
+python-versions = ">=3.10, <3.15"
+content-hash = "61729abce82d66b6409506cee575c97349b24901add92e426091224f7059447e"
diff --git a/pyproject.toml b/pyproject.toml
index c4b9644e1..ef5f2bb87 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,14 +18,14 @@ classifiers = [
 ]
 
 [tool.poetry.dependencies]
-python = ">=3.10, <4"
+python = ">=3.10, <3.15"
 requests = "*"
 indexclient = "^2.3.0"
 drsclient = ">=0.3.0"
 aiohttp = "*"
 backoff = "*"
 cdislogging = "^1.1.0"
-click = "*"
+click = ">=8.3.3"
 importlib_metadata = ">=8,<9"
 jsonschema = "*"
 # FIXME updating to >=0.6.0 breaks a few tests
@@ -47,6 +47,8 @@ fhirclient = { version = "*", optional = true }
 # ai
 sentence-transformers = { version = ">5.4.1", optional = true }
 httpx = { version = "*", optional = true }
+# TODO: Trying removing the following sub-dep when sentence-transformers updates beyond 5.5.0
+torch = ">=2.10.0"
 
 [tool.poetry.extras]
 fhir = ["fhirclient"]

From b108532b645f5e79f900efc94247816895981b77 Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Mon, 1 Jun 2026 16:54:21 -0500
Subject: [PATCH 06/11] feat(convert): add embeddings convert, tons of fixes
 for publish and other commands, docs notebook, update precommit

---
 .pre-commit-config.yaml               |    6 +-
 .secrets.baseline                     |   72 +-
 docs/tutorial/gen3_embeddings.ipynb   | 6130 +++++++++++++++++++++++++
 gen3/ai.py                            |   23 +-
 gen3/cli/ai/embeddings.py             |  389 +-
 gen3/cli/ai/embeddings_collections.py |   14 +-
 gen3/cli/ai/main.py                   |    5 +
 7 files changed, 6531 insertions(+), 108 deletions(-)
 create mode 100644 docs/tutorial/gen3_embeddings.ipynb

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 352da81e4..c2bd895e5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,17 +1,17 @@
 repos:
 -   repo: git@github.com:Yelp/detect-secrets
-    rev: v1.4.0
+    rev: v1.5.0
     hooks:
     -   id: detect-secrets
         args: ['--baseline', '.secrets.baseline']
         exclude: '(docs\/_build|poetry.lock)'
 -   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v6.0.0
     hooks:
     -   id: no-commit-to-branch
         args: [--branch, develop, --branch, master, --pattern, release/.*]
 -   repo: https://github.com/psf/black
-    rev: 23.1.0
+    rev: 26.5.1
     hooks:
     -   id: black
         additional_dependencies: ['click==8.0.4']
diff --git a/.secrets.baseline b/.secrets.baseline
index 748400d46..6b112252b 100644
--- a/.secrets.baseline
+++ b/.secrets.baseline
@@ -1,5 +1,5 @@
 {
-  "version": "1.4.0",
+  "version": "1.5.0",
   "plugins_used": [
     {
       "name": "ArtifactoryDetector"
@@ -26,6 +26,9 @@
     {
       "name": "GitHubTokenDetector"
     },
+    {
+      "name": "GitLabTokenDetector"
+    },
     {
       "name": "HexHighEntropyString",
       "limit": 3.0
@@ -36,6 +39,9 @@
     {
       "name": "IbmCosHmacDetector"
     },
+    {
+      "name": "IPPublicDetector"
+    },
     {
       "name": "JwtTokenDetector"
     },
@@ -49,9 +55,15 @@
     {
       "name": "NpmDetector"
     },
+    {
+      "name": "OpenAIDetector"
+    },
     {
       "name": "PrivateKeyDetector"
     },
+    {
+      "name": "PypiTokenDetector"
+    },
     {
       "name": "SendGridDetector"
     },
@@ -67,6 +79,9 @@
     {
       "name": "StripeDetector"
     },
+    {
+      "name": "TelegramBotTokenDetector"
+    },
     {
       "name": "TwilioKeyDetector"
     }
@@ -75,10 +90,6 @@
     {
       "path": "detect_secrets.filters.allowlist.is_line_allowlisted"
     },
-    {
-      "path": "detect_secrets.filters.common.is_baseline_file",
-      "filename": ".secrets.baseline"
-    },
     {
       "path": "detect_secrets.filters.common.is_ignored_due_to_verification_policies",
       "min_level": 2
@@ -112,33 +123,33 @@
     }
   ],
   "results": {
-    ".travis.yml": [
+    "docs/_build/html/.buildinfo": [
       {
-        "type": "Base64 High Entropy String",
-        "filename": ".travis.yml",
-        "hashed_secret": "2b450d45e8b520a9b25727d563d1d7e036497655",
+        "type": "Hex High Entropy String",
+        "filename": "docs/_build/html/.buildinfo",
+        "hashed_secret": "261dc6f20f0787be0129e7c1442d3393175e68aa",
         "is_verified": false,
-        "line_number": 47
+        "line_number": 3
       },
       {
-        "type": "Base64 High Entropy String",
-        "filename": ".travis.yml",
-        "hashed_secret": "8dbd93a5374b178c4c142aa603c6daf3edd8413e",
+        "type": "Hex High Entropy String",
+        "filename": "docs/_build/html/.buildinfo",
+        "hashed_secret": "63256a38625700f409b7ec5db8fa05ffd2cb88b2",
         "is_verified": false,
-        "line_number": 48
+        "line_number": 4
       }
     ],
-    "docs/_build/html/.buildinfo": [
+    "docs/_build/html/.buildinfo.bak": [
       {
         "type": "Hex High Entropy String",
-        "filename": "docs/_build/html/.buildinfo",
-        "hashed_secret": "52acb5a7ffb1bfafa0e4f02cfbbfc70c59e7906d",
+        "filename": "docs/_build/html/.buildinfo.bak",
+        "hashed_secret": "af3608e21ad7b453bd6a54b55735a397ed6cb820",
         "is_verified": false,
         "line_number": 3
       },
       {
         "type": "Hex High Entropy String",
-        "filename": "docs/_build/html/.buildinfo",
+        "filename": "docs/_build/html/.buildinfo.bak",
         "hashed_secret": "63256a38625700f409b7ec5db8fa05ffd2cb88b2",
         "is_verified": false,
         "line_number": 4
@@ -183,6 +194,29 @@
         "line_number": 63
       }
     ],
+    "docs/tutorial/gen3_embeddings.ipynb": [
+      {
+        "type": "Hex High Entropy String",
+        "filename": "docs/tutorial/gen3_embeddings.ipynb",
+        "hashed_secret": "988d13de7f9d6ee628522ce562c368cb88f6ba35",
+        "is_verified": false,
+        "line_number": 1608
+      },
+      {
+        "type": "Hex High Entropy String",
+        "filename": "docs/tutorial/gen3_embeddings.ipynb",
+        "hashed_secret": "61d0e8952fb717a9c578dcf52e1372c1cf578d43",
+        "is_verified": false,
+        "line_number": 1617
+      },
+      {
+        "type": "Hex High Entropy String",
+        "filename": "docs/tutorial/gen3_embeddings.ipynb",
+        "hashed_secret": "a7e25a78c1711c9d27a9debedab7d39acd50ca66",
+        "is_verified": false,
+        "line_number": 1626
+      }
+    ],
     "docs/tutorial/quickStart.md": [
       {
         "type": "Hex High Entropy String",
@@ -656,5 +690,5 @@
       }
     ]
   },
-  "generated_at": "2025-11-07T21:07:45Z"
+  "generated_at": "2026-06-01T21:52:01Z"
 }
diff --git a/docs/tutorial/gen3_embeddings.ipynb b/docs/tutorial/gen3_embeddings.ipynb
new file mode 100644
index 000000000..858c34fd7
--- /dev/null
+++ b/docs/tutorial/gen3_embeddings.ipynb
@@ -0,0 +1,6130 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "5e493ec8",
+   "metadata": {},
+   "source": [
+    "# Gen3 Embeddings Demo\n",
+    "\n",
+    "> This will demonstrate how to create and retrieve embeddings in bulk from Gen3"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aae2faf5",
+   "metadata": {},
+   "source": [
+    "First, let's install the Gen3 Python Software Development Kit (SDK), which includes a command line interface (CLI)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "555e9985",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pip in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (26.1.2)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "Requirement already satisfied: gen3 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (4.28.0)\n",
+      "Requirement already satisfied: aiofiles in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (25.1.0)\n",
+      "Requirement already satisfied: aiohttp in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (3.13.2)\n",
+      "Requirement already satisfied: backoff in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (1.11.1)\n",
+      "Requirement already satisfied: cdislogging<2.0.0,>=1.1.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (1.1.1)\n",
+      "Requirement already satisfied: click>=8.3.3 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (8.4.0)\n",
+      "Requirement already satisfied: dataclasses-json<=0.5.9 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (0.5.9)\n",
+      "Requirement already satisfied: drsclient>=0.3.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (0.3.2)\n",
+      "Requirement already satisfied: gen3users in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (1.1.1)\n",
+      "Requirement already satisfied: humanfriendly in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (10.0)\n",
+      "Requirement already satisfied: importlib_metadata<9,>=8 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (8.7.0)\n",
+      "Requirement already satisfied: indexclient<3.0.0,>=2.3.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.3.1)\n",
+      "Requirement already satisfied: jsonschema in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (3.2.0)\n",
+      "Requirement already satisfied: pandas>=1.4.2 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.3.3)\n",
+      "Requirement already satisfied: pypfb>=0.6.2 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (0.6.2)\n",
+      "Requirement already satisfied: python-dateutil in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.9.0.post0)\n",
+      "Requirement already satisfied: requests in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.32.5)\n",
+      "Requirement already satisfied: torch>=2.10.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.11.0)\n",
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+      "Requirement already satisfied: packaging>=17.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from marshmallow<4.0.0,>=3.3.0->dataclasses-json<=0.5.9->gen3) (25.0)\n",
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+      "Requirement already satisfied: asyncio<4.0.0,>=3.4.3 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from drsclient>=0.3.0->gen3) (3.4.3)\n",
+      "Requirement already satisfied: httpx<1.0.0,>=0.28.1 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from drsclient>=0.3.0->gen3) (0.28.1)\n",
+      "Requirement already satisfied: anyio in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from httpx<1.0.0,>=0.28.1->drsclient>=0.3.0->gen3) (4.11.0)\n",
+      "Requirement already satisfied: httpcore==1.* in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from httpx<1.0.0,>=0.28.1->drsclient>=0.3.0->gen3) (1.0.9)\n",
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+      "Requirement already satisfied: numpy>=1.26.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from pandas>=1.4.2->gen3) (2.3.4)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from pandas>=1.4.2->gen3) (2025.2)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from pandas>=1.4.2->gen3) (2025.2)\n",
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+      "Requirement already satisfied: dictionaryutils>=3.4.8 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from pypfb>=0.6.2->gen3) (3.5.1)\n",
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+      "Requirement already satisfied: gen3dictionary>=2.0.3 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from pypfb>=0.6.2->gen3) (2.0.4)\n",
+      "Requirement already satisfied: python-json-logger>=2.0.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from pypfb>=0.6.2->gen3) (4.0.0)\n",
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+      "Requirement already satisfied: propcache>=0.2.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from aiohttp->gen3) (0.4.1)\n",
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+      "Requirement already satisfied: setuptools in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from jsonschema->gen3) (80.9.0)\n",
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+      "Requirement already satisfied: jinja2 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from torch>=2.10.0->gen3) (3.1.6)\n",
+      "Requirement already satisfied: fsspec>=0.8.5 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from torch>=2.10.0->gen3) (2026.3.0)\n",
+      "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from sympy>=1.13.3->torch>=2.10.0->gen3) (1.3.0)\n",
+      "Requirement already satisfied: mypy-extensions>=0.3.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from typing-inspect>=0.4.0->dataclasses-json<=0.5.9->gen3) (1.1.0)\n",
+      "Requirement already satisfied: sniffio>=1.1 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from anyio->httpx<1.0.0,>=0.28.1->drsclient>=0.3.0->gen3) (1.3.1)\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from jinja2->torch>=2.10.0->gen3) (3.0.3)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "%pip install --upgrade pip\n",
+    "%pip install gen3 --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "fb1a4057",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# we also need pandas for some nice visualizations of output files\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5c5a8705",
+   "metadata": {},
+   "source": [
+    "If you are running the Gen3 AI support (specifically the Gen3 Embeddings API) locally, you can set some variables to point to the right credentials file and the service.\n",
+    "\n",
+    "If you are trying to interact with a production instance, just leave the default `ai`. e.g. don't uncomment - the default credentials setup should point you to the right place."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4fe2d271",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "ai = \"ai\"\n",
+    "url_prefix = \"\"\n",
+    "\n",
+    "# TODO: Comment these out\n",
+    "# ai = \"--auth ~/.gen3/local_helm_test_user.json --endpoint 'http://127.0.0.1:4142' ai --api-prefix ''\"\n",
+    "# url_prefix = \"http://127.0.0.1:4142\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "61ea17ba",
+   "metadata": {},
+   "source": [
+    "## Gen3 AI Embeddings CLI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "3845d202",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Usage: gen3 ai embeddings [OPTIONS] COMMAND [ARGS]...\n",
+      "\n",
+      "  For working with embeddings\n",
+      "\n",
+      "Options:\n",
+      "  --help  Show this message and exit.\n",
+      "\n",
+      "Commands:\n",
+      "  collections  For working with embeddings collections\n",
+      "  convert      Convert a Gen3 Embeddings Manifest into a Gen3 Indexing...\n",
+      "  delete       [Not Implemented Yet] Deletes specified embeddings data in...\n",
+      "  embed-files  Chunk files and create embeddings locally, then submit to...\n",
+      "  publish      Publish a manifest of already-embedded objects to a Gen3...\n",
+      "  read         [Not Implemented Yet] Reads embeddings data from Gen3...\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 ai embeddings --help"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "e1431b8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Usage: gen3 ai embeddings collections [OPTIONS] COMMAND [ARGS]...\n",
+      "\n",
+      "  For working with embeddings collections\n",
+      "\n",
+      "Options:\n",
+      "  --help  Show this message and exit.\n",
+      "\n",
+      "Commands:\n",
+      "  create  Create a new embeddings collection.\n",
+      "  delete  Delete a embeddings collection.\n",
+      "  read    Read embeddings collections.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 ai embeddings collections --help"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0572b68f",
+   "metadata": {},
+   "source": [
+    "Get a response from the service by reading collections. \n",
+    "\n",
+    "> IMPORTANT: You need appropriate permissions to read (and for future sections: write).\n",
+    "> So these commands may be empty or fail unless you have those authorizations in the environment your credentials are for."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "05c068f9",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Listing all embeddings collections...\n",
+      "Found 11 collection(s)\n",
+      "- id: 1\n",
+      "  collection_name: noaccess\n",
+      "  description: noaccess collection\n",
+      "  dimensions: 3\n",
+      "  vector_type: vector\n",
+      "  created_at: 2026-05-27T19:53:09.635886Z\n",
+      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
+      "  self: /vectorstore/collections/noaccess\n",
+      "- id: 2\n",
+      "  collection_name: public\n",
+      "  description: public collection\n",
+      "  dimensions: 3\n",
+      "  vector_type: vector\n",
+      "  created_at: 2026-05-27T19:53:09.635886Z\n",
+      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
+      "  self: /vectorstore/collections/public\n",
+      "- id: 3\n",
+      "  collection_name: internal\n",
+      "  description: internal collection\n",
+      "  dimensions: 3\n",
+      "  vector_type: vector\n",
+      "  created_at: 2026-05-27T19:53:09.635886Z\n",
+      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
+      "  self: /vectorstore/collections/internal\n",
+      "- id: 4\n",
+      "  collection_name: d3vector\n",
+      "  description: d3 vector collection\n",
+      "  dimensions: 3\n",
+      "  vector_type: vector\n",
+      "  created_at: 2026-05-27T19:53:09.635886Z\n",
+      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
+      "  self: /vectorstore/collections/d3vector\n",
+      "- id: 5\n",
+      "  collection_name: d200vector\n",
+      "  description: d200 vector collection\n",
+      "  dimensions: 200\n",
+      "  vector_type: vector\n",
+      "  created_at: 2026-05-27T19:53:09.635886Z\n",
+      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
+      "  self: /vectorstore/collections/d200vector\n",
+      "- id: 6\n",
+      "  collection_name: d3000halfvec\n",
+      "  description: d5 halfvec collection\n",
+      "  dimensions: 3000\n",
+      "  vector_type: halfvec\n",
+      "  created_at: 2026-05-27T19:53:09.635886Z\n",
+      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
+      "  self: /vectorstore/collections/d3000halfvec\n",
+      "- id: 7\n",
+      "  collection_name: d3halfvec\n",
+      "  description: d3 halfvec collection\n",
+      "  dimensions: 3\n",
+      "  vector_type: halfvec\n",
+      "  created_at: 2026-05-27T19:53:09.635886Z\n",
+      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
+      "  self: /vectorstore/collections/d3halfvec\n",
+      "- id: 136\n",
+      "  collection_name: ctds-github-md\n",
+      "  description: All markdown from CTDS Github\n",
+      "  dimensions: 384\n",
+      "  vector_type: vector\n",
+      "  created_at: 2026-06-01T21:14:34.957075Z\n",
+      "  updated_at: 2026-06-01T21:14:34.957075Z\n",
+      "  self: /vectorstore/collections/ctds-github-md\n",
+      "- id: 137\n",
+      "  collection_name: expr\n",
+      "  description: test expr data\n",
+      "  dimensions: 256\n",
+      "  vector_type: vector\n",
+      "  created_at: 2026-06-01T21:14:46.314358Z\n",
+      "  updated_at: 2026-06-01T21:14:46.314358Z\n",
+      "  self: /vectorstore/collections/expr\n",
+      "- id: 138\n",
+      "  collection_name: hist\n",
+      "  description: test hist data\n",
+      "  dimensions: 1536\n",
+      "  vector_type: vector\n",
+      "  created_at: 2026-06-01T21:14:47.053810Z\n",
+      "  updated_at: 2026-06-01T21:14:47.053810Z\n",
+      "  self: /vectorstore/collections/hist\n",
+      "- id: 139\n",
+      "  collection_name: summ\n",
+      "  description: test summ data\n",
+      "  dimensions: 4096\n",
+      "  vector_type: halfvec\n",
+      "  created_at: 2026-06-01T21:14:48.300671Z\n",
+      "  updated_at: 2026-06-01T21:14:48.300671Z\n",
+      "  self: /vectorstore/collections/summ\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings collections read"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3573d245",
+   "metadata": {},
+   "source": [
+    "## Creating Embeddings Collections"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c751d6ae",
+   "metadata": {},
+   "source": [
+    "This will show creation of collections and embeddings. So you need write permission or this will fail. You can run the Gen3 Embeddings API locally to test this out. See the [Gen3 AI repo README](https://github.com/uc-cdis/gen3-ai) for more information."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "a8d6127b",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Deleting collection 'ctds-github-md'...\n",
+      "Successfully deleted collection 'ctds-github-md'!\n",
+      "Creating collection 'ctds-github-md' with 384 dimensions...\n",
+      "Collection created successfully!\n",
+      "{\n",
+      "  \"id\": 140,\n",
+      "  \"collection_name\": \"ctds-github-md\",\n",
+      "  \"description\": \"All markdown from CTDS Github\",\n",
+      "  \"dimensions\": 384,\n",
+      "  \"vector_type\": \"vector\",\n",
+      "  \"created_at\": \"2026-06-01T21:44:28.396532Z\",\n",
+      "  \"updated_at\": \"2026-06-01T21:44:28.396532Z\",\n",
+      "  \"self\": \"/vectorstore/collections/ctds-github-md\"\n",
+      "}\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings collections delete \"ctds-github-md\"\n",
+    "!gen3 $ai embeddings collections create \"ctds-github-md\" --dimensions 384 --description \"All markdown from CTDS Github\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "4df4ab6e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Reading embeddings collection ctds-github-md...\n",
+      "Found ctds-github-md collection\n",
+      "- id: 140\n",
+      "  collection_name: ctds-github-md\n",
+      "  description: All markdown from CTDS Github\n",
+      "  dimensions: 384\n",
+      "  vector_type: vector\n",
+      "  created_at: 2026-06-01T21:44:28.396532Z\n",
+      "  updated_at: 2026-06-01T21:44:28.396532Z\n",
+      "  self: /vectorstore/collections/ctds-github-md\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings collections read \"ctds-github-md\" "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "9926371a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Deleting collection 'expr'...\n",
+      "Successfully deleted collection 'expr'!\n",
+      "Deleting collection 'hist'...\n",
+      "Successfully deleted collection 'hist'!\n",
+      "Deleting collection 'summ'...\n",
+      "Successfully deleted collection 'summ'!\n"
+     ]
+    }
+   ],
+   "source": [
+    "# try to delete collections that might already exist\n",
+    "!gen3 $ai embeddings collections delete \"expr\"\n",
+    "!gen3 $ai embeddings collections delete \"hist\"\n",
+    "!gen3 $ai embeddings collections delete \"summ\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da3c444c",
+   "metadata": {},
+   "source": [
+    "Let's create some more example collections.\n",
+    "\n",
+    "> IMPORTANT: You need permission to create and manage these collections *before* running the commands. So ensure the Gen3 operator adds these resources to the `user.yaml` and provides your user permission to them. If you are running Gen3 yourself, you can see the [Gen3 AI repo README](https://github.com/uc-cdis/gen3-ai) for more information on how to set up appropriate auth."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "e1485de4",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating collection 'expr' with 256 dimensions...\n",
+      "Collection created successfully!\n",
+      "{\n",
+      "  \"id\": 141,\n",
+      "  \"collection_name\": \"expr\",\n",
+      "  \"description\": \"test expr data\",\n",
+      "  \"dimensions\": 256,\n",
+      "  \"vector_type\": \"vector\",\n",
+      "  \"created_at\": \"2026-06-01T21:44:32.235173Z\",\n",
+      "  \"updated_at\": \"2026-06-01T21:44:32.235173Z\",\n",
+      "  \"self\": \"/vectorstore/collections/expr\"\n",
+      "}\n",
+      "Creating collection 'hist' with 1536 dimensions...\n",
+      "Collection created successfully!\n",
+      "{\n",
+      "  \"id\": 142,\n",
+      "  \"collection_name\": \"hist\",\n",
+      "  \"description\": \"test hist data\",\n",
+      "  \"dimensions\": 1536,\n",
+      "  \"vector_type\": \"vector\",\n",
+      "  \"created_at\": \"2026-06-01T21:44:32.940199Z\",\n",
+      "  \"updated_at\": \"2026-06-01T21:44:32.940199Z\",\n",
+      "  \"self\": \"/vectorstore/collections/hist\"\n",
+      "}\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings collections create \"expr\" --dimensions 256 --description \"test expr data\"\n",
+    "!gen3 $ai embeddings collections create \"hist\" --dimensions 1536 --description \"test hist data\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eae44758",
+   "metadata": {},
+   "source": [
+    "You can also create collections of larger dimensional size. This will use a `vector_type` of `halfvec` to fit it into the underlying database."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "5ddb964f",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating collection 'summ' with 4096 dimensions...\n",
+      "Collection created successfully!\n",
+      "{\n",
+      "  \"id\": 143,\n",
+      "  \"collection_name\": \"summ\",\n",
+      "  \"description\": \"test summ data\",\n",
+      "  \"dimensions\": 4096,\n",
+      "  \"vector_type\": \"halfvec\",\n",
+      "  \"created_at\": \"2026-06-01T21:44:33.648493Z\",\n",
+      "  \"updated_at\": \"2026-06-01T21:44:33.648493Z\",\n",
+      "  \"self\": \"/vectorstore/collections/summ\"\n",
+      "}\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings collections create \"summ\" --dimensions 4096 --description \"test summ data\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82116377",
+   "metadata": {},
+   "source": [
+    "## Publishing Data into Embeddings Collections"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39e87df1",
+   "metadata": {},
+   "source": [
+    "Now that we have created collections for embeddings, we can publish the actual embeddings into those collections.\n",
+    "\n",
+    "To do this, you need a Gen3 Embeddings Manifests. Conveniently, there are examples in the Gen3 Python SDK/CLI repo in the tests folder you can use."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "ed2895ad",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Usage: gen3 ai embeddings publish [OPTIONS] MANIFEST_FILE\n",
+      "\n",
+      "  Publish a manifest of already-embedded objects to a Gen3 collection. The\n",
+      "  manifest must be a CSV/TSV with the following columns:\n",
+      "\n",
+      "                        embedding: JSON-encoded list of floats\n",
+      "  collection_id / collection_name: Target collection (use name to lookup id)\n",
+      "               **metadata columns: any additional columns are treated as metadata for the embedding\n",
+      "\n",
+      "  Example usage:\n",
+      "\n",
+      "      gen3 ai embeddings publish --collection \"ctds-github-md\" --manifest_file embeddings.tsv\n",
+      "\n",
+      "Options:\n",
+      "  --batch-size INTEGER          max number of embeddings to collect before\n",
+      "                                pushing to API in bulk per collection\n",
+      "  --default-collection TEXT     Name of the default embeddings collection\n",
+      "                                (used when rows don't specify).\n",
+      "  -o, --out-manifest-file TEXT  Output filename for final manifest\n",
+      "  --help                        Show this message and exit.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings publish --help"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cbfaa6ce",
+   "metadata": {},
+   "source": [
+    "See the above help message to understand what we need to publish embeddings. \n",
+    "\n",
+    "**tl;dr** we need a manifest file with a row per embedding. That row needs to contain the vector (embedding), along with other metadata."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "718c5185",
+   "metadata": {},
+   "source": [
+    "**TODO: REPLACE THESE WITH TEST FILES**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "ba0d4f21",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "int64",
+         "type": "integer"
+        },
+        {
+         "name": "embedding",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "authz",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "collection_name",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "collection_id",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "case_id",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "file_id",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "model",
+         "rawType": "object",
+         "type": "string"
+        }
+       ],
+       "ref": "fd5ba036-5696-4150-9726-826fdbcee094",
+       "rows": [
+        [
+         "0",
+         "[-0.2024536281824112, 0.8700736165046692, 0.6367368102073669, 1.0295965671539307, 1.3029881715774536, 0.6979042291641235, 0.09141989797353745, -0.7052130103111267, 0.05628640949726105, -0.6558999419212341, -0.698043704032898, -8.845816612243652, -0.10774289071559906, -0.8967481255531311, 0.30785858631134033, -0.218824565410614, -0.1945626139640808, -0.6851598024368286, -0.2565596103668213, -0.1704675555229187, 0.17284531891345978, -0.6091238260269165, -0.13866744935512543, 0.21102923154830933, -0.2252902388572693, -0.6781346201896667, -0.34671345353126526, 0.4128320515155792, -0.8277935981750488, 1.1078327894210815, 0.6355611085891724, -0.5727114081382751, 1.2589396238327026, 0.4476923644542694, 0.34200647473335266, -0.1336929202079773, 0.1772320717573166, 1.1591079235076904, -1.5068682432174683, 0.02006017416715622, -0.6712247133255005, -0.5338364839553833, 5.475770473480225, -0.3881995379924774, 1.026019811630249, -0.117962546646595, -0.2552171051502228, 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+       "      <th></th>\n",
+       "      <th>embedding</th>\n",
+       "      <th>authz</th>\n",
+       "      <th>collection_name</th>\n",
+       "      <th>collection_id</th>\n",
+       "      <th>case_id</th>\n",
+       "      <th>file_id</th>\n",
+       "      <th>model</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[-0.2024536281824112, 0.8700736165046692, 0.63...</td>\n",
+       "      <td>/programs/dev/projects/testproject1</td>\n",
+       "      <td>expr</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TCGA-05-4244</td>\n",
+       "      <td>e0e055b6-6800-40e7-bde5-718823408f0c</td>\n",
+       "      <td>expr</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[-0.21098750829696655, 0.8999685049057007, 0.6...</td>\n",
+       "      <td>/programs/dev/projects/testproject1</td>\n",
+       "      <td>expr</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TCGA-05-4249</td>\n",
+       "      <td>258b0b5e-2b09-4378-9606-83955ca19d7c</td>\n",
+       "      <td>expr</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>[-0.08159218728542328, 0.9297925233840942, 0.8...</td>\n",
+       "      <td>/programs/dev/projects/testproject1</td>\n",
+       "      <td>expr</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TCGA-05-4250</td>\n",
+       "      <td>f0395da6-5f12-4a35-8aa6-0b1b47a2acba</td>\n",
+       "      <td>expr</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           embedding  \\\n",
+       "0  [-0.2024536281824112, 0.8700736165046692, 0.63...   \n",
+       "1  [-0.21098750829696655, 0.8999685049057007, 0.6...   \n",
+       "2  [-0.08159218728542328, 0.9297925233840942, 0.8...   \n",
+       "\n",
+       "                                 authz collection_name  collection_id  \\\n",
+       "0  /programs/dev/projects/testproject1            expr            NaN   \n",
+       "1  /programs/dev/projects/testproject1            expr            NaN   \n",
+       "2  /programs/dev/projects/testproject1            expr            NaN   \n",
+       "\n",
+       "        case_id                               file_id model  \n",
+       "0  TCGA-05-4244  e0e055b6-6800-40e7-bde5-718823408f0c  expr  \n",
+       "1  TCGA-05-4249  258b0b5e-2b09-4378-9606-83955ca19d7c  expr  \n",
+       "2  TCGA-05-4250  f0395da6-5f12-4a35-8aa6-0b1b47a2acba  expr  "
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# here's a quick visualization of the columns/data of this input manifest\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/expr.tsv', sep='\\t', nrows=3)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "78ecef08",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Publishing Gen3 Embeddings Manifest: 100%|█| 8203/8203 [00:04<00:00, 1664.85it/s\n",
+      "Published 8203 embeddings.\n",
+      "Wrote output manifest: ../../tests/embeddings_tests/expr_output.tsv.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings publish ../../tests/embeddings_tests/expr.tsv --default-collection expr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "1464edfb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "int64",
+         "type": "integer"
+        },
+        {
+         "name": "embedding",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "authz",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "collection_name",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "collection_id",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "case_id",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "file_id",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "model",
+         "rawType": "object",
+         "type": "string"
+        }
+       ],
+       "ref": "83493add-83e4-42ad-b2e6-a536479629a1",
+       "rows": [
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+         "/programs/dev/projects/testproject1",
+         "hist",
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+         "/programs/dev/projects/testproject1",
+         "hist",
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+         "TCGA-05-4249",
+         "TCGA-05-4249-01Z-00-DX1.9fce0297-cc19-4c04-872c-4466ee4024db",
+         "hist"
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+         "/programs/dev/projects/testproject1",
+         "hist",
+         null,
+         "TCGA-05-4250",
+         "TCGA-05-4250-01Z-00-DX1.90f67fdf-dff9-46ca-af71-0978d7c221ba",
+         "hist"
+        ]
+       ],
+       "shape": {
+        "columns": 7,
+        "rows": 3
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>embedding</th>\n",
+       "      <th>authz</th>\n",
+       "      <th>collection_name</th>\n",
+       "      <th>collection_id</th>\n",
+       "      <th>case_id</th>\n",
+       "      <th>file_id</th>\n",
+       "      <th>model</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[-0.13619163632392883, -0.21455396711826324, 0...</td>\n",
+       "      <td>/programs/dev/projects/testproject1</td>\n",
+       "      <td>hist</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TCGA-05-4244</td>\n",
+       "      <td>TCGA-05-4244-01Z-00-DX1.d4ff32cd-38cf-40ea-821...</td>\n",
+       "      <td>hist</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[-0.2422751635313034, -0.19156047701835632, 0....</td>\n",
+       "      <td>/programs/dev/projects/testproject1</td>\n",
+       "      <td>hist</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TCGA-05-4249</td>\n",
+       "      <td>TCGA-05-4249-01Z-00-DX1.9fce0297-cc19-4c04-872...</td>\n",
+       "      <td>hist</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>[-0.15457499027252197, 0.021765941753983498, 0...</td>\n",
+       "      <td>/programs/dev/projects/testproject1</td>\n",
+       "      <td>hist</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TCGA-05-4250</td>\n",
+       "      <td>TCGA-05-4250-01Z-00-DX1.90f67fdf-dff9-46ca-af7...</td>\n",
+       "      <td>hist</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           embedding  \\\n",
+       "0  [-0.13619163632392883, -0.21455396711826324, 0...   \n",
+       "1  [-0.2422751635313034, -0.19156047701835632, 0....   \n",
+       "2  [-0.15457499027252197, 0.021765941753983498, 0...   \n",
+       "\n",
+       "                                 authz collection_name  collection_id  \\\n",
+       "0  /programs/dev/projects/testproject1            hist            NaN   \n",
+       "1  /programs/dev/projects/testproject1            hist            NaN   \n",
+       "2  /programs/dev/projects/testproject1            hist            NaN   \n",
+       "\n",
+       "        case_id                                            file_id model  \n",
+       "0  TCGA-05-4244  TCGA-05-4244-01Z-00-DX1.d4ff32cd-38cf-40ea-821...  hist  \n",
+       "1  TCGA-05-4249  TCGA-05-4249-01Z-00-DX1.9fce0297-cc19-4c04-872...  hist  \n",
+       "2  TCGA-05-4250  TCGA-05-4250-01Z-00-DX1.90f67fdf-dff9-46ca-af7...  hist  "
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# here's a quick visualization of the columns/data of this input manifest\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/hist.tsv', sep='\\t', nrows=3)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "2b60bb4b",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Publishing Gen3 Embeddings Manifest: 100%|█| 9751/9751 [00:30<00:00, 320.94it/s]\n",
+      "Published 9751 embeddings.\n",
+      "Wrote output manifest: ../../tests/embeddings_tests/hist_output.tsv.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings publish ../../tests/embeddings_tests/hist.tsv --default-collection hist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "15ee7969",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
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+         "type": "string"
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+        {
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+         "rawType": "float64",
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+         "rawType": "object",
+         "type": "string"
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+         "type": "string"
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+        {
+         "name": "model",
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0.0269775390625, 0.0152587890625, -0.0185546875, -0.0023040771484375, 0.0189208984375]",
+         "/programs/dev/projects/testproject1",
+         "summ",
+         null,
+         "TCGA-02-2483",
+         "TCGA-02-2483.e73f6ba1-564c-4fea-b088-f2357ff49ee7",
+         "summ"
+        ]
+       ],
+       "shape": {
+        "columns": 7,
+        "rows": 3
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>embedding</th>\n",
+       "      <th>authz</th>\n",
+       "      <th>collection_name</th>\n",
+       "      <th>collection_id</th>\n",
+       "      <th>case_id</th>\n",
+       "      <th>file_id</th>\n",
+       "      <th>model</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[0.0166015625, -0.0108642578125, 0.00028991699...</td>\n",
+       "      <td>/programs/dev/projects/testproject1</td>\n",
+       "      <td>summ</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TCGA-02-2466</td>\n",
+       "      <td>TCGA-02-2466.e9e97b51-1474-463b-8693-7b66f74319c9</td>\n",
+       "      <td>summ</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>[0.00726318359375, -0.007080078125, -0.0030670...</td>\n",
+       "      <td>/programs/dev/projects/testproject1</td>\n",
+       "      <td>summ</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TCGA-02-2470</td>\n",
+       "      <td>TCGA-02-2470.e21f66d9-e124-43d7-81fe-489d15d69cbf</td>\n",
+       "      <td>summ</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>[0.022216796875, -0.0111083984375, -0.01599121...</td>\n",
+       "      <td>/programs/dev/projects/testproject1</td>\n",
+       "      <td>summ</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TCGA-02-2483</td>\n",
+       "      <td>TCGA-02-2483.e73f6ba1-564c-4fea-b088-f2357ff49ee7</td>\n",
+       "      <td>summ</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           embedding  \\\n",
+       "0  [0.0166015625, -0.0108642578125, 0.00028991699...   \n",
+       "1  [0.00726318359375, -0.007080078125, -0.0030670...   \n",
+       "2  [0.022216796875, -0.0111083984375, -0.01599121...   \n",
+       "\n",
+       "                                 authz collection_name  collection_id  \\\n",
+       "0  /programs/dev/projects/testproject1            summ            NaN   \n",
+       "1  /programs/dev/projects/testproject1            summ            NaN   \n",
+       "2  /programs/dev/projects/testproject1            summ            NaN   \n",
+       "\n",
+       "        case_id                                            file_id model  \n",
+       "0  TCGA-02-2466  TCGA-02-2466.e9e97b51-1474-463b-8693-7b66f74319c9  summ  \n",
+       "1  TCGA-02-2470  TCGA-02-2470.e21f66d9-e124-43d7-81fe-489d15d69cbf  summ  \n",
+       "2  TCGA-02-2483  TCGA-02-2483.e73f6ba1-564c-4fea-b088-f2357ff49ee7  summ  "
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# here's a quick visualization of the columns/data of this input manifest\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/summ.tsv', sep='\\t', nrows=3)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "a9c15795",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Publishing Gen3 Embeddings Manifest: 100%|█| 9523/9523 [00:58<00:00, 162.21it/s]\n",
+      "Published 9523 embeddings.\n",
+      "Wrote output manifest: ../../tests/embeddings_tests/summ_output.tsv.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings publish ../../tests/embeddings_tests/summ.tsv --default-collection summ"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "94b36274",
+   "metadata": {},
+   "source": [
+    "## Convert Published Embeddings Manifests into Indexing Manifests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d3d234a7",
+   "metadata": {},
+   "source": [
+    "Each of the `publish` commands above generated an output file `{input_filename}_output.tsv` (unless you overrode the output filename). \n",
+    "\n",
+    "Those outputs are manifests that now contain the final `embedding_id` and other Gen3 Embedding information that came back from creating embeddings through the Gen3 Embeddings API.\n",
+    "\n",
+    "We can **convert** those _outputted_ Published Gen3 Embeddings Manifests into Gen3 Indexing Manifests to _input_ into the Gen3 Indexing process. This will allow us to create persistent, globally unique identifiers (GUIDs) in Gen3 through the Gen3 Indexing API.\n",
+    "\n",
+    "So first, let's convert to the expected format for indexing."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "e27072ed",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "int64",
+         "type": "integer"
+        },
+        {
+         "name": "embedding_id",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "embedding",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "collection_id",
+         "rawType": "int64",
+         "type": "integer"
+        },
+        {
+         "name": "authz",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "self",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "case_id",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "file_id",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "model",
+         "rawType": "object",
+         "type": "string"
+        }
+       ],
+       "ref": "1ff9daaa-33a7-4039-b972-101a406562f2",
+       "rows": [
+        [
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0.10190314054489136, 0.2556697130203247, 0.7563536763191223, 0.561689555644989, 0.37476643919944763, 1.1921944618225098, -0.05868332087993622, 0.32361334562301636, 2.0944676399230957, -0.13852930068969727, 0.3993547260761261, -0.3655468821525574, -1.0424389839172363, -0.22257837653160095, 0.16282464563846588, -0.5222870111465454, -0.36136338114738464, -0.13228385150432587, -0.45417338609695435, -0.46975791454315186, 0.5529836416244507, -0.33592188358306885, 3.5187487602233887, -0.3442281186580658, 0.6731286644935608, -0.11078453809022903, 0.2482910454273224, -0.8842334151268005, 0.5282289981842041, 0.5008593201637268, 0.34760287404060364, -0.18906188011169434, 1.1737756729125977, 0.4262433648109436, 0.33812204003334045, 0.13680288195610046, -0.36497369408607483, 0.28234246373176575, -0.5322555303573608, 0.07408523559570312, -0.0001564145932206884, -0.03344247117638588, 0.7449718713760376, 0.5041608214378357, -0.016336875036358833, 0.8023883104324341, 0.5218609571456909, -0.390738308429718, -0.6560747027397156, -23.003623962402344, 0.3474477231502533, 0.19470913708209991, 1.0151666402816772, 0.4745924770832062, 0.17474812269210815, 0.3434079587459564, 1.017383098602295, -0.5356426239013672, -0.56608647108078, -0.5012590885162354, -0.10026989132165909, -0.9076321125030518, 0.0480935238301754, 0.29979583621025085, -0.13784144818782806, -0.26165786385536194, -0.5504957437515259]",
+         "141",
+         "['/vectorstore/collections/expr']",
+         "/vectorstore/collections/expr/embeddings/73a2b78d-4bb4-4327-bcaa-ca94f527e276",
+         "TCGA-XT-AASU",
+         "aed00751-a16b-4452-a69b-af47d910b5b5",
+         "expr"
+        ]
+       ],
+       "shape": {
+        "columns": 8,
+        "rows": 3
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>embedding_id</th>\n",
+       "      <th>embedding</th>\n",
+       "      <th>collection_id</th>\n",
+       "      <th>authz</th>\n",
+       "      <th>self</th>\n",
+       "      <th>case_id</th>\n",
+       "      <th>file_id</th>\n",
+       "      <th>model</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>65249fd6-95d2-4dc5-b399-24d2dcddce31</td>\n",
+       "      <td>[-0.17901486158370972, 0.6868948340415955, 1.3...</td>\n",
+       "      <td>141</td>\n",
+       "      <td>['/vectorstore/collections/expr']</td>\n",
+       "      <td>/vectorstore/collections/expr/embeddings/65249...</td>\n",
+       "      <td>TCGA-XR-A8TG</td>\n",
+       "      <td>9ea1ae11-2d1e-4d55-bbc6-c6f136041c6d</td>\n",
+       "      <td>expr</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1793545d-cc57-40ca-ab32-e26d6e010bb6</td>\n",
+       "      <td>[-0.19281341135501862, 0.7919774055480957, 1.1...</td>\n",
+       "      <td>141</td>\n",
+       "      <td>['/vectorstore/collections/expr']</td>\n",
+       "      <td>/vectorstore/collections/expr/embeddings/17935...</td>\n",
+       "      <td>TCGA-XS-A8TJ</td>\n",
+       "      <td>f3491776-22a7-4fac-baf0-2d2995b42572</td>\n",
+       "      <td>expr</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>73a2b78d-4bb4-4327-bcaa-ca94f527e276</td>\n",
+       "      <td>[-0.1024128794670105, 0.7253023982048035, 0.92...</td>\n",
+       "      <td>141</td>\n",
+       "      <td>['/vectorstore/collections/expr']</td>\n",
+       "      <td>/vectorstore/collections/expr/embeddings/73a2b...</td>\n",
+       "      <td>TCGA-XT-AASU</td>\n",
+       "      <td>aed00751-a16b-4452-a69b-af47d910b5b5</td>\n",
+       "      <td>expr</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           embedding_id  \\\n",
+       "0  65249fd6-95d2-4dc5-b399-24d2dcddce31   \n",
+       "1  1793545d-cc57-40ca-ab32-e26d6e010bb6   \n",
+       "2  73a2b78d-4bb4-4327-bcaa-ca94f527e276   \n",
+       "\n",
+       "                                           embedding  collection_id  \\\n",
+       "0  [-0.17901486158370972, 0.6868948340415955, 1.3...            141   \n",
+       "1  [-0.19281341135501862, 0.7919774055480957, 1.1...            141   \n",
+       "2  [-0.1024128794670105, 0.7253023982048035, 0.92...            141   \n",
+       "\n",
+       "                               authz  \\\n",
+       "0  ['/vectorstore/collections/expr']   \n",
+       "1  ['/vectorstore/collections/expr']   \n",
+       "2  ['/vectorstore/collections/expr']   \n",
+       "\n",
+       "                                                self       case_id  \\\n",
+       "0  /vectorstore/collections/expr/embeddings/65249...  TCGA-XR-A8TG   \n",
+       "1  /vectorstore/collections/expr/embeddings/17935...  TCGA-XS-A8TJ   \n",
+       "2  /vectorstore/collections/expr/embeddings/73a2b...  TCGA-XT-AASU   \n",
+       "\n",
+       "                                file_id model  \n",
+       "0  9ea1ae11-2d1e-4d55-bbc6-c6f136041c6d  expr  \n",
+       "1  f3491776-22a7-4fac-baf0-2d2995b42572  expr  \n",
+       "2  aed00751-a16b-4452-a69b-af47d910b5b5  expr  "
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# here's a quick visualization of the columns/data of the output manifest from previous `publish` commands\n",
+    "# this is what we'll convert\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/expr_output.tsv', sep='\\t', nrows=3)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "735a7ee4",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Usage: gen3 ai embeddings convert [OPTIONS] MANIFEST_FILE\n",
+      "\n",
+      "  Convert a Gen3 Embeddings Manifest into a Gen3 Indexing Manifest.\n",
+      "\n",
+      "  The input manifest (Gen3 Embeddings Manifest) must contain at least the columns: \n",
+      " \n",
+      "      embedding: JSON-encoded list of floats\n",
+      "      authz: single Gen3 authz resource path which will control authorization to this embedding\n",
+      "      self: URL self-representation of the embedding in the Gen3 Embeddings API\n",
+      " \n",
+      "  The output file (Gen3 Indexing Manifest) will have the columns:\n",
+      " \n",
+      "      guid    md5    size    authz    acl    url\n",
+      " \n",
+      "  The GUID is left blank (it will be generated by the indexing), `md5` and `size` are\n",
+      "  derived from the JSON representation of the embedding vector, `authz` is\n",
+      "  passed through from the input, and `url` is populated from a `self`\n",
+      "  column.\n",
+      " \n",
+      "  A new file named `<original>_converted.tsv` is created in the same directory as\n",
+      "  the source file.\n",
+      " \n",
+      "  Example:\n",
+      "      gen3 ai embeddings convert ./tests/embeddings_tests/test_summ.tsv\n",
+      "\n",
+      "Options:\n",
+      "  -o, --out-manifest-file TEXT  Output filename for final manifest (default:\n",
+      "                                originalfile_converted.tsv)\n",
+      "  -u, --url-prefix TEXT         Prefix for ALL `urls` in the output file. If a\n",
+      "                                url provided doesn't have the prefix, it will\n",
+      "                                be added. This can be used to ensure an\n",
+      "                                appropriate https://example.com/ai prefix if\n",
+      "                                the input manifest doesn't have that in all\n",
+      "                                the `self` fields.\n",
+      "  --help                        Show this message and exit.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings convert --help"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "6cfbf5d3",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Writing converted manifest to '../../tests/embeddings_tests/expr_output_converted.tsv'\n",
+      "Converting rows: 100%|██████████████████████| 203/203 [00:00<00:00, 8026.88it/s]\n",
+      "Done! Check for errors above. Gen3 Indexing Manifest: ../../tests/embeddings_tests/expr_output_converted.tsv\n",
+      "Writing converted manifest to '../../tests/embeddings_tests/hist_output_converted.tsv'\n",
+      "Converting rows: 100%|██████████████████████| 751/751 [00:00<00:00, 1462.01it/s]\n",
+      "Done! Check for errors above. Gen3 Indexing Manifest: ../../tests/embeddings_tests/hist_output_converted.tsv\n",
+      "Writing converted manifest to '../../tests/embeddings_tests/summ_output_converted.tsv'\n",
+      "Converting rows: 100%|███████████████████████| 523/523 [00:00<00:00, 741.44it/s]\n",
+      "Done! Check for errors above. Gen3 Indexing Manifest: ../../tests/embeddings_tests/summ_output_converted.tsv\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 $ai embeddings convert ../../tests/embeddings_tests/expr_output.tsv --url-prefix $url_prefix\n",
+    "!gen3 $ai embeddings convert ../../tests/embeddings_tests/hist_output.tsv --url-prefix $url_prefix\n",
+    "!gen3 $ai embeddings convert ../../tests/embeddings_tests/summ_output.tsv --url-prefix $url_prefix"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4cb7d7e5",
+   "metadata": {},
+   "source": [
+    "That `convert` command created new `{original_filename}_converted.tsv` files. Let's take a look at those:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "c2773cdf",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "int64",
+         "type": "integer"
+        },
+        {
+         "name": "guid",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "md5",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "size",
+         "rawType": "int64",
+         "type": "integer"
+        },
+        {
+         "name": "authz",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "acl",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "url",
+         "rawType": "object",
+         "type": "string"
+        }
+       ],
+       "ref": "c7485c4c-8949-43d8-b6cf-573e775ac4c4",
+       "rows": [
+        [
+         "0",
+         null,
+         "79e380cac79ff199cd1d9cfa9c386199",
+         "5074",
+         "['/vectorstore/collections/expr']",
+         null,
+         "http://127.0.0.1:4142/vectorstore/collections/expr/embeddings/65249fd6-95d2-4dc5-b399-24d2dcddce31"
+        ],
+        [
+         "1",
+         null,
+         "d592a94b9b3d2e2d519e9b171ac1763e",
+         "5090",
+         "['/vectorstore/collections/expr']",
+         null,
+         "http://127.0.0.1:4142/vectorstore/collections/expr/embeddings/1793545d-cc57-40ca-ab32-e26d6e010bb6"
+        ],
+        [
+         "2",
+         null,
+         "5d5fbf88f62fc3b4baabf6fa106ae71e",
+         "5087",
+         "['/vectorstore/collections/expr']",
+         null,
+         "http://127.0.0.1:4142/vectorstore/collections/expr/embeddings/73a2b78d-4bb4-4327-bcaa-ca94f527e276"
+        ]
+       ],
+       "shape": {
+        "columns": 6,
+        "rows": 3
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>guid</th>\n",
+       "      <th>md5</th>\n",
+       "      <th>size</th>\n",
+       "      <th>authz</th>\n",
+       "      <th>acl</th>\n",
+       "      <th>url</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>79e380cac79ff199cd1d9cfa9c386199</td>\n",
+       "      <td>5074</td>\n",
+       "      <td>['/vectorstore/collections/expr']</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>http://127.0.0.1:4142/vectorstore/collections/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>d592a94b9b3d2e2d519e9b171ac1763e</td>\n",
+       "      <td>5090</td>\n",
+       "      <td>['/vectorstore/collections/expr']</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>http://127.0.0.1:4142/vectorstore/collections/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5d5fbf88f62fc3b4baabf6fa106ae71e</td>\n",
+       "      <td>5087</td>\n",
+       "      <td>['/vectorstore/collections/expr']</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>http://127.0.0.1:4142/vectorstore/collections/...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   guid                               md5  size  \\\n",
+       "0   NaN  79e380cac79ff199cd1d9cfa9c386199  5074   \n",
+       "1   NaN  d592a94b9b3d2e2d519e9b171ac1763e  5090   \n",
+       "2   NaN  5d5fbf88f62fc3b4baabf6fa106ae71e  5087   \n",
+       "\n",
+       "                               authz  acl  \\\n",
+       "0  ['/vectorstore/collections/expr']  NaN   \n",
+       "1  ['/vectorstore/collections/expr']  NaN   \n",
+       "2  ['/vectorstore/collections/expr']  NaN   \n",
+       "\n",
+       "                                                 url  \n",
+       "0  http://127.0.0.1:4142/vectorstore/collections/...  \n",
+       "1  http://127.0.0.1:4142/vectorstore/collections/...  \n",
+       "2  http://127.0.0.1:4142/vectorstore/collections/...  "
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('../../tests/embeddings_tests/expr_output_converted.tsv', sep='\\t', nrows=3)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3ce84a39",
+   "metadata": {},
+   "source": [
+    "The above is a Gen3 Indexing Manifest with no GUIDs - we'll let the Gen3 Indexing command and backend generate those for us.\n",
+    "\n",
+    "The `md5` checksum and `size` in bytes columns above are of the JSON-stringified version of the vector (in other words, the \"data\" is the vector itself).\n",
+    "\n",
+    "`url` is a direct link to the Gen3 Embeddings API for that particular embedding.\n",
+    "\n",
+    "Now, before we index, let's validate our Gen3 Indexing manifest is correctly formatted:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "b46061fd",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/expr_output_converted.tsv --allowed-protocols https --allowed-protocols http\n",
+    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/hist_output_converted.tsv --allowed-protocols https --allowed-protocols http\n",
+    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/summ_output_converted.tsv --allowed-protocols https --allowed-protocols http"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "11335175",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Usage: gen3 objects manifest publish [OPTIONS] [FILE]\n",
+      "\n",
+      "  Publishes specified object manifest to Gen3 instance.\n",
+      "\n",
+      "Options:\n",
+      "  --thread-num INTEGER            number of threads for indexing  [default: 8]\n",
+      "  --append-urls                   If supplied, will append urls for existing\n",
+      "                                  records. e.g. existing urls will still exist\n",
+      "                                  and new ones will be added\n",
+      "                                  \n",
+      "                                  By default the newly provided urls will\n",
+      "                                  REPLACE existing urls\n",
+      "  --manifest-file-delimiter TEXT  string character that delimites the file\n",
+      "                                  (tab or comma). Defaults to tab.\n",
+      "  --out-manifest-file TEXT        The path to output manifest  [default:\n",
+      "                                  indexing-output-manifest.csv]\n",
+      "  --force-metadata-columns-even-if-empty\n",
+      "                                  force the creation of a metadata column\n",
+      "                                  entry for a GUID even if the value is empty.\n",
+      "                                  Enabling this will force the creation of\n",
+      "                                  metadata entries for every column.\n",
+      "  --help                          Show this message and exit.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 objects manifest publish --help"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "78534c5d",
+   "metadata": {},
+   "source": [
+    "TODO: fix permissions and continue writing the notebook to\n",
+    "\n",
+    "- publish indexing manifest\n",
+    "- get list of GUIDs from manifest\n",
+    "- simulate a search resulting in GUIDs\n",
+    "- bulk retrieve embeddings from Fence\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "d115d1e1",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Publishing/writing object data from ../../tests/embeddings_tests/expr_output_converted.tsv...\n",
+      "    to: https://avantol-local.dev.planx-pla.net\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,150][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,158][  ERROR] Can not update/create an indexd record with guirequests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "d . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,158][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,158][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,159][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,160][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,166][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,166][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,194][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,202][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,202][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,203][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,207][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:39,213][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,213][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,214][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,227][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:39,237][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,237][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,256][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "[2026-06-01 16:46:39,257][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,257][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,257][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,258][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "[2026-06-01 16:46:39,273][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,273][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,276][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,292][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,292][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,301][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,301][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,303][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,305][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:39,322][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,322][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,332][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,338][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,338][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,348][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,351][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,352][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,358][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,367][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,369][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,372][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,377][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,381][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,402][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,406][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,408][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,419][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,421][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,430][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,438][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,440][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,443][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,447][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,449][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,452][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,455][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,474][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,475][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,484][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,486][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,486][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,488][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,490][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,502][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,508][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,509][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,517][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,519][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,524][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,527][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTrequests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "PError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,540][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,540][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,552][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,554][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,555][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,562][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,563][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,565][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,575][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,581][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,586][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,586][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "[2026-06-01 16:46:39,596][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,597][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,597][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "[2026-06-01 16:46:39,616][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,616][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,616][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,626][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,627][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,645][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,653][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "[2026-06-01 16:46:39,655][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,655][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "[2026-06-01 16:46:39,662][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,662][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,665][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,668][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:39,687][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,687][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,690][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,694][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,698][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,699][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,705][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,720][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,720][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,724][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,727][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,730][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,730][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,733][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,747][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,768][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:39,768][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,769][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,769][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,769][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,776][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,776][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,801][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,801][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,810][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:39,811][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:39,812][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:39,812][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,813][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,827][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,839][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,847][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,857][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,858][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,861][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,867][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,868][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,871][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,875][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,880][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,891][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,892][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,908][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,912][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,914][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,922][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,922][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,930][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,938][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,945][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,947][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,949][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,953][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,958][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,958][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,980][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,980][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:39,982][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,982][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:39,992][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,993][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:39,998][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,001][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    r  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "esp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:40,020][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,020][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,021][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,024][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,030][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,034][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,043][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "[2026-06-01 16:46:40,059][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:40,059][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,059][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,060][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,069][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,071][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,088][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,092][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,097][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:40,102][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,102][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,110][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,123][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,130][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,134][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,141][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,154][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "[2026-06-01 16:46:40,167][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,167][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,172][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,187][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,187][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,198][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,202][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,209][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,219][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "[2026-06-01 16:46:40,229][  ERROR] Can not update/create an indexd record  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      " with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,229][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,240][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,249][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
+      "    doc = indexclient.create(**record)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
+      "    resp = self._post(\n",
+      "        \"index/\",\n",
+      "    ...<2 lines>...\n",
+      "        auth=self.auth,\n",
+      "    )\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
+      "    return func(*args, **kwargs)\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
+      "    handle_error(resp)\n",
+      "    ~~~~~~~~~~~~^^^^^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
+      "    resp.raise_for_status()\n",
+      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
+      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
+      "    raise HTTPError(http_error_msg, response=self)\n",
+      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
+      "[2026-06-01 16:46:40,260][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n"
+     ]
+    }
+   ],
+   "source": [
+    "!gen3 objects manifest publish ../../tests/embeddings_tests/expr_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/expr_output_converted_indexed.tsv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "72e936f1",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "gen3-NXImaaEr-py3.13",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/gen3/ai.py b/gen3/ai.py
index 2fdc76b11..f8561c1a7 100644
--- a/gen3/ai.py
+++ b/gen3/ai.py
@@ -68,7 +68,7 @@ async def create_collection(
         description: str | None = None,
     ) -> dict[str, Any]:
         """
-        Create a new vector collection.
+        Create a new vectorstore collection.
 
         Args:
             collection_name (str): Name of the collection to create
@@ -82,10 +82,16 @@ async def create_collection(
             httpx.HTTPError: If the request fails
         """
         url = f"{self.endpoint}/vectorstore/collections"
+
         payload = {
             "collection_name": collection_name,
             "dimensions": dimensions,
         }
+
+        # TODO: remove when the service does this automatically
+        if dimensions > 2000:
+            payload["vector_type"] = "halfvec"
+
         if description:
             payload["description"] = description
 
@@ -142,7 +148,7 @@ async def list_collections(
         self, collection_name: str | None = None
     ) -> list[dict[str, Any]]:
         """
-        List all vector collections.
+        List all vectorstore collections.
 
         Args:
             collection_name (str): optional collection_name to retrieve, if not provided will list all
@@ -154,13 +160,22 @@ async def list_collections(
             httpx.HTTPError: If the request fails
         """
         url = f"{self.endpoint}/vectorstore/collections"
+        collections = []
+
         if collection_name:
             url += f"/{collection_name}"
 
         async with httpx.AsyncClient() as client:
             response = await client.get(url, headers=self._get_headers())
             response.raise_for_status()
-            return response.json()
+            response_json = response.json()
+
+        if collection_name:
+            collections = [response_json]
+        else:
+            collections = response_json.get("collections", [])
+
+        return collections
 
     @backoff.on_exception(backoff.expo, Exception, **DEFAULT_BACKOFF_SETTINGS)
     async def list_embeddings(
@@ -194,7 +209,7 @@ async def list_embeddings(
     @backoff.on_exception(backoff.expo, Exception, **DEFAULT_BACKOFF_SETTINGS)
     async def delete_collection(self, collection_name: str) -> None:
         """
-        Delete a vector collection.
+        Delete a vectorstore collection.
 
         Args:
             collection_name (str): Name of the collection to delete
diff --git a/gen3/cli/ai/embeddings.py b/gen3/cli/ai/embeddings.py
index e6a1ac6f7..cc70e2276 100644
--- a/gen3/cli/ai/embeddings.py
+++ b/gen3/cli/ai/embeddings.py
@@ -1,23 +1,158 @@
 import asyncio
 import csv
+import hashlib
 import json
 import os
 import sys
 import traceback
 
 import click
+from tqdm.auto import tqdm
 
 from gen3 import logging
 from gen3.ai import EmbeddingsClient, LocalEmbeddingClient
 from gen3.cli.ai.utils import chunk_text, get_all_nested_files
+from gen3.utils import get_or_create_event_loop_for_thread
 
 COLLECTION_NAME_TO_ID_CACHE = {}
 
 
 @click.command(
-    "publish",
+    "convert",
+    help=("""
+        Convert a Gen3 Embeddings Manifest into a Gen3 Indexing Manifest.
+
+        \b
+        The input manifest (Gen3 Embeddings Manifest) must contain at least the columns: 
+        \b
+            embedding: JSON-encoded list of floats
+            authz: single Gen3 authz resource path which will control authorization to this embedding
+            self: URL self-representation of the embedding in the Gen3 Embeddings API
+        \b
+        The output file (Gen3 Indexing Manifest) will have the columns:
+        \b
+            guid    md5    size    authz    acl    url
+        \b
+        The GUID is left blank (it will be generated by the indexing), `md5` and `size` are
+        derived from the JSON representation of the embedding vector, `authz` is
+        passed through from the input, and `url` is populated from a `self`
+        column.
+        \b
+        A new file named `<original>_converted.tsv` is created in the same directory as
+        the source file.
+        \b
+        Example:
+            gen3 ai embeddings convert ./tests/embeddings_tests/test_summ.tsv
+        """),
+)
+@click.argument(
+    "manifest_file",
+    type=click.Path(exists=True, dir_okay=False),
+    required=True,
+)
+@click.option(
+    "--out-manifest-file",
+    "-o",
+    default=None,
+    help="Output filename for final manifest (default: originalfile_converted.tsv)",
+)
+@click.option(
+    "--url-prefix",
+    "-u",
+    default=None,
     help=(
-        """
+        "Prefix for ALL `urls` in the output file. If a url provided doesn't have the prefix, it will be added. "
+        "This can be used to ensure an appropriate https://example.com/ai prefix if the input manifest doesn't have that "
+        "in all the `self` fields."
+    ),
+)
+@click.pass_context
+def convert_embeddings(
+    ctx,
+    manifest_file: str,
+    out_manifest_file: str | None,
+    url_prefix: str = "",
+):
+    """
+    Convert a Gen3 Embeddings Manifest into a Gen3 Indexing Manifest.
+
+    See above `help` for more details.
+    """
+    auth = ctx.obj["auth_factory"].get()
+    client: EmbeddingsClient = ctx.obj["client"]
+
+    manifest_file_name = click.format_filename(manifest_file)
+    delimiter = "\t" if manifest_file_name.endswith(".tsv") else ","
+    with open(manifest_file_name, encoding="utf-8") as f:
+        reader = csv.DictReader(f, delimiter=delimiter)
+        rows = list(reader)
+
+    if not rows:
+        click.echo("No rows found in manifest.", err=True)
+        return
+
+    out_manifest_file = (
+        out_manifest_file
+        if out_manifest_file
+        else f"{os.path.splitext(manifest_file_name)[0]}_converted.tsv"
+    )
+    click.echo(f"Writing converted manifest to '{out_manifest_file}'")
+    fieldnames = ["guid", "md5", "size", "authz", "acl", "url"]
+
+    with open(out_manifest_file, "w", encoding="utf-8", newline="") as out_f:
+        writer = csv.DictWriter(out_f, fieldnames=fieldnames, delimiter="\t")
+        writer.writeheader()
+        row_number = 1
+        for row in tqdm(rows, desc="Converting rows"):
+            embedding_str = row.get("embedding", "[]")
+            try:
+                # eliminate whitespace in the JSON representation for consistent hashing
+                embedding_json = json.dumps(
+                    json.loads(embedding_str), separators=(",", ":")
+                )
+            except Exception as exc:
+                click.echo(
+                    f"Invalid embedding in row: {row}. Skipping. Error: {exc}", err=True
+                )
+                continue
+
+            md5_hash = hashlib.md5(embedding_json.encode("utf-8")).hexdigest()
+            size_bytes = len(embedding_json.encode("utf-8"))
+            authz = row.get("authz", "")
+            url = row.get("self", "")
+
+            if not url:
+                logging.error(
+                    f"Row #{row_number} did not contain REQUIRED `self` column contents. Continuing anyway..."
+                )
+
+            if not authz:
+                logging.error(
+                    f"Row #{row_number} did not contain REQUIRED `authz` column contents. Continuing anyway..."
+                )
+
+            if not url.startswith(url_prefix):
+                url = url_prefix + url
+
+            out_row = {
+                "guid": "",
+                "md5": md5_hash,
+                "size": size_bytes,
+                "authz": authz,
+                "acl": "",
+                "url": url,
+            }
+            writer.writerow(out_row)
+            row_number += 1
+
+    click.echo(
+        f"Done! Check for errors above. Gen3 Indexing Manifest: {out_manifest_file}"
+    )
+
+
+@click.command(
+    "publish",
+    help=("""
         
         Publish a manifest of already-embedded objects to a Gen3 collection.
         The manifest must be a CSV/TSV with the following columns:
@@ -31,8 +166,7 @@
 
         \b
             gen3 ai embeddings publish --collection "ctds-github-md" --manifest_file embeddings.tsv
-        """
-    ),
+        """),
 )
 @click.argument(
     "manifest_file",
@@ -50,9 +184,16 @@
     "default_collection",
     help="Name of the default embeddings collection (used when rows don't specify).",
 )
+@click.option(
+    "--out-manifest-file",
+    "-o",
+    default=None,
+    help="Output filename for final manifest",
+)
 @click.pass_context
 def publish_embeddings(
     ctx,
+    out_manifest_file: str | None,
     manifest_file: str,
     batch_size: int,
     default_collection: str | None = None,
@@ -62,7 +203,8 @@ def publish_embeddings(
 
     Args:
         batch_size (int): max number of embeddings before pushing to API in bulk per collection.
-           NOTE: as this increases it requires a larger memory footprint locally. The backend API
+           NOTE: as this increases it requires a larger memory footprint locally (as each batch
+                 is stored in-memory before creating in the API and then flushing). The backend API
                  also has limits.
     """
     auth = ctx.obj["auth_factory"].get()
@@ -70,84 +212,169 @@ def publish_embeddings(
 
     manifest_file_name = click.format_filename(manifest_file)
     delimiter = "\t" if manifest_file_name.endswith(".tsv") else ","
-    with open(manifest_file_name, encoding="utf-8") as f:
-        reader = csv.DictReader(f, delimiter=delimiter)
-        # TODO: chunk the rows in addition to the chunked API. As this stands,
-        #       all rows are loaded into memory and only the API calls are batched
-        rows = list(reader)
 
-    if not rows:
-        click.echo("No rows found in manifest.", err=True)
-        return
+    # get a total line count without loading the whole file in memory
+    with open(manifest_file_name, encoding="utf-8") as file:
+        # - 1 for header
+        total_rows = sum(1 for line in file) - 1
+
+    with open(manifest_file_name, encoding="utf-8") as file:
+        reader = csv.DictReader(file, delimiter=delimiter)
+        out_manifest_file = (
+            out_manifest_file
+            if out_manifest_file
+            else f"{os.path.splitext(manifest_file_name)[0]}_output.tsv"
+        )
 
-    # build metadata columns list (exclude embedding and collection fields)
-    excluded = {"embedding", "collection_id", "collection_name", "authz"}
-    metadata_cols = [c for c in getattr(reader, "fieldnames", []) if c not in excluded]
-
-    pending_per_collection = {}
-    pending_count = 0
-    for row in rows:
-        collection_id = row.get("collection_id")
-        collection_name = row.get("collection_name", "")
-        authz = row.get("authz")
-
-        if not collection_id:
-            collection_id, collection_name = _get_collection_id_and_name(
-                collection_name=collection_name,
-                client=client,
-                default_collection=default_collection,
-            )
+        # build metadata columns list (exclude embedding and collection fields)
+        excluded = {"embedding", "collection_id", "collection_name", "authz"}
+        metadata_cols = [
+            c for c in getattr(reader, "fieldnames", []) if c not in excluded
+        ]
 
-        try:
-            embedding = json.loads(row.get("embedding", "[]"))
-        except json.JSONDecodeError as exc:
-            click.echo(
-                f"Invalid embedding in row: {row}. Skipping. Error: {exc}", err=True
-            )
-            continue
-
-        metadata = {k: row[k] for k in metadata_cols if k in row}
-        embedding_content = {"embedding": embedding, "metadata": metadata}
-
-        if authz:
-            embedding_content.update({"authz": authz})
-
-        pending_per_collection.setdefault(collection_id, []).append(embedding_content)
-        pending_count += 1
-
-        # create the embeddings
-        if pending_count > batch_size:
-            for (
-                collection_id,
-                embeddings_with_metadata,
-            ) in pending_per_collection.items():
-                # TODO: if this fails, retry? More informative error? depends on what we do on the backend
-                asyncio.run(
-                    client.create_embeddings(
+        pending_per_collection = {}
+        pending_count = 0
+        total_count = 0
+
+        all_metadata_keys = set()
+        output_header_written = False
+
+        with tqdm(
+            total=total_rows,
+            desc="Publishing Gen3 Embeddings Manifest",
+            mininterval=1.0,
+        ) as pbar:
+            for row in reader:
+                collection_id = row.get("collection_id")
+                collection_name = row.get("collection_name", "")
+                authz = row.get("authz")
+
+                if not collection_id:
+                    collection_id, collection_name = _get_collection_id_and_name(
                         collection_name=collection_name,
-                        collection_id=collection_id,
-                        embeddings_with_metadata=embeddings_with_metadata,
+                        client=client,
+                        default_collection=default_collection,
                     )
+
+                try:
+                    embedding = json.loads(row.get("embedding", "[]"))
+                except json.JSONDecodeError as exc:
+                    click.echo(
+                        f"Invalid embedding in row: {row}. Skipping. Error: {exc}",
+                        err=True,
+                    )
+                    pbar.update(1)
+                    continue
+
+                metadata = {k: row[k] for k in metadata_cols if k in row}
+                embedding_content = {"embedding": embedding, "metadata": metadata}
+
+                # this presumes that all rows have the same metadata keys since it's based
+                # on the overall columns of the manifest
+                all_metadata_keys.update(metadata.keys())
+
+                if authz:
+                    embedding_content.update({"authz": authz})
+
+                collection_group = pending_per_collection.setdefault(
+                    collection_id, {"name": collection_name, "embeddings": []}
                 )
-            pending_per_collection.clear()
-            pending_count = 0
-
-    # get the last batch
-    if pending_per_collection:
-        for collection_id, embeddings_with_metadata in pending_per_collection.items():
-            # TODO: if this fails, retry? More informative error? depends on what we do on the backend
-            asyncio.run(
-                client.create_embeddings(
-                    # ignore unbound type error here because we know it will be bound
-                    collection_name=collection_name,  # type: ignore
-                    collection_id=collection_id,
-                    embeddings_with_metadata=embeddings_with_metadata,
-                )
-            )
-        pending_per_collection.clear()
-        pending_count = 0
+                collection_group["embeddings"].append(embedding_content)
+                pending_count += 1
+
+                # create the embeddings
+                if pending_count >= batch_size:
+                    for (
+                        collection_id,
+                        collection_group,
+                    ) in pending_per_collection.items():
+                        loop = get_or_create_event_loop_for_thread()
+                        created_embeddings_response = loop.run_until_complete(
+                            client.create_embeddings(
+                                collection_name=collection_group["name"],
+                                collection_id=collection_id,
+                                embeddings_with_metadata=collection_group["embeddings"],
+                            )
+                        )
+                        created_embeddings = created_embeddings_response.get(
+                            "embeddings", {}
+                        )
+
+                        _write_created_embeddings_to_file(
+                            created_embeddings,
+                            out_manifest_file,
+                            all_metadata_keys=all_metadata_keys,
+                            output_header_written=output_header_written,
+                        )
+
+                    total_count += pending_count
+                    pbar.update(pending_count)
+                    pending_per_collection.clear()
+                    pending_count = 0
+
+            # get the last batch
+            if pending_per_collection:
+                for collection_id, collection_group in pending_per_collection.items():
+                    loop = get_or_create_event_loop_for_thread()
+                    created_embeddings_response = loop.run_until_complete(
+                        client.create_embeddings(
+                            # ignore unbound type error here because we know it will be bound
+                            collection_name=collection_group["name"],
+                            collection_id=collection_id,
+                            embeddings_with_metadata=collection_group["embeddings"],
+                        )
+                    )
+                    created_embeddings = created_embeddings_response.get(
+                        "embeddings", {}
+                    )
+
+                    _write_created_embeddings_to_file(
+                        created_embeddings,
+                        out_manifest_file,
+                        all_metadata_keys=all_metadata_keys,
+                        output_header_written=output_header_written,
+                    )
+
+                total_count += pending_count
+                pbar.update(pending_count)
+                pending_per_collection.clear()
+                pending_count = 0
+
+    click.echo(f"Published {total_count} embeddings.")
+    click.echo(f"Wrote output manifest: {out_manifest_file}.")
+
+
+def _write_created_embeddings_to_file(
+    created_embeddings: dict,
+    out_manifest_file: str,
+    all_metadata_keys: set,
+    output_header_written: bool,
+):
+    """
+    Write the provided created_embeddings to the output file. Allows calling multiple times
+    """
+    logging.info(f"Writing batch of created embeddings to '{out_manifest_file}'...")
+    # write to manifest file
+    fieldnames = ["embedding_id", "embedding", "collection_id", "authz", "self"]
+    fieldnames.extend(sorted(list(all_metadata_keys)))
+
+    with open(out_manifest_file, "w", encoding="utf-8") as f:
+        writer = csv.DictWriter(f, fieldnames=fieldnames, delimiter="\t")
 
-    click.echo(f"Published {len(rows)} embeddings.")
+        if not output_header_written:
+            writer.writeheader()
+            output_header_written = True
+
+        for item in created_embeddings:
+            row = {
+                "embedding_id": item["embedding_id"],
+                "embedding": json.dumps(item["vector"]),
+                "authz": item.get("info", {}).get("authz", ""),
+                "collection_id": item.get("info", {}).get("collection_id", ""),
+                "self": item.get("info", {}).get("self", ""),
+            }
+            row.update(item.get("info", {}).get("metadata", {}))
+            writer.writerow(row)
 
 
 def _get_collection_id_and_name(
@@ -170,6 +397,11 @@ def _get_collection_id_and_name(
         collection = asyncio.run(
             client.list_collections(collection_name=collection_name)
         )
+        if not collection:
+            click.echo(
+                f"Failed to resolve a collection. Given collection_name:'{collection_name}' / default_collection:'{default_collection}'"
+            )
+            sys.exit(1)
         collection_id = collection[0]["id"]
 
         # update in-mem cache
@@ -181,6 +413,11 @@ def _get_collection_id_and_name(
         collection = asyncio.run(
             client.list_collections(collection_name=collection_name)
         )
+        if not collection:
+            click.echo(
+                f"Failed to resolve a collection. Given collection_name:'{collection_name}' / default_collection:'{default_collection}'"
+            )
+            sys.exit(1)
         collection_id = collection[0]["id"]
 
         # update in-mem cache
diff --git a/gen3/cli/ai/embeddings_collections.py b/gen3/cli/ai/embeddings_collections.py
index a111dabde..2fa8fa9fa 100644
--- a/gen3/cli/ai/embeddings_collections.py
+++ b/gen3/cli/ai/embeddings_collections.py
@@ -25,7 +25,7 @@ def create_collection(
     ctx: click.Context, dimensions: int, description: str | None, collection_name: str
 ) -> None:
     """
-    Create a new vector collection.
+    Create a new embeddings collection.
 
     COLLECTION_NAME: Name for the new collection
     """
@@ -58,7 +58,7 @@ def read_collections(
     ctx: click.Context, format: str, collection_name: str | None
 ) -> None:
     """
-    Read vector collections. If no collection name provided, list all.
+    Read embeddings collections. If no collection name provided, list all.
 
     COLLECTION_NAME: Optional specific collection name to filter by
     """
@@ -66,7 +66,7 @@ def read_collections(
 
     if collection_name is not None:
         click_echo_if_text(
-            f"Reading vector collection {collection_name}...", format=format
+            f"Reading embeddings collection {collection_name}...", format=format
         )
         try:
             collections = asyncio.run(
@@ -78,9 +78,9 @@ def read_collections(
             click.echo(f"Failed to find collection: {exc}", err=True)
             sys.exit(1)
     else:
-        click_echo_if_text("Listing all vector collections...", format=format)
+        click_echo_if_text("Listing all embeddings collections...", format=format)
         try:
-            collections = asyncio.run(client.list_collections()).get("collections", [])
+            collections = asyncio.run(client.list_collections())
             click_echo_if_text(f"Found {len(collections)} collection(s)", format=format)
             click_echo_dict_format(input_dict=collections, format=format)
         except httpx.HTTPError as exc:
@@ -93,7 +93,7 @@ def read_collections(
 @click.pass_context
 def delete_collection(ctx: click.Context, collection_name: str | None) -> None:
     """
-    Delete a vector collection.
+    Delete a embeddings collection.
 
     COLLECTION_NAME: collection name to delete
     """
@@ -105,3 +105,5 @@ def delete_collection(ctx: click.Context, collection_name: str | None) -> None:
     except httpx.HTTPError as exc:
         click.echo(f"Failed to delete collection: {exc}", err=True)
         sys.exit(1)
+
+    click_echo_if_text(f"Successfully deleted collection '{collection_name}'!")
diff --git a/gen3/cli/ai/main.py b/gen3/cli/ai/main.py
index ccf3ed7c6..6ae96a169 100644
--- a/gen3/cli/ai/main.py
+++ b/gen3/cli/ai/main.py
@@ -18,6 +18,9 @@
 # authz: authz resource path (optional, will default to collection)
 # collection_id / collection_name: collection embedding should be placed in (if name is provided, use list_collection(collection_name=provided) to determine the ID)
 # ** additional columns are interpretted as metadata
+
+gen3 --auth ~/.gen3/local_helm_test_user.json --endpoint "http://127.0.0.1:4142" ai --api-prefix "" embeddings publish ./tests/embeddings_tests/expr.tsv --default-collection expr
+
 gen3 ai embeddings publish ./tests/embeddings_tests/expr.tsv --default-collection expr
 gen3 ai embeddings publish ./tests/embeddings_tests/hist.tsv --default-collection hist
 gen3 ai embeddings publish ./tests/embeddings_tests/summ.tsv --default-collection summ
@@ -35,6 +38,7 @@
 from gen3.ai import EmbeddingsClient
 from gen3.cli.ai.embeddings import (
     chunk_and_embed_text,
+    convert_embeddings,
     delete_embeddings,
     publish_embeddings,
     read_embeddings,
@@ -88,6 +92,7 @@ def collections(ctx: click.Context) -> None:
 embeddings.add_command(read_embeddings, name="read")
 embeddings.add_command(delete_embeddings, name="delete")
 embeddings.add_command(chunk_and_embed_text, name="embed-files")
+embeddings.add_command(convert_embeddings, name="convert")
 
 collections.add_command(create_collection, name="create")
 collections.add_command(read_collections, name="read")

From feaf690588fd739ae7456a50641640d8d57ca058 Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Tue, 16 Jun 2026 11:04:27 -0500
Subject: [PATCH 07/11] feat(bulk): add bulk content, update formater, cleanup

---
 .pre-commit-config.yaml                       |   23 +-
 .secrets.baseline                             |   31 +-
 docs/tutorial/gen3_embeddings.ipynb           | 6023 +----------------
 gen3/cli/ai/embeddings.py                     |  126 +-
 gen3/cli/content.py                           |  147 +
 gen3/cli/discovery.py                         |   12 +-
 gen3/cli/file.py                              |    1 -
 gen3/cli/objects.py                           |   11 +-
 gen3/configure.py                             |    1 +
 gen3/doi.py                                   |   13 +-
 gen3/external/__init__.py                     |    1 +
 gen3/external/nih/dbgap_doi.py                |    6 +-
 gen3/file.py                                  |  219 +-
 gen3/jobs.py                                  |    1 +
 gen3/metadata.py                              |    1 +
 gen3/tools/bundle/ingest_manifest.py          |   12 +-
 gen3/tools/download/drs_download.py           |   11 +-
 gen3/tools/download/external_file_download.py |    1 +
 gen3/tools/indexing/download_manifest.py      |    1 +
 gen3/tools/indexing/index_manifest.py         |   10 +-
 gen3/tools/indexing/merge_manifests.py        |    1 +
 .../indexing/post_indexing_validation.py      |    2 -
 .../indexing/validate_manifest_format.py      |    1 +
 gen3/tools/indexing/verify_manifest.py        |   20 +-
 gen3/tools/metadata/crosswalk.py              |    6 +-
 gen3/tools/metadata/discovery.py              |   12 +-
 gen3/tools/metadata/ingest_manifest.py        |    1 +
 gen3/tools/metadata/verify_manifest.py        |    1 +
 gen3/tools/utils.py                           |   44 +-
 gen3/utils.py                                 |    4 +-
 poetry.lock                                   | 1891 +++++-
 pyproject.toml                                |   15 +-
 tests/conftest.py                             |    2 +-
 tests/download_tests/test_async_download.py   |    6 -
 tests/download_tests/test_download.py         |    2 +-
 tests/test_crosswalk.py                       |    1 +
 tests/test_dbgap_fhir.py                      |    1 +
 tests/test_discovery_objects.py               |    1 -
 tests/test_doi.py                             |    1 +
 tests/test_file.py                            |    2 +-
 tests/test_index.py                           |   11 +-
 tests/test_object.py                          |    1 +
 tests/test_utils.py                           |  193 +-
 ..._mock_dbgap_study_registration_response.py |   20 +-
 44 files changed, 2546 insertions(+), 6344 deletions(-)
 create mode 100644 gen3/cli/content.py

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c2bd895e5..7b7c3e4a3 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,17 +1,26 @@
 repos:
--   repo: git@github.com:Yelp/detect-secrets
-    rev: v1.5.0
+    # nbstripout removes cell outputs from any jupyter notebooks to ensure 
+    # no accidental commit of responses / secrets
+-   repo: https://github.com/kynan/nbstripout
+    rev: 0.9.1
     hooks:
-    -   id: detect-secrets
-        args: ['--baseline', '.secrets.baseline']
-        exclude: '(docs\/_build|poetry.lock)'
+    -   id: nbstripout
 -   repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v6.0.0
     hooks:
     -   id: no-commit-to-branch
-        args: [--branch, develop, --branch, master, --pattern, release/.*]
+    # TODO: enable these in a future PR
+    # -   id: trailing-whitespace
+    # -   id: end-of-file-fixer
+        args: [--branch, develop, --branch, master, --branch, main, --pattern, release/.*]
 -   repo: https://github.com/psf/black
     rev: 26.5.1
     hooks:
     -   id: black
-        additional_dependencies: ['click==8.0.4']
+        additional_dependencies: ['click']
+-   repo: git@github.com:Yelp/detect-secrets
+    rev: v1.5.0
+    hooks:
+    -   id: detect-secrets
+        args: ['--baseline', '.secrets.baseline']
+        exclude: '(docs\/_build|poetry.lock)'
\ No newline at end of file
diff --git a/.secrets.baseline b/.secrets.baseline
index 6b112252b..1ba45dd8b 100644
--- a/.secrets.baseline
+++ b/.secrets.baseline
@@ -90,6 +90,10 @@
     {
       "path": "detect_secrets.filters.allowlist.is_line_allowlisted"
     },
+    {
+      "path": "detect_secrets.filters.common.is_baseline_file",
+      "filename": ".secrets.baseline"
+    },
     {
       "path": "detect_secrets.filters.common.is_ignored_due_to_verification_policies",
       "min_level": 2
@@ -194,29 +198,6 @@
         "line_number": 63
       }
     ],
-    "docs/tutorial/gen3_embeddings.ipynb": [
-      {
-        "type": "Hex High Entropy String",
-        "filename": "docs/tutorial/gen3_embeddings.ipynb",
-        "hashed_secret": "988d13de7f9d6ee628522ce562c368cb88f6ba35",
-        "is_verified": false,
-        "line_number": 1608
-      },
-      {
-        "type": "Hex High Entropy String",
-        "filename": "docs/tutorial/gen3_embeddings.ipynb",
-        "hashed_secret": "61d0e8952fb717a9c578dcf52e1372c1cf578d43",
-        "is_verified": false,
-        "line_number": 1617
-      },
-      {
-        "type": "Hex High Entropy String",
-        "filename": "docs/tutorial/gen3_embeddings.ipynb",
-        "hashed_secret": "a7e25a78c1711c9d27a9debedab7d39acd50ca66",
-        "is_verified": false,
-        "line_number": 1626
-      }
-    ],
     "docs/tutorial/quickStart.md": [
       {
         "type": "Hex High Entropy String",
@@ -437,7 +418,7 @@
         "filename": "tests/download_tests/test_async_download.py",
         "hashed_secret": "f0243b023d0551febbeac98dab37b0780328cb99",
         "is_verified": false,
-        "line_number": 220
+        "line_number": 216
       }
     ],
     "tests/merge_manifests/discovery_combine/discovery.tsv": [
@@ -690,5 +671,5 @@
       }
     ]
   },
-  "generated_at": "2026-06-01T21:52:01Z"
+  "generated_at": "2026-06-16T15:59:22Z"
 }
diff --git a/docs/tutorial/gen3_embeddings.ipynb b/docs/tutorial/gen3_embeddings.ipynb
index 858c34fd7..4d68f4786 100644
--- a/docs/tutorial/gen3_embeddings.ipynb
+++ b/docs/tutorial/gen3_embeddings.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5e493ec8",
+   "id": "0",
    "metadata": {},
    "source": [
     "# Gen3 Embeddings Demo\n",
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aae2faf5",
+   "id": "1",
    "metadata": {},
    "source": [
     "First, let's install the Gen3 Python Software Development Kit (SDK), which includes a command line interface (CLI)."
@@ -20,82 +20,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "id": "555e9985",
+   "execution_count": null,
+   "id": "2",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: pip in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (26.1.2)\n",
-      "Note: you may need to restart the kernel to use updated packages.\n",
-      "Requirement already satisfied: gen3 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (4.28.0)\n",
-      "Requirement already satisfied: aiofiles in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (25.1.0)\n",
-      "Requirement already satisfied: aiohttp in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (3.13.2)\n",
-      "Requirement already satisfied: backoff in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (1.11.1)\n",
-      "Requirement already satisfied: cdislogging<2.0.0,>=1.1.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (1.1.1)\n",
-      "Requirement already satisfied: click>=8.3.3 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (8.4.0)\n",
-      "Requirement already satisfied: dataclasses-json<=0.5.9 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (0.5.9)\n",
-      "Requirement already satisfied: drsclient>=0.3.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (0.3.2)\n",
-      "Requirement already satisfied: gen3users in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (1.1.1)\n",
-      "Requirement already satisfied: humanfriendly in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (10.0)\n",
-      "Requirement already satisfied: importlib_metadata<9,>=8 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (8.7.0)\n",
-      "Requirement already satisfied: indexclient<3.0.0,>=2.3.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.3.1)\n",
-      "Requirement already satisfied: jsonschema in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (3.2.0)\n",
-      "Requirement already satisfied: pandas>=1.4.2 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.3.3)\n",
-      "Requirement already satisfied: pypfb>=0.6.2 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (0.6.2)\n",
-      "Requirement already satisfied: python-dateutil in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.9.0.post0)\n",
-      "Requirement already satisfied: requests in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.32.5)\n",
-      "Requirement already satisfied: torch>=2.10.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from gen3) (2.11.0)\n",
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-      "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from sympy>=1.13.3->torch>=2.10.0->gen3) (1.3.0)\n",
-      "Requirement already satisfied: mypy-extensions>=0.3.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from typing-inspect>=0.4.0->dataclasses-json<=0.5.9->gen3) (1.1.0)\n",
-      "Requirement already satisfied: sniffio>=1.1 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from anyio->httpx<1.0.0,>=0.28.1->drsclient>=0.3.0->gen3) (1.3.1)\n",
-      "Requirement already satisfied: MarkupSafe>=2.0 in /Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages (from jinja2->torch>=2.10.0->gen3) (3.0.3)\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%pip install --upgrade pip\n",
     "%pip install gen3 --upgrade"
@@ -103,8 +31,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
-   "id": "fb1a4057",
+   "execution_count": null,
+   "id": "3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -114,7 +42,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c5a8705",
+   "id": "4",
    "metadata": {},
    "source": [
     "If you are running the Gen3 AI support (specifically the Gen3 Embeddings API) locally, you can set some variables to point to the right credentials file and the service.\n",
@@ -125,7 +53,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4fe2d271",
+   "id": "5",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -133,17 +61,13 @@
    },
    "outputs": [],
    "source": [
-    "ai = \"ai\"\n",
-    "url_prefix = \"\"\n",
-    "\n",
-    "# TODO: Comment these out\n",
-    "# ai = \"--auth ~/.gen3/local_helm_test_user.json --endpoint 'http://127.0.0.1:4142' ai --api-prefix ''\"\n",
-    "# url_prefix = \"http://127.0.0.1:4142\""
+    "ai = \"--auth ~/.gen3/local_helm_test_user.json ai\"\n",
+    "url_prefix = \"https://avantol-local.dev.planx-pla.net/ai\""
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "61ea17ba",
+   "id": "6",
    "metadata": {},
    "source": [
     "## Gen3 AI Embeddings CLI"
@@ -151,70 +75,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
-   "id": "3845d202",
+   "execution_count": null,
+   "id": "7",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Usage: gen3 ai embeddings [OPTIONS] COMMAND [ARGS]...\n",
-      "\n",
-      "  For working with embeddings\n",
-      "\n",
-      "Options:\n",
-      "  --help  Show this message and exit.\n",
-      "\n",
-      "Commands:\n",
-      "  collections  For working with embeddings collections\n",
-      "  convert      Convert a Gen3 Embeddings Manifest into a Gen3 Indexing...\n",
-      "  delete       [Not Implemented Yet] Deletes specified embeddings data in...\n",
-      "  embed-files  Chunk files and create embeddings locally, then submit to...\n",
-      "  publish      Publish a manifest of already-embedded objects to a Gen3...\n",
-      "  read         [Not Implemented Yet] Reads embeddings data from Gen3...\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 ai embeddings --help"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
-   "id": "e1431b8a",
+   "execution_count": null,
+   "id": "8",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Usage: gen3 ai embeddings collections [OPTIONS] COMMAND [ARGS]...\n",
-      "\n",
-      "  For working with embeddings collections\n",
-      "\n",
-      "Options:\n",
-      "  --help  Show this message and exit.\n",
-      "\n",
-      "Commands:\n",
-      "  create  Create a new embeddings collection.\n",
-      "  delete  Delete a embeddings collection.\n",
-      "  read    Read embeddings collections.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 ai embeddings collections --help"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "0572b68f",
+   "id": "9",
    "metadata": {},
    "source": [
     "Get a response from the service by reading collections. \n",
@@ -225,126 +110,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
-   "id": "05c068f9",
+   "execution_count": null,
+   "id": "10",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Listing all embeddings collections...\n",
-      "Found 11 collection(s)\n",
-      "- id: 1\n",
-      "  collection_name: noaccess\n",
-      "  description: noaccess collection\n",
-      "  dimensions: 3\n",
-      "  vector_type: vector\n",
-      "  created_at: 2026-05-27T19:53:09.635886Z\n",
-      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
-      "  self: /vectorstore/collections/noaccess\n",
-      "- id: 2\n",
-      "  collection_name: public\n",
-      "  description: public collection\n",
-      "  dimensions: 3\n",
-      "  vector_type: vector\n",
-      "  created_at: 2026-05-27T19:53:09.635886Z\n",
-      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
-      "  self: /vectorstore/collections/public\n",
-      "- id: 3\n",
-      "  collection_name: internal\n",
-      "  description: internal collection\n",
-      "  dimensions: 3\n",
-      "  vector_type: vector\n",
-      "  created_at: 2026-05-27T19:53:09.635886Z\n",
-      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
-      "  self: /vectorstore/collections/internal\n",
-      "- id: 4\n",
-      "  collection_name: d3vector\n",
-      "  description: d3 vector collection\n",
-      "  dimensions: 3\n",
-      "  vector_type: vector\n",
-      "  created_at: 2026-05-27T19:53:09.635886Z\n",
-      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
-      "  self: /vectorstore/collections/d3vector\n",
-      "- id: 5\n",
-      "  collection_name: d200vector\n",
-      "  description: d200 vector collection\n",
-      "  dimensions: 200\n",
-      "  vector_type: vector\n",
-      "  created_at: 2026-05-27T19:53:09.635886Z\n",
-      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
-      "  self: /vectorstore/collections/d200vector\n",
-      "- id: 6\n",
-      "  collection_name: d3000halfvec\n",
-      "  description: d5 halfvec collection\n",
-      "  dimensions: 3000\n",
-      "  vector_type: halfvec\n",
-      "  created_at: 2026-05-27T19:53:09.635886Z\n",
-      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
-      "  self: /vectorstore/collections/d3000halfvec\n",
-      "- id: 7\n",
-      "  collection_name: d3halfvec\n",
-      "  description: d3 halfvec collection\n",
-      "  dimensions: 3\n",
-      "  vector_type: halfvec\n",
-      "  created_at: 2026-05-27T19:53:09.635886Z\n",
-      "  updated_at: 2026-05-27T19:53:09.635886Z\n",
-      "  self: /vectorstore/collections/d3halfvec\n",
-      "- id: 136\n",
-      "  collection_name: ctds-github-md\n",
-      "  description: All markdown from CTDS Github\n",
-      "  dimensions: 384\n",
-      "  vector_type: vector\n",
-      "  created_at: 2026-06-01T21:14:34.957075Z\n",
-      "  updated_at: 2026-06-01T21:14:34.957075Z\n",
-      "  self: /vectorstore/collections/ctds-github-md\n",
-      "- id: 137\n",
-      "  collection_name: expr\n",
-      "  description: test expr data\n",
-      "  dimensions: 256\n",
-      "  vector_type: vector\n",
-      "  created_at: 2026-06-01T21:14:46.314358Z\n",
-      "  updated_at: 2026-06-01T21:14:46.314358Z\n",
-      "  self: /vectorstore/collections/expr\n",
-      "- id: 138\n",
-      "  collection_name: hist\n",
-      "  description: test hist data\n",
-      "  dimensions: 1536\n",
-      "  vector_type: vector\n",
-      "  created_at: 2026-06-01T21:14:47.053810Z\n",
-      "  updated_at: 2026-06-01T21:14:47.053810Z\n",
-      "  self: /vectorstore/collections/hist\n",
-      "- id: 139\n",
-      "  collection_name: summ\n",
-      "  description: test summ data\n",
-      "  dimensions: 4096\n",
-      "  vector_type: halfvec\n",
-      "  created_at: 2026-06-01T21:14:48.300671Z\n",
-      "  updated_at: 2026-06-01T21:14:48.300671Z\n",
-      "  self: /vectorstore/collections/summ\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings collections read"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "3573d245",
+   "id": "11",
    "metadata": {},
    "source": [
-    "## Creating Embeddings Collections"
+    "## Create Embeddings Collections"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "c751d6ae",
+   "id": "12",
    "metadata": {},
    "source": [
     "This will show creation of collections and embeddings. So you need write permission or this will fail. You can run the Gen3 Embeddings API locally to test this out. See the [Gen3 AI repo README](https://github.com/uc-cdis/gen3-ai) for more information."
@@ -352,35 +140,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
-   "id": "a8d6127b",
+   "execution_count": null,
+   "id": "13",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Deleting collection 'ctds-github-md'...\n",
-      "Successfully deleted collection 'ctds-github-md'!\n",
-      "Creating collection 'ctds-github-md' with 384 dimensions...\n",
-      "Collection created successfully!\n",
-      "{\n",
-      "  \"id\": 140,\n",
-      "  \"collection_name\": \"ctds-github-md\",\n",
-      "  \"description\": \"All markdown from CTDS Github\",\n",
-      "  \"dimensions\": 384,\n",
-      "  \"vector_type\": \"vector\",\n",
-      "  \"created_at\": \"2026-06-01T21:44:28.396532Z\",\n",
-      "  \"updated_at\": \"2026-06-01T21:44:28.396532Z\",\n",
-      "  \"self\": \"/vectorstore/collections/ctds-github-md\"\n",
-      "}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings collections delete \"ctds-github-md\"\n",
     "!gen3 $ai embeddings collections create \"ctds-github-md\" --dimensions 384 --description \"All markdown from CTDS Github\""
@@ -388,50 +155,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
-   "id": "4df4ab6e",
+   "execution_count": null,
+   "id": "14",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Reading embeddings collection ctds-github-md...\n",
-      "Found ctds-github-md collection\n",
-      "- id: 140\n",
-      "  collection_name: ctds-github-md\n",
-      "  description: All markdown from CTDS Github\n",
-      "  dimensions: 384\n",
-      "  vector_type: vector\n",
-      "  created_at: 2026-06-01T21:44:28.396532Z\n",
-      "  updated_at: 2026-06-01T21:44:28.396532Z\n",
-      "  self: /vectorstore/collections/ctds-github-md\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings collections read \"ctds-github-md\" "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
-   "id": "9926371a",
+   "execution_count": null,
+   "id": "15",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Deleting collection 'expr'...\n",
-      "Successfully deleted collection 'expr'!\n",
-      "Deleting collection 'hist'...\n",
-      "Successfully deleted collection 'hist'!\n",
-      "Deleting collection 'summ'...\n",
-      "Successfully deleted collection 'summ'!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# try to delete collections that might already exist\n",
     "!gen3 $ai embeddings collections delete \"expr\"\n",
@@ -441,7 +178,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da3c444c",
+   "id": "16",
    "metadata": {},
    "source": [
     "Let's create some more example collections.\n",
@@ -451,45 +188,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
-   "id": "e1485de4",
+   "execution_count": null,
+   "id": "17",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Creating collection 'expr' with 256 dimensions...\n",
-      "Collection created successfully!\n",
-      "{\n",
-      "  \"id\": 141,\n",
-      "  \"collection_name\": \"expr\",\n",
-      "  \"description\": \"test expr data\",\n",
-      "  \"dimensions\": 256,\n",
-      "  \"vector_type\": \"vector\",\n",
-      "  \"created_at\": \"2026-06-01T21:44:32.235173Z\",\n",
-      "  \"updated_at\": \"2026-06-01T21:44:32.235173Z\",\n",
-      "  \"self\": \"/vectorstore/collections/expr\"\n",
-      "}\n",
-      "Creating collection 'hist' with 1536 dimensions...\n",
-      "Collection created successfully!\n",
-      "{\n",
-      "  \"id\": 142,\n",
-      "  \"collection_name\": \"hist\",\n",
-      "  \"description\": \"test hist data\",\n",
-      "  \"dimensions\": 1536,\n",
-      "  \"vector_type\": \"vector\",\n",
-      "  \"created_at\": \"2026-06-01T21:44:32.940199Z\",\n",
-      "  \"updated_at\": \"2026-06-01T21:44:32.940199Z\",\n",
-      "  \"self\": \"/vectorstore/collections/hist\"\n",
-      "}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings collections create \"expr\" --dimensions 256 --description \"test expr data\"\n",
     "!gen3 $ai embeddings collections create \"hist\" --dimensions 1536 --description \"test hist data\""
@@ -497,7 +203,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eae44758",
+   "id": "18",
    "metadata": {},
    "source": [
     "You can also create collections of larger dimensional size. This will use a `vector_type` of `halfvec` to fit it into the underlying database."
@@ -505,48 +211,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
-   "id": "5ddb964f",
+   "execution_count": null,
+   "id": "19",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Creating collection 'summ' with 4096 dimensions...\n",
-      "Collection created successfully!\n",
-      "{\n",
-      "  \"id\": 143,\n",
-      "  \"collection_name\": \"summ\",\n",
-      "  \"description\": \"test summ data\",\n",
-      "  \"dimensions\": 4096,\n",
-      "  \"vector_type\": \"halfvec\",\n",
-      "  \"created_at\": \"2026-06-01T21:44:33.648493Z\",\n",
-      "  \"updated_at\": \"2026-06-01T21:44:33.648493Z\",\n",
-      "  \"self\": \"/vectorstore/collections/summ\"\n",
-      "}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings collections create \"summ\" --dimensions 4096 --description \"test summ data\""
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "82116377",
+   "id": "20",
    "metadata": {},
    "source": [
-    "## Publishing Data into Embeddings Collections"
+    "## Publish Data into Embeddings Collections"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "39e87df1",
+   "id": "21",
    "metadata": {},
    "source": [
     "Now that we have created collections for embeddings, we can publish the actual embeddings into those collections.\n",
@@ -556,48 +243,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
-   "id": "ed2895ad",
+   "execution_count": null,
+   "id": "22",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Usage: gen3 ai embeddings publish [OPTIONS] MANIFEST_FILE\n",
-      "\n",
-      "  Publish a manifest of already-embedded objects to a Gen3 collection. The\n",
-      "  manifest must be a CSV/TSV with the following columns:\n",
-      "\n",
-      "                        embedding: JSON-encoded list of floats\n",
-      "  collection_id / collection_name: Target collection (use name to lookup id)\n",
-      "               **metadata columns: any additional columns are treated as metadata for the embedding\n",
-      "\n",
-      "  Example usage:\n",
-      "\n",
-      "      gen3 ai embeddings publish --collection \"ctds-github-md\" --manifest_file embeddings.tsv\n",
-      "\n",
-      "Options:\n",
-      "  --batch-size INTEGER          max number of embeddings to collect before\n",
-      "                                pushing to API in bulk per collection\n",
-      "  --default-collection TEXT     Name of the default embeddings collection\n",
-      "                                (used when rows don't specify).\n",
-      "  -o, --out-manifest-file TEXT  Output filename for final manifest\n",
-      "  --help                        Show this message and exit.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings publish --help"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "cbfaa6ce",
+   "id": "23",
    "metadata": {},
    "source": [
     "See the above help message to understand what we need to publish embeddings. \n",
@@ -607,7 +267,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "718c5185",
+   "id": "24",
    "metadata": {},
    "source": [
     "**TODO: REPLACE THESE WITH TEST FILES**"
@@ -615,178 +275,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
-   "id": "ba0d4f21",
+   "execution_count": null,
+   "id": "25",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
-       "columns": [
-        {
-         "name": "index",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "embedding",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "authz",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "collection_name",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "collection_id",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "case_id",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "file_id",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "model",
-         "rawType": "object",
-         "type": "string"
-        }
-       ],
-       "ref": "fd5ba036-5696-4150-9726-826fdbcee094",
-       "rows": [
-        [
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-         "/programs/dev/projects/testproject1",
-         "expr",
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-         "f0395da6-5f12-4a35-8aa6-0b1b47a2acba",
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-      "text/plain": [
-       "                                           embedding  \\\n",
-       "0  [-0.2024536281824112, 0.8700736165046692, 0.63...   \n",
-       "1  [-0.21098750829696655, 0.8999685049057007, 0.6...   \n",
-       "2  [-0.08159218728542328, 0.9297925233840942, 0.8...   \n",
-       "\n",
-       "                                 authz collection_name  collection_id  \\\n",
-       "0  /programs/dev/projects/testproject1            expr            NaN   \n",
-       "1  /programs/dev/projects/testproject1            expr            NaN   \n",
-       "2  /programs/dev/projects/testproject1            expr            NaN   \n",
-       "\n",
-       "        case_id                               file_id model  \n",
-       "0  TCGA-05-4244  e0e055b6-6800-40e7-bde5-718823408f0c  expr  \n",
-       "1  TCGA-05-4249  258b0b5e-2b09-4378-9606-83955ca19d7c  expr  \n",
-       "2  TCGA-05-4250  f0395da6-5f12-4a35-8aa6-0b1b47a2acba  expr  "
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# here's a quick visualization of the columns/data of this input manifest\n",
     "df = pd.read_csv('../../tests/embeddings_tests/expr.tsv', sep='\\t', nrows=3)\n",
@@ -795,202 +287,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
-   "id": "78ecef08",
+   "execution_count": null,
+   "id": "26",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Publishing Gen3 Embeddings Manifest: 100%|█| 8203/8203 [00:04<00:00, 1664.85it/s\n",
-      "Published 8203 embeddings.\n",
-      "Wrote output manifest: ../../tests/embeddings_tests/expr_output.tsv.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings publish ../../tests/embeddings_tests/expr.tsv --default-collection expr"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
-   "id": "1464edfb",
+   "execution_count": null,
+   "id": "27",
    "metadata": {},
-   "outputs": [
-    {
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-         "rawType": "float64",
-         "type": "float"
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-         "name": "case_id",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "file_id",
-         "rawType": "object",
-         "type": "string"
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-        {
-         "name": "model",
-         "rawType": "object",
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-         "/programs/dev/projects/testproject1",
-         "hist",
-         null,
-         "TCGA-05-4250",
-         "TCGA-05-4250-01Z-00-DX1.90f67fdf-dff9-46ca-af71-0978d7c221ba",
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-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
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-       "      <th>embedding</th>\n",
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-       "      <th>1</th>\n",
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-       "      <th>2</th>\n",
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-       "      <td>TCGA-05-4250</td>\n",
-       "      <td>TCGA-05-4250-01Z-00-DX1.90f67fdf-dff9-46ca-af7...</td>\n",
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-      "text/plain": [
-       "                                           embedding  \\\n",
-       "0  [-0.13619163632392883, -0.21455396711826324, 0...   \n",
-       "1  [-0.2422751635313034, -0.19156047701835632, 0....   \n",
-       "2  [-0.15457499027252197, 0.021765941753983498, 0...   \n",
-       "\n",
-       "                                 authz collection_name  collection_id  \\\n",
-       "0  /programs/dev/projects/testproject1            hist            NaN   \n",
-       "1  /programs/dev/projects/testproject1            hist            NaN   \n",
-       "2  /programs/dev/projects/testproject1            hist            NaN   \n",
-       "\n",
-       "        case_id                                            file_id model  \n",
-       "0  TCGA-05-4244  TCGA-05-4244-01Z-00-DX1.d4ff32cd-38cf-40ea-821...  hist  \n",
-       "1  TCGA-05-4249  TCGA-05-4249-01Z-00-DX1.9fce0297-cc19-4c04-872...  hist  \n",
-       "2  TCGA-05-4250  TCGA-05-4250-01Z-00-DX1.90f67fdf-dff9-46ca-af7...  hist  "
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# here's a quick visualization of the columns/data of this input manifest\n",
     "df = pd.read_csv('../../tests/embeddings_tests/hist.tsv', sep='\\t', nrows=3)\n",
@@ -999,202 +313,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
-   "id": "2b60bb4b",
+   "execution_count": null,
+   "id": "28",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Publishing Gen3 Embeddings Manifest: 100%|█| 9751/9751 [00:30<00:00, 320.94it/s]\n",
-      "Published 9751 embeddings.\n",
-      "Wrote output manifest: ../../tests/embeddings_tests/hist_output.tsv.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings publish ../../tests/embeddings_tests/hist.tsv --default-collection hist"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
-   "id": "15ee7969",
+   "execution_count": null,
+   "id": "29",
    "metadata": {},
-   "outputs": [
-    {
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-         "rawType": "float64",
-         "type": "float"
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-        {
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-       "      <td>summ</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>TCGA-02-2466</td>\n",
-       "      <td>TCGA-02-2466.e9e97b51-1474-463b-8693-7b66f74319c9</td>\n",
-       "      <td>summ</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>[0.00726318359375, -0.007080078125, -0.0030670...</td>\n",
-       "      <td>/programs/dev/projects/testproject1</td>\n",
-       "      <td>summ</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>TCGA-02-2470</td>\n",
-       "      <td>TCGA-02-2470.e21f66d9-e124-43d7-81fe-489d15d69cbf</td>\n",
-       "      <td>summ</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>[0.022216796875, -0.0111083984375, -0.01599121...</td>\n",
-       "      <td>/programs/dev/projects/testproject1</td>\n",
-       "      <td>summ</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>TCGA-02-2483</td>\n",
-       "      <td>TCGA-02-2483.e73f6ba1-564c-4fea-b088-f2357ff49ee7</td>\n",
-       "      <td>summ</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                           embedding  \\\n",
-       "0  [0.0166015625, -0.0108642578125, 0.00028991699...   \n",
-       "1  [0.00726318359375, -0.007080078125, -0.0030670...   \n",
-       "2  [0.022216796875, -0.0111083984375, -0.01599121...   \n",
-       "\n",
-       "                                 authz collection_name  collection_id  \\\n",
-       "0  /programs/dev/projects/testproject1            summ            NaN   \n",
-       "1  /programs/dev/projects/testproject1            summ            NaN   \n",
-       "2  /programs/dev/projects/testproject1            summ            NaN   \n",
-       "\n",
-       "        case_id                                            file_id model  \n",
-       "0  TCGA-02-2466  TCGA-02-2466.e9e97b51-1474-463b-8693-7b66f74319c9  summ  \n",
-       "1  TCGA-02-2470  TCGA-02-2470.e21f66d9-e124-43d7-81fe-489d15d69cbf  summ  \n",
-       "2  TCGA-02-2483  TCGA-02-2483.e73f6ba1-564c-4fea-b088-f2357ff49ee7  summ  "
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# here's a quick visualization of the columns/data of this input manifest\n",
     "df = pd.read_csv('../../tests/embeddings_tests/summ.tsv', sep='\\t', nrows=3)\n",
@@ -1203,31 +339,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
-   "id": "a9c15795",
+   "execution_count": null,
+   "id": "30",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Publishing Gen3 Embeddings Manifest: 100%|█| 9523/9523 [00:58<00:00, 162.21it/s]\n",
-      "Published 9523 embeddings.\n",
-      "Wrote output manifest: ../../tests/embeddings_tests/summ_output.tsv.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings publish ../../tests/embeddings_tests/summ.tsv --default-collection summ"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "94b36274",
+   "id": "31",
    "metadata": {},
    "source": [
     "## Convert Published Embeddings Manifests into Indexing Manifests"
@@ -1235,218 +361,28 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3d234a7",
+   "id": "32",
    "metadata": {},
    "source": [
     "Each of the `publish` commands above generated an output file `{input_filename}_output.tsv` (unless you overrode the output filename). \n",
     "\n",
     "Those outputs are manifests that now contain the final `embedding_id` and other Gen3 Embedding information that came back from creating embeddings through the Gen3 Embeddings API.\n",
     "\n",
-    "We can **convert** those _outputted_ Published Gen3 Embeddings Manifests into Gen3 Indexing Manifests to _input_ into the Gen3 Indexing process. This will allow us to create persistent, globally unique identifiers (GUIDs) in Gen3 through the Gen3 Indexing API.\n",
+    "We can **convert** those _outputted_ Published Gen3 Embeddings Manifests into Gen3 Indexing Manifests to _input_ into the Gen3 Indexing process. This will allow us to create persistent, indexed records with globally unique identifiers (GUIDs) in Gen3 through the Gen3 Indexing API.\n",
     "\n",
     "So first, let's convert to the expected format for indexing."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
-   "id": "e27072ed",
+   "execution_count": null,
+   "id": "33",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
-       "columns": [
-        {
-         "name": "index",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "embedding_id",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "embedding",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "collection_id",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "authz",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "self",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "case_id",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "file_id",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "model",
-         "rawType": "object",
-         "type": "string"
-        }
-       ],
-       "ref": "1ff9daaa-33a7-4039-b972-101a406562f2",
-       "rows": [
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-         "141",
-         "['/vectorstore/collections/expr']",
-         "/vectorstore/collections/expr/embeddings/65249fd6-95d2-4dc5-b399-24d2dcddce31",
-         "TCGA-XR-A8TG",
-         "9ea1ae11-2d1e-4d55-bbc6-c6f136041c6d",
-         "expr"
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-         "141",
-         "['/vectorstore/collections/expr']",
-         "/vectorstore/collections/expr/embeddings/1793545d-cc57-40ca-ab32-e26d6e010bb6",
-         "TCGA-XS-A8TJ",
-         "f3491776-22a7-4fac-baf0-2d2995b42572",
-         "expr"
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-       "                           embedding_id  \\\n",
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-       "                                           embedding  collection_id  \\\n",
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-       "2  [-0.1024128794670105, 0.7253023982048035, 0.92...            141   \n",
-       "\n",
-       "                               authz  \\\n",
-       "0  ['/vectorstore/collections/expr']   \n",
-       "1  ['/vectorstore/collections/expr']   \n",
-       "2  ['/vectorstore/collections/expr']   \n",
-       "\n",
-       "                                                self       case_id  \\\n",
-       "0  /vectorstore/collections/expr/embeddings/65249...  TCGA-XR-A8TG   \n",
-       "1  /vectorstore/collections/expr/embeddings/17935...  TCGA-XS-A8TJ   \n",
-       "2  /vectorstore/collections/expr/embeddings/73a2b...  TCGA-XT-AASU   \n",
-       "\n",
-       "                                file_id model  \n",
-       "0  9ea1ae11-2d1e-4d55-bbc6-c6f136041c6d  expr  \n",
-       "1  f3491776-22a7-4fac-baf0-2d2995b42572  expr  \n",
-       "2  aed00751-a16b-4452-a69b-af47d910b5b5  expr  "
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# here's a quick visualization of the columns/data of the output manifest from previous `publish` commands\n",
     "# this is what we'll convert\n",
@@ -1456,86 +392,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
-   "id": "735a7ee4",
+   "execution_count": null,
+   "id": "34",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Usage: gen3 ai embeddings convert [OPTIONS] MANIFEST_FILE\n",
-      "\n",
-      "  Convert a Gen3 Embeddings Manifest into a Gen3 Indexing Manifest.\n",
-      "\n",
-      "  The input manifest (Gen3 Embeddings Manifest) must contain at least the columns: \n",
-      " \n",
-      "      embedding: JSON-encoded list of floats\n",
-      "      authz: single Gen3 authz resource path which will control authorization to this embedding\n",
-      "      self: URL self-representation of the embedding in the Gen3 Embeddings API\n",
-      " \n",
-      "  The output file (Gen3 Indexing Manifest) will have the columns:\n",
-      " \n",
-      "      guid    md5    size    authz    acl    url\n",
-      " \n",
-      "  The GUID is left blank (it will be generated by the indexing), `md5` and `size` are\n",
-      "  derived from the JSON representation of the embedding vector, `authz` is\n",
-      "  passed through from the input, and `url` is populated from a `self`\n",
-      "  column.\n",
-      " \n",
-      "  A new file named `<original>_converted.tsv` is created in the same directory as\n",
-      "  the source file.\n",
-      " \n",
-      "  Example:\n",
-      "      gen3 ai embeddings convert ./tests/embeddings_tests/test_summ.tsv\n",
-      "\n",
-      "Options:\n",
-      "  -o, --out-manifest-file TEXT  Output filename for final manifest (default:\n",
-      "                                originalfile_converted.tsv)\n",
-      "  -u, --url-prefix TEXT         Prefix for ALL `urls` in the output file. If a\n",
-      "                                url provided doesn't have the prefix, it will\n",
-      "                                be added. This can be used to ensure an\n",
-      "                                appropriate https://example.com/ai prefix if\n",
-      "                                the input manifest doesn't have that in all\n",
-      "                                the `self` fields.\n",
-      "  --help                        Show this message and exit.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings convert --help"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
-   "id": "6cfbf5d3",
+   "execution_count": null,
+   "id": "35",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Writing converted manifest to '../../tests/embeddings_tests/expr_output_converted.tsv'\n",
-      "Converting rows: 100%|██████████████████████| 203/203 [00:00<00:00, 8026.88it/s]\n",
-      "Done! Check for errors above. Gen3 Indexing Manifest: ../../tests/embeddings_tests/expr_output_converted.tsv\n",
-      "Writing converted manifest to '../../tests/embeddings_tests/hist_output_converted.tsv'\n",
-      "Converting rows: 100%|██████████████████████| 751/751 [00:00<00:00, 1462.01it/s]\n",
-      "Done! Check for errors above. Gen3 Indexing Manifest: ../../tests/embeddings_tests/hist_output_converted.tsv\n",
-      "Writing converted manifest to '../../tests/embeddings_tests/summ_output_converted.tsv'\n",
-      "Converting rows: 100%|███████████████████████| 523/523 [00:00<00:00, 741.44it/s]\n",
-      "Done! Check for errors above. Gen3 Indexing Manifest: ../../tests/embeddings_tests/summ_output_converted.tsv\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!gen3 $ai embeddings convert ../../tests/embeddings_tests/expr_output.tsv --url-prefix $url_prefix\n",
     "!gen3 $ai embeddings convert ../../tests/embeddings_tests/hist_output.tsv --url-prefix $url_prefix\n",
@@ -1544,7 +422,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4cb7d7e5",
+   "id": "36",
    "metadata": {},
    "source": [
     "That `convert` command created new `{original_filename}_converted.tsv` files. Let's take a look at those:"
@@ -1552,170 +430,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
-   "id": "c2773cdf",
+   "execution_count": null,
+   "id": "37",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
-       "columns": [
-        {
-         "name": "index",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "guid",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "md5",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "size",
-         "rawType": "int64",
-         "type": "integer"
-        },
-        {
-         "name": "authz",
-         "rawType": "object",
-         "type": "string"
-        },
-        {
-         "name": "acl",
-         "rawType": "float64",
-         "type": "float"
-        },
-        {
-         "name": "url",
-         "rawType": "object",
-         "type": "string"
-        }
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-       "      <td>['/vectorstore/collections/expr']</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>http://127.0.0.1:4142/vectorstore/collections/...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   guid                               md5  size  \\\n",
-       "0   NaN  79e380cac79ff199cd1d9cfa9c386199  5074   \n",
-       "1   NaN  d592a94b9b3d2e2d519e9b171ac1763e  5090   \n",
-       "2   NaN  5d5fbf88f62fc3b4baabf6fa106ae71e  5087   \n",
-       "\n",
-       "                               authz  acl  \\\n",
-       "0  ['/vectorstore/collections/expr']  NaN   \n",
-       "1  ['/vectorstore/collections/expr']  NaN   \n",
-       "2  ['/vectorstore/collections/expr']  NaN   \n",
-       "\n",
-       "                                                 url  \n",
-       "0  http://127.0.0.1:4142/vectorstore/collections/...  \n",
-       "1  http://127.0.0.1:4142/vectorstore/collections/...  \n",
-       "2  http://127.0.0.1:4142/vectorstore/collections/...  "
-      ]
-     },
-     "execution_count": 62,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = pd.read_csv('../../tests/embeddings_tests/expr_output_converted.tsv', sep='\\t', nrows=3)\n",
     "df"
@@ -1723,10 +445,18 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ce84a39",
+   "id": "38",
+   "metadata": {},
+   "source": [
+    "## Create Gen3 Indexed Records with the Indexing Manifest"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39",
    "metadata": {},
    "source": [
-    "The above is a Gen3 Indexing Manifest with no GUIDs - we'll let the Gen3 Indexing command and backend generate those for us.\n",
+    "The manifest we converted to above is a Gen3 Indexing Manifest with no GUIDs - we'll let the Gen3 Indexing command and backend generate those for us.\n",
     "\n",
     "The `md5` checksum and `size` in bytes columns above are of the JSON-stringified version of the vector (in other words, the \"data\" is the vector itself).\n",
     "\n",
@@ -1737,8 +467,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
-   "id": "b46061fd",
+   "execution_count": null,
+   "id": "40",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -1746,4363 +476,292 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/expr_output_converted.tsv --allowed-protocols https --allowed-protocols http\n",
-    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/hist_output_converted.tsv --allowed-protocols https --allowed-protocols http\n",
-    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/summ_output_converted.tsv --allowed-protocols https --allowed-protocols http"
+    "!gen3 objects manifest validate-manifest-format --help"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
-   "id": "11335175",
+   "execution_count": null,
+   "id": "41",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Usage: gen3 objects manifest publish [OPTIONS] [FILE]\n",
-      "\n",
-      "  Publishes specified object manifest to Gen3 instance.\n",
-      "\n",
-      "Options:\n",
-      "  --thread-num INTEGER            number of threads for indexing  [default: 8]\n",
-      "  --append-urls                   If supplied, will append urls for existing\n",
-      "                                  records. e.g. existing urls will still exist\n",
-      "                                  and new ones will be added\n",
-      "                                  \n",
-      "                                  By default the newly provided urls will\n",
-      "                                  REPLACE existing urls\n",
-      "  --manifest-file-delimiter TEXT  string character that delimites the file\n",
-      "                                  (tab or comma). Defaults to tab.\n",
-      "  --out-manifest-file TEXT        The path to output manifest  [default:\n",
-      "                                  indexing-output-manifest.csv]\n",
-      "  --force-metadata-columns-even-if-empty\n",
-      "                                  force the creation of a metadata column\n",
-      "                                  entry for a GUID even if the value is empty.\n",
-      "                                  Enabling this will force the creation of\n",
-      "                                  metadata entries for every column.\n",
-      "  --help                          Show this message and exit.\n"
-     ]
+   "outputs": [],
+   "source": [
+    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/expr_output_converted.tsv --allowed-protocols \"https http\"\n",
+    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/hist_output_converted.tsv --allowed-protocols \"https http\"\n",
+    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/summ_output_converted.tsv --allowed-protocols \"https http\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "42",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
     }
-   ],
+   },
+   "outputs": [],
    "source": [
     "!gen3 objects manifest publish --help"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "78534c5d",
+   "id": "43",
    "metadata": {},
    "source": [
-    "TODO: fix permissions and continue writing the notebook to\n",
+    "> IMPORTANT NOTE: Publishing the manifest through the Gen3 Indexing API requires permissions to write to that API. \n",
+    "\n",
+    "**For Gen3 Operators**: typically there is an `indexd_admin` policy. One option to provide the necessary permissions is to add the `/vectorstore/collection/` resource path to that. This will allow full administrative management of indexing records with `authz` beginning with that path.\n",
+    "\n",
+    "Example `user.yaml` snippet:\n",
     "\n",
-    "- publish indexing manifest\n",
-    "- get list of GUIDs from manifest\n",
-    "- simulate a search resulting in GUIDs\n",
-    "- bulk retrieve embeddings from Fence\n"
+    "```yaml\n",
+    "...\n",
+    "      - id: indexd_admin\n",
+    "        description: full access to indexd API\n",
+    "        role_ids:\n",
+    "          - indexd_admin\n",
+    "        resource_paths:\n",
+    "          - /programs\n",
+    "          - /vectorstore/collections       <----- THIS IS NEW\n",
+    "...\n",
+    "```"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
-   "id": "d115d1e1",
+   "execution_count": null,
+   "id": "44",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "!gen3 -v objects manifest publish ../../tests/embeddings_tests/expr_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/expr_output_converted_indexed.tsv --thread-num 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "45",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Publishing/writing object data from ../../tests/embeddings_tests/expr_output_converted.tsv...\n",
-      "    to: https://avantol-local.dev.planx-pla.net\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,150][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,158][  ERROR] Can not update/create an indexd record with guirequests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "d . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,158][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,158][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,159][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,160][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,166][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,166][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,194][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,202][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,202][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,203][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,207][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:39,213][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,213][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,214][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,227][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:39,237][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,237][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,256][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "[2026-06-01 16:46:39,257][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,257][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,257][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,258][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "[2026-06-01 16:46:39,273][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,273][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,276][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,292][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,292][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,301][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,301][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,303][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,305][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:39,322][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,322][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,332][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,338][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,338][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,348][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,351][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,352][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,358][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,367][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,369][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,372][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,377][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,381][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,402][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,406][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,408][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,419][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,421][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,430][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,438][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,440][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,443][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,447][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,449][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,452][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,455][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,474][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,475][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,484][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,486][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,486][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,488][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,490][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,502][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,508][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,509][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,517][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,519][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,524][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,527][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTrequests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "PError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,540][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,540][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,552][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,554][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,555][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,562][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,563][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,565][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,575][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,581][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,586][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,586][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "[2026-06-01 16:46:39,596][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,597][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,597][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "[2026-06-01 16:46:39,616][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,616][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,616][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,626][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,627][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,645][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,653][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "[2026-06-01 16:46:39,655][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,655][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "[2026-06-01 16:46:39,662][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,662][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,665][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,668][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:39,687][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,687][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,690][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,694][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,698][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,699][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,705][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,720][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,720][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,724][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,727][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,730][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,730][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,733][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,747][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,768][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:39,768][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,769][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,769][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,769][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,776][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,776][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,801][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,801][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,810][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:39,811][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:39,812][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:39,812][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,813][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,827][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,839][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,847][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,857][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,858][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,861][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,867][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,868][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,871][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,875][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,880][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,891][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,892][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,908][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,912][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,914][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,922][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,922][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,930][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,938][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,945][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,947][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,949][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,953][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,958][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,958][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,980][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,980][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:39,982][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,982][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:39,992][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,993][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:39,998][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,001][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    r  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "esp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:40,020][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,020][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,021][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,024][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,030][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,034][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,043][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "[2026-06-01 16:46:40,059][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:40,059][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,059][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,060][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,069][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,071][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,088][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,092][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,097][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:40,102][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,102][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,110][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,123][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,130][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,134][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,141][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,154][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "[2026-06-01 16:46:40,167][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,167][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,172][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,187][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,187][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,198][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,202][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,209][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,219][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "[2026-06-01 16:46:40,229][  ERROR] Can not update/create an indexd record  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      " with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,229][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,240][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,249][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/Users/avantol/Documents/repos/gen3sdk-python/gen3/tools/indexing/index_manifest.py\", line 291, in _index_record\n",
-      "    doc = indexclient.create(**record)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 291, in create\n",
-      "    resp = self._post(\n",
-      "        \"index/\",\n",
-      "    ...<2 lines>...\n",
-      "        auth=self.auth,\n",
-      "    )\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 43, in timeout\n",
-      "    return func(*args, **kwargs)\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 417, in _post\n",
-      "    handle_error(resp)\n",
-      "    ~~~~~~~~~~~~^^^^^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/indexclient/client.py\", line 37, in handle_error\n",
-      "    resp.raise_for_status()\n",
-      "    ~~~~~~~~~~~~~~~~~~~~~^^\n",
-      "  File \"/Users/avantol/Library/Caches/pypoetry/virtualenvs/gen3-NXImaaEr-py3.13/lib/python3.13/site-packages/requests/models.py\", line 1026, in raise_for_status\n",
-      "    raise HTTPError(http_error_msg, response=self)\n",
-      "requests.exceptions.HTTPError: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n",
-      "[2026-06-01 16:46:40,260][  ERROR] Can not update/create an indexd record with guid . Detail: 401 Client Error: Permission denied. for url: https://avantol-local.dev.planx-pla.net/index/index/\n"
-     ]
+   "outputs": [],
+   "source": [
+    "!gen3 objects manifest verify ../../tests/embeddings_tests/expr_output_converted_indexed.tsv --max-concurrent-requests 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "46",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
     }
-   ],
+   },
+   "outputs": [],
    "source": [
-    "!gen3 objects manifest publish ../../tests/embeddings_tests/expr_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/expr_output_converted_indexed.tsv"
+    "!gen3 -v objects manifest publish ../../tests/embeddings_tests/hist_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/hist_output_converted_indexed.tsv --thread-num 1"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "72e936f1",
+   "id": "47",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
    "outputs": [],
+   "source": [
+    "!gen3 objects manifest verify ../../tests/embeddings_tests/hist_output_converted_indexed.tsv --max-concurrent-requests 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "48",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "!gen3 -v objects manifest publish ../../tests/embeddings_tests/summ_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/summ_output_converted_indexed.tsv --thread-num 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "49",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "!gen3 objects manifest verify ../../tests/embeddings_tests/summ_output_converted_indexed.tsv --max-concurrent-requests 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "50",
+   "metadata": {},
+   "source": [
+    "Now there are indexed records with GUIDs. The above tool output an `*_indexed.tsv` manifest. We can take a look and see that now the `guid` column is filled out! "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "51",
+   "metadata": {
+    "vscode": {
+     "languageId": "shellscript"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('../../tests/embeddings_tests/expr_output_converted_indexed.tsv', sep='\\t', nrows=3)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52",
+   "metadata": {},
+   "source": [
+    "## Everything is in Gen3 now!\n",
+    "\n",
+    "Let's recap. We have:\n",
+    "\n",
+    "- Created Gen3 Embeddings Collections to store embeddings of different dimensionality\n",
+    "- Ingested Embeddings Manifests of embeddings through the Gen3 Embeddings API into the collections we created\n",
+    "- Converted output manifest from embedding creation into indexing manifests\n",
+    "- Ingested Indexing Manifests to create Gen3 Indexed Records with assigned GUIDs\n",
+    "\n",
+    "At this point, we have the embeddings themselves stored and we've created persistent identifiers for them which can be referenced by GUIDs. \n",
+    "\n",
+    "Now you can use those GUIDs the same way you use other Gen3 GUIDs for files. So if you have a Gen3 Data Model with nodes that point to sample files identified by GUIDs, you can now have a new \"file embedding\" node with a GUID pointing to the embedding!\n",
+    "\n",
+    "This will allow traditional Gen3 search for data with embeddings.\n",
+    "\n",
+    "If you want to search the embeddings collections themselves, the Gen3 Embedding API exposes search functionality as well.\n",
+    "\n",
+    "## Bulk Retrieval of Gen3 Embeddings via their Indexed GUIDs\n",
+    "\n",
+    "Let's assume we've found GUIDs of interest via a search in Gen3 (and for simplicity, let's assume those GUIDs are ALL the GUIDs we have indexed previously). Now, given **only** those GUIDs, we want to bulk retrieve the actual embeddings to do some AI/ML analysis."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\"\"\"\n",
+    "This just aggregates all the GUIDs from all our indexed files into a single file.\n",
+    "\n",
+    "This output file simulates (or rather, skips) the process of finding data of interest and getting the GUIDs.\n",
+    "\"\"\"\n",
+    "import glob\n",
+    "import pandas as pd\n",
+    "\n",
+    "file_pattern = \"../../tests/embeddings_tests/*_output_converted_indexed.tsv\"\n",
+    "output_file = \"../../tests/embeddings_tests/aggregated_guids.tsv\"\n",
+    "\n",
+    "all_files = glob.glob(file_pattern)\n",
+    "\n",
+    "df_list = []\n",
+    "for file in all_files:\n",
+    "    # usecols ensures we don't waste memory. only load guids\n",
+    "    df = pd.read_csv(file, sep=\"\\t\", usecols=[\"guid\"])\n",
+    "    df_list.append(df)\n",
+    "\n",
+    "combined_df = pd.concat(df_list, ignore_index=True)\n",
+    "combined_df.to_csv(output_file, sep=\"\\t\", index=False)\n",
+    "\n",
+    "print(f\"Done! Aggregated {len(all_files)} files into: {output_file}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "54",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('../../tests/embeddings_tests/aggregated_guids.tsv', sep='\\t', nrows=3)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "55",
+   "metadata": {},
+   "source": [
+    "## Bulk retrieve embeddings from Fence\n",
+    "\n",
+    "Now we can pretend we found a bunch of GUIDs of interest in Gen3.\n",
+    "\n",
+    "For this example, we'll use all the GUIDs we previously created.\n",
+    "\n",
+    "By providing a manifest of only GUIDs (or passing on the CLI), we can get the _content_ of the referenced data from the indexed record, e.g. the embedding itself.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "56",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from gen3.file import Gen3File\n",
+    "from gen3.auth import Gen3Auth\n",
+    "\n",
+    "auth = Gen3Auth()\n",
+    "gen3_file = Gen3File(auth.endpoint, auth_provider=auth)\n",
+    "\n",
+    "embeddings_contents = gen3_file.get_bulk_content(input_file=\"../../tests/embeddings_tests/aggregated_guids.tsv\")\n",
+    " \n",
+    "print(f\"Got all {len(embeddings_contents)} GUIDs\")\n",
+    "\n",
+    "# the GUIDs are already an efficient numpy array!\n",
+    "for guid, embedding_content in embeddings_contents.items():\n",
+    "    print(type(embedding_content.embedding))\n",
+    "    print(embedding_content)\n",
+    "    break"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "57",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!gen3 objects read --input-file ../../tests/embeddings_tests/aggregated_guids.tsv"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "58",
+   "metadata": {},
    "source": []
   }
  ],
diff --git a/gen3/cli/ai/embeddings.py b/gen3/cli/ai/embeddings.py
index cc70e2276..c136e191c 100644
--- a/gen3/cli/ai/embeddings.py
+++ b/gen3/cli/ai/embeddings.py
@@ -8,10 +8,12 @@
 
 import click
 from tqdm.auto import tqdm
+import indexclient.client as indexclient
 
 from gen3 import logging
 from gen3.ai import EmbeddingsClient, LocalEmbeddingClient
 from gen3.cli.ai.utils import chunk_text, get_all_nested_files
+from gen3.index import Gen3Index
 from gen3.utils import get_or_create_event_loop_for_thread
 
 COLLECTION_NAME_TO_ID_CACHE = {}
@@ -81,15 +83,17 @@ def convert_embeddings(
     auth = ctx.obj["auth_factory"].get()
     client: EmbeddingsClient = ctx.obj["client"]
 
+    # we need an indexing client as well
+    gen3_index = Gen3Index(auth.endpoint, auth_provider=auth)
     manifest_file_name = click.format_filename(manifest_file)
-    delimiter = "\t" if manifest_file_name.endswith(".tsv") else ","
-    with open(manifest_file_name, encoding="utf-8") as f:
-        reader = csv.DictReader(f, delimiter=delimiter)
-        rows = list(reader)
 
-    if not rows:
-        click.echo("No rows found in manifest.", err=True)
-        return
+    # get a total line count without loading the whole file in memory
+    with open(manifest_file_name) as file:
+        # - 1 for header
+        total_rows = sum(1 for line in file) - 1
+
+    # get valid indexd guids and dump into the manifest
+    valid_guids = gen3_index.get_valid_guids(count=total_rows)
 
     out_manifest_file = (
         out_manifest_file
@@ -99,51 +103,59 @@ def convert_embeddings(
     click.echo(f"Writing converted manifest to '{out_manifest_file}'")
     fieldnames = ["guid", "md5", "size", "authz", "acl", "url"]
 
-    with open(out_manifest_file, "w", encoding="utf-8", newline="") as out_f:
+    # open output file
+    with open(out_manifest_file, "w", newline="") as out_f:
         writer = csv.DictWriter(out_f, fieldnames=fieldnames, delimiter="\t")
         writer.writeheader()
-        row_number = 1
-        for row in tqdm(rows, desc="Converting rows"):
-            embedding_str = row.get("embedding", "[]")
-            try:
-                # eliminate whitespace in the JSON representation for consistent hashing
-                embedding_json = json.dumps(
-                    json.loads(embedding_str), separators=(",", ":")
-                )
-            except Exception as exc:
-                click.echo(
-                    f"Invalid embedding in row: {row}. Skipping. Error: {exc}", err=True
-                )
-                continue
 
-            md5_hash = hashlib.md5(embedding_json.encode("utf-8")).hexdigest()
-            size_bytes = len(embedding_json.encode("utf-8"))
-            authz = row.get("authz", "")
-            url = row.get("self", "")
+        # open input file and iterate over rows
+        with open(manifest_file_name) as f:
+            delimiter = "\t" if manifest_file_name.endswith(".tsv") else ","
+            reader = csv.DictReader(f, delimiter=delimiter)
 
-            if not url:
-                logging.error(
-                    f"Row #{row_number} did not contain REQUIRED `self` column contents. Continuing anyway..."
-                )
+            row_number = 1
+            for row in tqdm(reader, desc="Converting rows", total=total_rows):
+                embedding_str = row.get("embedding", "[]")
+                try:
+                    # eliminate whitespace in the JSON representation for consistent hashing
+                    embedding_json = json.dumps(
+                        json.loads(embedding_str), separators=(",", ":")
+                    )
+                except Exception as exc:
+                    click.echo(
+                        f"Invalid embedding in row: {row}. Skipping. Error: {exc}",
+                        err=True,
+                    )
+                    continue
 
-            if not authz:
-                logging.error(
-                    f"Row #{row_number} did not contain REQUIRED `authz` column contents. Continuing anyway..."
-                )
+                md5_hash = hashlib.md5(embedding_json.encode("utf-8")).hexdigest()
+                size_bytes = len(embedding_json.encode("utf-8"))
+                authz = row.get("authz", "")
+                url = row.get("self", "")
 
-            if not url.startswith(url_prefix):
-                url = url_prefix + url
+                if not url:
+                    logging.error(
+                        f"Row #{row_number} did not contain REQUIRED `self` column contents. Continuing anyway..."
+                    )
 
-            out_row = {
-                "guid": "",
-                "md5": md5_hash,
-                "size": size_bytes,
-                "authz": authz,
-                "acl": "",
-                "url": url,
-            }
-            writer.writerow(out_row)
-            row_number += 1
+                if not authz:
+                    logging.error(
+                        f"Row #{row_number} did not contain REQUIRED `authz` column contents. Continuing anyway..."
+                    )
+
+                if not url.startswith(url_prefix):
+                    url = url_prefix + url
+
+                out_row = {
+                    "guid": valid_guids.pop(),
+                    "md5": md5_hash,
+                    "size": size_bytes,
+                    "authz": authz,
+                    "acl": "",
+                    "url": url,
+                }
+                writer.writerow(out_row)
+                row_number += 1
 
     click.echo(
         f"Done! Check for errors above. Gen3 Indexing Manifest: {out_manifest_file}"
@@ -214,11 +226,11 @@ def publish_embeddings(
     delimiter = "\t" if manifest_file_name.endswith(".tsv") else ","
 
     # get a total line count without loading the whole file in memory
-    with open(manifest_file_name, encoding="utf-8") as file:
+    with open(manifest_file_name) as file:
         # - 1 for header
         total_rows = sum(1 for line in file) - 1
 
-    with open(manifest_file_name, encoding="utf-8") as file:
+    with open(manifest_file_name) as file:
         reader = csv.DictReader(file, delimiter=delimiter)
         out_manifest_file = (
             out_manifest_file
@@ -226,6 +238,10 @@ def publish_embeddings(
             else f"{os.path.splitext(manifest_file_name)[0]}_output.tsv"
         )
 
+        # clear out file if it exists and create if it doesn't, we'll append
+        # content later
+        open(out_manifest_file, "w").close()
+
         # build metadata columns list (exclude embedding and collection fields)
         excluded = {"embedding", "collection_id", "collection_name", "authz"}
         metadata_cols = [
@@ -300,12 +316,13 @@ def publish_embeddings(
                             "embeddings", {}
                         )
 
-                        _write_created_embeddings_to_file(
+                        _append_created_embeddings_to_file(
                             created_embeddings,
                             out_manifest_file,
                             all_metadata_keys=all_metadata_keys,
                             output_header_written=output_header_written,
                         )
+                        output_header_written = True
 
                     total_count += pending_count
                     pbar.update(pending_count)
@@ -328,12 +345,13 @@ def publish_embeddings(
                         "embeddings", {}
                     )
 
-                    _write_created_embeddings_to_file(
+                    _append_created_embeddings_to_file(
                         created_embeddings,
                         out_manifest_file,
                         all_metadata_keys=all_metadata_keys,
                         output_header_written=output_header_written,
                     )
+                    output_header_written = True
 
                 total_count += pending_count
                 pbar.update(pending_count)
@@ -344,21 +362,21 @@ def publish_embeddings(
     click.echo(f"Wrote output manifest: {out_manifest_file}.")
 
 
-def _write_created_embeddings_to_file(
+def _append_created_embeddings_to_file(
     created_embeddings: dict,
     out_manifest_file: str,
     all_metadata_keys: set,
     output_header_written: bool,
 ):
     """
-    Write the provided created_embeddings to the output file. Allows calling multiple times
+    Append the provided created_embeddings to the output file. Allows calling multiple times
     """
     logging.info(f"Writing batch of created embeddings to '{out_manifest_file}'...")
     # write to manifest file
     fieldnames = ["embedding_id", "embedding", "collection_id", "authz", "self"]
     fieldnames.extend(sorted(list(all_metadata_keys)))
 
-    with open(out_manifest_file, "w", encoding="utf-8") as f:
+    with open(out_manifest_file, "a") as f:
         writer = csv.DictWriter(f, fieldnames=fieldnames, delimiter="\t")
 
         if not output_header_written:
@@ -639,7 +657,7 @@ def chunk_and_embed_text(
 
     fieldnames.extend(sorted(list(all_metadata_keys)))
 
-    with open(out_manifest_file, "w", encoding="utf-8") as f:
+    with open(out_manifest_file, "w") as f:
         writer = csv.DictWriter(f, fieldnames=fieldnames, delimiter="\t")
         writer.writeheader()
         for item in embeddings_with_metadata:
@@ -672,7 +690,7 @@ def _read_and_chunk_files(
     all_texts_with_metadata = []
     for file_path in all_files:
         try:
-            with open(file_path, "r", encoding="utf-8") as f:
+            with open(file_path, "r") as f:
                 if not keep_folder_paths:
                     file_path = os.path.basename(file_path)
                 file_path = file_path.removeprefix(prefix_to_remove_from_filepath)
diff --git a/gen3/cli/content.py b/gen3/cli/content.py
new file mode 100644
index 000000000..4b2d6a176
--- /dev/null
+++ b/gen3/cli/content.py
@@ -0,0 +1,147 @@
+"""
+Tool for retrieving bulk content (not signed URLs) from a Gen3 commons.
+
+The command accepts either an input file that contains one GUID per line
+(`--input-file`) or a list of GUIDs passed on the command line (`--guids`).
+It then calls `Gen3File.get_content` in batches, normalises the response,
+and writes a TSV that is compatible with the *publish_embeddings* manifest.
+
+The output file format follows exactly what the `publish_embeddings`
+command generates for each row:
+
+    embedding_id   embedding   authz   collection_id   self
+"""
+
+import base64
+import csv
+import json
+from pathlib import Path
+from typing import Iterable, List
+
+import numpy
+from dataclasses import dataclass
+import click
+from cdislogging import get_logger
+import numpy
+
+from gen3.file import DEFAULT_BATCH_SIZE, SUPPORTED_CONTENT_TYPES, Gen3File
+
+
+@click.command(name="read")
+@click.option(
+    "--input-file",
+    "-i",
+    type=click.Path(exists=True),
+    help="Path to a file that contains one GUID per line.",
+)
+@click.option(
+    "--guids",
+    "-g",
+    multiple=True,
+    help="One or more GUIDs. Use this option instead of an input file.",
+)
+@click.option(
+    "--output-file",
+    "-o",
+    type=click.Path(),
+    default="content_output.tsv",
+    show_default=True,
+    help="Destination TSV file name.",
+)
+@click.option(
+    "--batch-size",
+    type=int,
+    default=DEFAULT_BATCH_SIZE,
+    show_default=True,
+    help="Number of GUIDs to request in each bulk API call.",
+)
+@click.option(
+    "--content-type",
+    type=str,
+    default="gen3_embeddings",
+    show_default=True,
+    help=(
+        "The type of content returned (to ensure formatting in output is "
+        "application/content specific). NOTE: ONLY supports `gen3_embeddings` for now!"
+    ),
+)
+@click.pass_context
+def get_bulk_content(ctx, input_file, guids, output_file, batch_size, content_type):
+    """Retrieve bulk content for a set of GUIDs and write to a TSV.
+
+    The function writes a TSV with columns:
+
+        embedding_id   embedding   authz   collection_id   self
+
+    which is identical to the manifest produced by `publish_embeddings`.
+
+    Args:
+        ctx (click.Context): Click context containing `auth_factory`.
+        input_file (str | None): Path to a file that contains one GUID per line.
+        guids (tuple[str, ...]): One or more GUIDs supplied on the command line.
+        output_file (str): Where the TSV will be written.
+        batch_size (int): How many GUIDs to send in each request to `/data/content`.
+    """
+    auth = ctx.obj["auth_factory"].get()
+
+    if content_type not in SUPPORTED_CONTENT_TYPES:
+        click.echo(
+            f"Error: unsupported `content_type={content_type}`, not in supported: {SUPPORTED_CONTENT_TYPES}"
+        )
+        ctx.exit(1)
+
+    if input_file and guids:
+        click.echo("Error: provide either --input-file or --guids, not both.", err=True)
+        ctx.exit(1)
+
+    gen3_file = Gen3File(auth.endpoint, auth_provider=auth)
+    embeddings = gen3_file.get_bulk_content(
+        input_file=input_file,
+        guids=guids,
+        batch_size=batch_size,
+        content_type=content_type,
+    )
+
+    rows = []
+    fieldnames = []
+    fieldnames = set(
+        [
+            "guid",
+            "embedding_id",
+            "embedding",
+            "authz",
+            "collection_id",
+            "self",
+            "metadata",
+        ]
+    )
+
+    for _, embedding in embeddings.items():
+        rows.append(
+            {
+                "guid": embedding.guid,
+                "embedding_id": embedding.embedding_id,
+                "embedding": embedding.embedding,
+                "authz": embedding.authz,
+                "collection_id": embedding.collection_id,
+                "self": embedding.self,
+                "metadata": embedding.metadata,
+            }
+        )
+
+    _write_output(output_file, rows, fieldnames=list(fieldnames))
+    click.echo(f"Successfully wrote {len(rows)} records to {output_file}")
+
+
+def _write_output(output_file: str, rows: List[dict], fieldnames: List[str]) -> None:
+    """Write rows to a TSV file.
+
+    Args:
+        output_file (str): Destination path for the output TSV.
+        rows (list[dict]): Each dictionary must contain the keys
+    """
+    with open(output_file, "w", newline="") as f:
+        writer = csv.DictWriter(f, fieldnames=fieldnames, delimiter="\t")
+        writer.writeheader()
+        for row in rows:
+            writer.writerow(row)
diff --git a/gen3/cli/discovery.py b/gen3/cli/discovery.py
index 536bd68d6..a82f7f6a2 100644
--- a/gen3/cli/discovery.py
+++ b/gen3/cli/discovery.py
@@ -253,12 +253,10 @@ def objects():
     pass
 
 
-@click.command(
-    help="""
+@click.command(help="""
     Outputs a TSV with populated information. [DATASET_GUIDS] argument is
     a variable number of datasets, e.g. 'phs000001.v1.p1.c1 phs000002.v1.p1.c1'
-    """
-)
+    """)
 @click.argument(
     "dataset_guids",
     nargs=-1,
@@ -320,16 +318,14 @@ def discovery_objects_read(
             click.echo(obj["guid"])
 
 
-@click.command(
-    help="""
+@click.command(help="""
     Takes a TSV as input and writes the specified objects GUIDs and defined metadata into Gen3's
     Metadata API, under a Discovery Metadata record for the dataset. The specified content from
     the TSV goes into an 'objects' block of the dataset's metadata.
     If dataset_guid already exists, update, if it doesn't already exist, create it.
     Use 'discovery objects read --template' to get a TSV with the minimum required columns
     to publish.
-    """
-)
+    """)
 @click.argument(
     "file",
     required=True,
diff --git a/gen3/cli/file.py b/gen3/cli/file.py
index 1fa4b7666..68e8ba0dd 100644
--- a/gen3/cli/file.py
+++ b/gen3/cli/file.py
@@ -6,7 +6,6 @@
 from gen3.file import Gen3File
 from gen3.utils import get_or_create_event_loop_for_thread
 
-
 logger = get_logger("__name__")
 
 
diff --git a/gen3/cli/objects.py b/gen3/cli/objects.py
index 90eb476f0..cf4a5b39e 100644
--- a/gen3/cli/objects.py
+++ b/gen3/cli/objects.py
@@ -18,6 +18,7 @@
     publish_crosswalk_metadata,
     read_crosswalk_metadata,
 )
+from gen3.cli.content import get_bulk_content
 
 
 @click.group()
@@ -352,9 +353,7 @@ def objects_manifest_delete_all_guids(ctx, file):
 manifest.add_command(objects_manifest_delete_all_guids, name="delete-all-guids")
 
 
-@click.command(
-    help=(
-        """
+@click.command(help=("""
     Publishes specified crosswalk from local files to Gen3 instance and merges
     with existing crosswalk data already in Gen3.\n
 
@@ -364,9 +363,7 @@ def objects_manifest_delete_all_guids(ctx, file):
     \t\tcommons url | identifier type | identifier name\n
     
     \tYou can have any number of columns for mapping.\n
-    """
-    )
-)
+    """))
 @click.argument(
     "file",
     type=click.Path(writable=True),
@@ -445,3 +442,5 @@ def objects_crosswalk_delete(ctx):
 crosswalk.add_command(objects_crosswalk_read, name="read")
 crosswalk.add_command(objects_crosswalk_verify, name="verify")
 crosswalk.add_command(objects_crosswalk_delete, name="delete")
+
+objects.add_command(get_bulk_content, name="read")
diff --git a/gen3/configure.py b/gen3/configure.py
index 5322cf6a4..7d1b0e25b 100644
--- a/gen3/configure.py
+++ b/gen3/configure.py
@@ -18,6 +18,7 @@
 min_shepherd_version=
 
 """
+
 import json
 from os.path import expanduser
 from pathlib import Path
diff --git a/gen3/doi.py b/gen3/doi.py
index 558dda0c1..91ce11a2c 100644
--- a/gen3/doi.py
+++ b/gen3/doi.py
@@ -5,6 +5,7 @@
 For collecting DOI Metadata, other classes (outside of the ones in this module)
 can interact with different APIs to gather the necessary metadata.
 """
+
 import backoff
 import requests
 import os
@@ -290,9 +291,9 @@ def persist_doi_metadata_in_gen3(
                     f"DOI {doi.identifier} is missing `version` in doi.optional_fields. "
                     f"Defaulting to `1`."
                 )
-            metadata[
-                prefix + "version_information"
-            ] = f"This is version {doi.optional_fields.get('version', '1')} of this {doi.doi_type_general}."
+            metadata[prefix + "version_information"] = (
+                f"This is version {doi.optional_fields.get('version', '1')} of this {doi.doi_type_general}."
+            )
         if additional_metadata.get("version_information"):
             del additional_metadata["version_information"]
 
@@ -305,9 +306,9 @@ def persist_doi_metadata_in_gen3(
                 "`additional_metadata` in doi.persist_metadata_in_gen3() call. "
                 f"Consider providing this. Default will be used: {DataCite.DEFAULT_DOI_ACCESS_INFORMATION}"
             )
-            metadata[
-                prefix + "access_information"
-            ] = DataCite.DEFAULT_DOI_ACCESS_INFORMATION
+            metadata[prefix + "access_information"] = (
+                DataCite.DEFAULT_DOI_ACCESS_INFORMATION
+            )
         if additional_metadata.get("access_information"):
             del additional_metadata["access_information"]
 
diff --git a/gen3/external/__init__.py b/gen3/external/__init__.py
index e93e5d8a0..e466efebf 100644
--- a/gen3/external/__init__.py
+++ b/gen3/external/__init__.py
@@ -6,4 +6,5 @@
 
 If you're adding a new metadata source, use the ExternalMetadataSourceInterface.
 """
+
 from gen3.external.external import ExternalMetadataSourceInterface
diff --git a/gen3/external/nih/dbgap_doi.py b/gen3/external/nih/dbgap_doi.py
index ea8366b86..8e0c56253 100644
--- a/gen3/external/nih/dbgap_doi.py
+++ b/gen3/external/nih/dbgap_doi.py
@@ -140,9 +140,9 @@ def get_metadata_for_ids(self, ids):
             doi_metadata["descriptions"] = dbgapDOI._get_doi_descriptions(
                 phsid, dbgap_fhir_metadata
             )
-            doi_metadata[
-                "alternateIdentifiers"
-            ] = dbgapDOI._get_doi_alternate_identifiers(phsid, dbgap_fhir_metadata)
+            doi_metadata["alternateIdentifiers"] = (
+                dbgapDOI._get_doi_alternate_identifiers(phsid, dbgap_fhir_metadata)
+            )
             doi_metadata["fundingReferences"] = dbgapDOI._get_doi_funding(
                 phsid, dbgap_fhir_metadata
             )
diff --git a/gen3/file.py b/gen3/file.py
index 751615744..3c3573f07 100644
--- a/gen3/file.py
+++ b/gen3/file.py
@@ -1,11 +1,16 @@
+import base64
+from dataclasses import dataclass, field
+
 import json
+from typing import List, Optional
+import numpy
 import requests
 import json
 import asyncio
 import aiohttp
 import aiofiles
 import time
-from tqdm import tqdm
+from tqdm.auto import tqdm
 from types import SimpleNamespace as Namespace
 import os
 import requests
@@ -20,7 +25,20 @@
 logging = get_logger("__name__")
 
 
+@dataclass
+class EmbeddingContent:
+    guid: str
+    embedding_id: str
+    embedding: numpy.ndarray
+    authz: list[str]
+    collection_id: int | None
+    self: str
+    metadata: dict[str, str] = field(default_factory=dict)
+
+
 MAX_RETRIES = 3
+DEFAULT_BATCH_SIZE = 500
+SUPPORTED_CONTENT_TYPES = ["gen3_embeddings"]
 
 
 class Gen3File:
@@ -72,6 +90,205 @@ def get_presigned_url(self, guid, protocol=None):
         except:
             return resp.text
 
+    def get_bulk_content(
+        self,
+        input_file=None,
+        guids=None,
+        batch_size=DEFAULT_BATCH_SIZE,
+        content_type=SUPPORTED_CONTENT_TYPES[0],
+    ) -> dict[str, EmbeddingContent]:
+        """
+        Retrieve bulk content for a set of GUIDs
+
+        Args:
+            input_file (str | None): Path to a file that contains one GUID per line.
+            guids (tuple[str, ...]): One or more GUIDs supplied
+            batch_size (int): How many GUIDs to send in each request to `/data/content`.
+            content_type (str): type of content of GUIDs, this determines how to parse.
+        """
+        if content_type not in SUPPORTED_CONTENT_TYPES:
+            raise ValueError(
+                f"Error: unsupported `content_type={content_type}`, not in supported: {SUPPORTED_CONTENT_TYPES}"
+            )
+
+        final_batch_size = min(batch_size, DEFAULT_BATCH_SIZE)
+        if final_batch_size != batch_size:
+            logging.warning(
+                f"Requested batch_size={batch_size} too large, using default: {DEFAULT_BATCH_SIZE}"
+            )
+
+        if input_file and guids:
+            raise ValueError("Error: provide either input_file or guids, not both.")
+
+        all_guids: List[str] = []
+
+        if input_file:
+            with open(input_file) as f:
+                for line in f:
+                    guid = line.strip()
+                    if guid:
+                        all_guids.append(guid)
+        elif guids:
+            all_guids.extend(guids)
+        else:
+            raise ValueError("Error: provide either input_file or guids")
+
+        if not all_guids:
+            logging.error("No valid GUIDs found in the supplied input.")
+            return {}
+
+        embeddings = {}
+
+        for start in range(0, len(all_guids), batch_size):
+            batch = all_guids[start : start + batch_size]
+            try:
+                batch_response = self.get_content(batch)
+            except Exception as exc:
+                logging.error(f"API error on batch starting at {batch[0]}: {exc}")
+                continue
+
+            if isinstance(batch_response, str):
+                logging.warning(
+                    f"Warning: received raw text response for batch starting with {batch[0]}. Skipping."
+                )
+                continue
+
+            if content_type == "gen3_embeddings":
+                embeddings_from_batch = self.get_embeddings_from_bulk_content(
+                    batch_response
+                )
+                embeddings.update(embeddings_from_batch)
+
+        logging.debug(f"Successfully retrieved {len(embeddings)} records!")
+        return embeddings
+
+    def get_content(self, guids: list) -> dict:
+        """
+        Bulk retrieve content for a list of GUIDs.
+
+        The Gen3 API provides the `/data/content` endpoint which accepts a JSON body with
+        an array of GUID strings.  This helper wraps that call and returns the parsed
+        response.
+
+        Args:
+            guids (list): A list or tuple of GUIDs for which to fetch content.
+
+        Returns:
+            dict | str: If the request succeeds and the body can be decoded as JSON, a mapping
+                from each provided GUID to its associated content is returned
+
+        Raises:
+            requests.HTTPError: If the HTTP status code indicates an error
+        """
+        api_url = f"{self._endpoint}/user/data/content"
+        body = {"guids": guids}
+        headers = {"Content-Type": "application/json"}
+
+        resp = requests.post(
+            api_url, auth=self._auth_provider, json=body, headers=headers
+        )
+        raise_for_status_and_print_error(resp)
+
+        return resp.json()
+
+    def get_embeddings_from_bulk_content(
+        self, batch_response: dict
+    ) -> dict[str, EmbeddingContent]:
+        """
+        Get a dict of parsed embeddings from a batch_resonse of GUIDs
+        which are all embeddings.
+        """
+        embeddings = {}
+        for guid, data in batch_response.get("guids", {}).items():
+            embeddings[guid] = self.get_embeddings_from_bulk_content_guid(guid, data)
+        return embeddings
+
+    def get_embeddings_from_bulk_content_guid(
+        self, guid: str, bulk_content_guid_data: dict
+    ) -> EmbeddingContent:
+        """
+        Return an EmbeddingContent by parsing the response data for a particular GUID in a Bulk Content
+        response which corresponds to a Gen3 EmbeddingContent.
+
+        Note: this handles base64 decoding if the API call used that. and note that the resulting
+            vector is a numpy array
+
+        Args:
+            guid (str): globally unique identifier for the blob of data provided
+            bulk_content_guid_data (dict): data from Bulk Content response.get("guids", {}).get(guid)
+                e.g. the data for the guid specified
+
+        Returns:
+            EmbeddingContent - a dataclass representation of the embedding
+        """
+        if not isinstance(bulk_content_guid_data, dict):
+            logging.info(f"Warning: did not find {guid} in output, adding empty row...")
+            return EmbeddingContent(
+                guid=guid,
+                embedding_id="",
+                embedding=numpy.array([]),
+                authz="",
+                collection_id=None,
+                self="",
+                metadata={},
+            )
+
+        embedding_id = bulk_content_guid_data.get(
+            "embedding_id", ""
+        ) or bulk_content_guid_data.get("id", "")
+        raw_vector = (
+            bulk_content_guid_data.get("vector")
+            or bulk_content_guid_data.get("embedding")
+            or []
+        )
+
+        embedding_vector = None
+
+        # handle vector if base64 version of API used
+        if not raw_vector and "vector_base64" in bulk_content_guid_data:
+            if "precision" not in bulk_content_guid_data:
+                raise Exception(
+                    f"`vector_base64` found but no `precision` specified. Unable to parse."
+                )
+
+            vector_data_type = (
+                numpy.float16
+                if bulk_content_guid_data["precision"] == "float16"
+                else numpy.float32
+            )
+
+            # endpoint may be using binary representation
+            vector_base64_str = bulk_content_guid_data["vector_base64"]
+
+            # re-pad the string to a multiple of 4 (handles any missing '=' signs)
+            padding_needed = -len(vector_base64_str) % 4
+            padded_b64 = vector_base64_str + ("=" * padding_needed)
+            decoded_bytes = base64.urlsafe_b64decode(padded_b64)
+
+            embedding_vector = numpy.frombuffer(decoded_bytes, dtype=vector_data_type)
+
+        if embedding_vector is None:
+            embedding_vector = numpy.array(raw_vector)
+
+        authz_val = bulk_content_guid_data.get("info", {}).get("authz", "")
+        collection_id_val = bulk_content_guid_data.get("info", {}).get(
+            "collection_id", ""
+        )
+
+        url_or_self = bulk_content_guid_data.get("info", {}).get("self")
+
+        metadata = bulk_content_guid_data.get("info", {}).get("metadata")
+
+        return EmbeddingContent(
+            guid=guid,
+            embedding_id=embedding_id,
+            embedding=embedding_vector,
+            authz=authz_val,
+            collection_id=collection_id_val,
+            self=url_or_self,
+            metadata=metadata,
+        )
+
     def delete_file(self, guid):
         """
         This method is DEPRECATED. Use delete_file_locations() instead.
diff --git a/gen3/jobs.py b/gen3/jobs.py
index fc156b54a..11525c6d7 100644
--- a/gen3/jobs.py
+++ b/gen3/jobs.py
@@ -1,6 +1,7 @@
 """
 Contains class for interacting with Gen3's Job Dispatching Service(s).
 """
+
 import aiohttp
 import asyncio
 import backoff
diff --git a/gen3/metadata.py b/gen3/metadata.py
index 32c11c73e..eea10618b 100644
--- a/gen3/metadata.py
+++ b/gen3/metadata.py
@@ -1,6 +1,7 @@
 """
 Contains class for interacting with Gen3's Metadata Service.
 """
+
 import aiohttp
 import backoff
 from datetime import datetime
diff --git a/gen3/tools/bundle/ingest_manifest.py b/gen3/tools/bundle/ingest_manifest.py
index 26196659f..3f6ecd645 100644
--- a/gen3/tools/bundle/ingest_manifest.py
+++ b/gen3/tools/bundle/ingest_manifest.py
@@ -9,7 +9,7 @@
 
 from drsclient.client import DrsClient
 from gen3.auth import Gen3Auth
-from gen3.utils import UUID_FORMAT, SIZE_FORMAT, _verify_format, _standardize_str
+from gen3.utils import UUID_FORMAT, SIZE_FORMAT, _verify_format, standardize_str
 from gen3.tools.utils import (
     GUID_COLUMN_NAMES,
     SIZE_COLUMN_NAMES,
@@ -130,9 +130,9 @@ def _verify_and_process_bundle_manifest(manifest_file, manifest_file_delimiter="
                         bundle_name = value
                         record["name"] = bundle_name
                         if bundle_name not in bundle_name_to_guid:
-                            bundle_name_to_guid[
-                                bundle_name
-                            ] = ""  # to keep track of the available bundles.
+                            bundle_name_to_guid[bundle_name] = (
+                                ""  # to keep track of the available bundles.
+                            )
                         else:
                             logging.error(
                                 "ERROR: bundle_name {} at row {} is not unique".format(
@@ -149,7 +149,7 @@ def _verify_and_process_bundle_manifest(manifest_file, manifest_file_delimiter="
                         pass_verification = False
                 elif key in IDS_COLUMN_NAME:
                     standard = (
-                        _standardize_str(value)
+                        standardize_str(value)
                         .strip()
                         .lstrip("[")
                         .rstrip("]")
@@ -193,7 +193,7 @@ def _verify_and_process_bundle_manifest(manifest_file, manifest_file_delimiter="
                     if not value:
                         continue
                     standard = (
-                        _standardize_str(value)
+                        standardize_str(value)
                         .strip()
                         .lstrip("[")
                         .rstrip("]")
diff --git a/gen3/tools/download/drs_download.py b/gen3/tools/download/drs_download.py
index 2a4ec04a2..2d19f9800 100644
--- a/gen3/tools/download/drs_download.py
+++ b/gen3/tools/download/drs_download.py
@@ -17,7 +17,6 @@
 
 """
 
-
 import re
 import os
 from dataclasses import dataclass, field
@@ -33,7 +32,7 @@
 from cdislogging import get_logger
 from dataclasses_json import dataclass_json, LetterCase, Undefined
 from dateutil import parser as date_parser
-from tqdm import tqdm
+from tqdm.auto import tqdm
 from urllib.parse import urlparse
 
 from gen3.auth import Gen3Auth, Gen3AuthError, decode_token
@@ -104,7 +103,7 @@ def create_object_list(manifest) -> List["Downloadable"]:
     @staticmethod
     def load(filename: Path) -> Optional[List["Downloadable"]]:
         """
-        Method to load a json manifest and return a list of Bownloadable object.
+        Method to load a json manifest and return a list of Downloadable object.
         This list is passed to the DownloadManager methods of download, and list
 
         Args:
@@ -868,9 +867,9 @@ def resolve_objects(self, object_list: List[Downloadable], show_progress: bool):
         resolve_objects_drs_hostname(
             object_list,
             self.resolved_compact_drs,
-            mds_url=f"http://{self.hostname}/mds/aggregate/info"
-            if self.hostname
-            else None,
+            mds_url=(
+                f"http://{self.hostname}/mds/aggregate/info" if self.hostname else None
+            ),
             commons_url=self.commons_url,
         )
         progress_bar = (
diff --git a/gen3/tools/download/external_file_download.py b/gen3/tools/download/external_file_download.py
index a73888eb9..032b7c59f 100644
--- a/gen3/tools/download/external_file_download.py
+++ b/gen3/tools/download/external_file_download.py
@@ -6,6 +6,7 @@
         See docs/howto/externalFileDownloading.md for more details
 
 """
+
 import json
 from pathlib import Path
 from typing import Any, Dict, List
diff --git a/gen3/tools/indexing/download_manifest.py b/gen3/tools/indexing/download_manifest.py
index 98a84e348..045b1a793 100644
--- a/gen3/tools/indexing/download_manifest.py
+++ b/gen3/tools/indexing/download_manifest.py
@@ -20,6 +20,7 @@
               To workaround this, we have each process write to a file and concat
               them all post-processing.
 """
+
 import asyncio
 import aiofiles
 import click
diff --git a/gen3/tools/indexing/index_manifest.py b/gen3/tools/indexing/index_manifest.py
index 8b377badf..0a319ad6d 100644
--- a/gen3/tools/indexing/index_manifest.py
+++ b/gen3/tools/indexing/index_manifest.py
@@ -30,6 +30,7 @@
     python index_manifest.py --commons_url https://giangb.planx-pla.net  --manifest_file path_to_manifest --auth "admin,admin" --replace_urls False --thread_num 10
     python index_manifest.py --commons_url https://giangb.planx-pla.net  --manifest_file path_to_manifest --api_key ./credentials.json --replace_urls False --thread_num 10
 """
+
 import os
 import csv
 import click
@@ -54,7 +55,7 @@
     PREV_GUID_STANDARD_KEY,
 )
 from gen3.utils import (
-    _standardize_str,
+    standardize_str,
     get_urls,
 )
 from gen3.tools.utils import get_and_verify_fileinfos_from_manifest
@@ -62,7 +63,6 @@
 from indexclient.client import Document
 from cdislogging import get_logger
 
-
 CURRENT_DIR = os.path.dirname(os.path.realpath(__file__))
 
 logging = get_logger("__name__")
@@ -151,7 +151,7 @@ def _index_record(
         authz = (
             [
                 element.strip().replace("'", "").replace('"', "").replace("%20", " ")
-                for element in _standardize_str(fi[AUTHZ_STANDARD_KEY])
+                for element in standardize_str(fi[AUTHZ_STANDARD_KEY])
                 .strip()
                 .lstrip("[")
                 .rstrip("]")
@@ -173,7 +173,7 @@ def _index_record(
                         .replace("'", "")
                         .replace('"', "")
                         .replace("%20", " ")
-                        for element in _standardize_str(fi[ACL_STANDARD_KEY])
+                        for element in standardize_str(fi[ACL_STANDARD_KEY])
                         .strip()
                         .lstrip("[")
                         .rstrip("]")
@@ -188,7 +188,7 @@ def _index_record(
             acl = []
 
         if FILENAME_STANDARD_KEY in fi:
-            file_name = _standardize_str(fi[FILENAME_STANDARD_KEY])
+            file_name = standardize_str(fi[FILENAME_STANDARD_KEY])
         else:
             file_name = ""
 
diff --git a/gen3/tools/indexing/merge_manifests.py b/gen3/tools/indexing/merge_manifests.py
index 56752ea43..1001bcc41 100644
--- a/gen3/tools/indexing/merge_manifests.py
+++ b/gen3/tools/indexing/merge_manifests.py
@@ -23,6 +23,7 @@
 into one.
 
 """
+
 import os
 from cdislogging import get_logger
 
diff --git a/gen3/tools/indexing/post_indexing_validation.py b/gen3/tools/indexing/post_indexing_validation.py
index 4f7626560..6adea7625 100644
--- a/gen3/tools/indexing/post_indexing_validation.py
+++ b/gen3/tools/indexing/post_indexing_validation.py
@@ -8,14 +8,12 @@
 | ACL | Bucket | Protocol | Presigned URL Status | Download Status | GUID |
 """
 
-
 import csv
 from cdislogging import get_logger, get_stream_handler
 from gen3.file import Gen3File
 import requests
 import re
 
-
 logger = get_logger(__name__)
 logger.addHandler(get_stream_handler())
 logger.setLevel("INFO")
diff --git a/gen3/tools/indexing/validate_manifest_format.py b/gen3/tools/indexing/validate_manifest_format.py
index 5e86cb117..3dd07da72 100644
--- a/gen3/tools/indexing/validate_manifest_format.py
+++ b/gen3/tools/indexing/validate_manifest_format.py
@@ -1,6 +1,7 @@
 """
 Module to implement is_valid_manifest_format
 """
+
 import warnings
 import csv
 
diff --git a/gen3/tools/indexing/verify_manifest.py b/gen3/tools/indexing/verify_manifest.py
index 2f4d5f274..6df711af8 100644
--- a/gen3/tools/indexing/verify_manifest.py
+++ b/gen3/tools/indexing/verify_manifest.py
@@ -39,6 +39,7 @@ def _get_authz_from_row(row):
     MAX_CONCURRENT_REQUESTS (int): maximum number of desired concurrent requests across
         processes/threads
 """
+
 import aiohttp
 import asyncio
 import csv
@@ -48,7 +49,8 @@ def _get_authz_from_row(row):
 import time
 
 from gen3.index import Gen3Index
-from gen3.utils import get_or_create_event_loop_for_thread
+from gen3.tools.utils import AUTHZ_STANDARD_KEY
+from gen3.utils import get_or_create_event_loop_for_thread, standardize_str
 
 MAX_CONCURRENT_REQUESTS = 24
 CURRENT_DIR = os.path.dirname(os.path.realpath(__file__))
@@ -136,7 +138,21 @@ def _get_authz_from_row(row):
     Returns:
         List[str]: authz resources for the indexd record
     """
-    return [item for item in row.get("authz", "").strip().split(" ") if item]
+    authz = (
+        [
+            element.strip().replace("'", "").replace('"', "").replace("%20", " ")
+            for element in standardize_str(row[AUTHZ_STANDARD_KEY])
+            .strip()
+            .lstrip("[")
+            .rstrip("]")
+            .split(" ")
+        ]
+        if AUTHZ_STANDARD_KEY in row
+        and row[AUTHZ_STANDARD_KEY] != "[]"
+        and row[AUTHZ_STANDARD_KEY]
+        else []
+    )
+    return authz
 
 
 def _get_urls_from_row(row):
diff --git a/gen3/tools/metadata/crosswalk.py b/gen3/tools/metadata/crosswalk.py
index de4ff97a3..ed3b8df11 100644
--- a/gen3/tools/metadata/crosswalk.py
+++ b/gen3/tools/metadata/crosswalk.py
@@ -139,9 +139,9 @@ async def read_crosswalk_metadata(
                             )
                             crosswalk_columns.add(column_name)
 
-                            crosswalk_info[
-                                commons_url + "|" + identifier_name
-                            ] = indentifer_info.get("description")
+                            crosswalk_info[commons_url + "|" + identifier_name] = (
+                                indentifer_info.get("description")
+                            )
 
                     json.dump(guid_crosswalk_metadata, cached_guid_file)
 
diff --git a/gen3/tools/metadata/discovery.py b/gen3/tools/metadata/discovery.py
index 8ba8ce31b..6ccb32af8 100644
--- a/gen3/tools/metadata/discovery.py
+++ b/gen3/tools/metadata/discovery.py
@@ -286,17 +286,17 @@ def combine_discovery_metadata(
     custom_manifests_mapping_config["row_column_name"] = (
         metadata_prefix + metadata_column_to_map
     )
-    custom_manifests_mapping_config[
-        "indexing_manifest_column_name"
-    ] = discovery_column_to_map_on
+    custom_manifests_mapping_config["indexing_manifest_column_name"] = (
+        discovery_column_to_map_on
+    )
 
     # by default, the functions for parsing the manifests and rows assumes a 1:1
     # mapping. There is an additional function provided for partial string matching
     # which we can use here.
     if not exact_match:
-        custom_manifest_row_parsers[
-            "guids_for_manifest_row"
-        ] = get_guids_for_manifest_row_partial_match
+        custom_manifest_row_parsers["guids_for_manifest_row"] = (
+            get_guids_for_manifest_row_partial_match
+        )
 
     temporary_output_filename = (
         CURRENT_DIR.rstrip("/") + "/temp_" + os.path.basename(output_filename)
diff --git a/gen3/tools/metadata/ingest_manifest.py b/gen3/tools/metadata/ingest_manifest.py
index 9a3ae14ff..dfa87af8a 100644
--- a/gen3/tools/metadata/ingest_manifest.py
+++ b/gen3/tools/metadata/ingest_manifest.py
@@ -19,6 +19,7 @@
 
     MAX_CONCURRENT_REQUESTS (int): Maximum concurrent requests to mds for ingestion
 """
+
 import aiohttp
 import asyncio
 import csv
diff --git a/gen3/tools/metadata/verify_manifest.py b/gen3/tools/metadata/verify_manifest.py
index 9c843b027..f3b7235ac 100644
--- a/gen3/tools/metadata/verify_manifest.py
+++ b/gen3/tools/metadata/verify_manifest.py
@@ -22,6 +22,7 @@
     MAX_CONCURRENT_REQUESTS (int): maximum number of desired concurrent requests across
         processes/threads
 """
+
 import asyncio
 import aiohttp
 import csv
diff --git a/gen3/tools/utils.py b/gen3/tools/utils.py
index 578097789..0f4ec7016 100644
--- a/gen3/tools/utils.py
+++ b/gen3/tools/utils.py
@@ -132,17 +132,17 @@ def get_and_verify_fileinfos_from_tsv_manifest(
                     current_column_name
                     and current_column_name.lower() in GUID_COLUMN_NAMES
                 ):
-                    fieldnames[
-                        fieldnames.index(current_column_name)
-                    ] = GUID_STANDARD_KEY
+                    fieldnames[fieldnames.index(current_column_name)] = (
+                        GUID_STANDARD_KEY
+                    )
                     output_column_name = GUID_STANDARD_KEY
                 elif (
                     current_column_name
                     and current_column_name.lower() in FILENAME_COLUMN_NAMES
                 ):
-                    fieldnames[
-                        fieldnames.index(current_column_name)
-                    ] = FILENAME_STANDARD_KEY
+                    fieldnames[fieldnames.index(current_column_name)] = (
+                        FILENAME_STANDARD_KEY
+                    )
                     output_column_name = FILENAME_STANDARD_KEY
                 elif (
                     current_column_name
@@ -170,9 +170,9 @@ def get_and_verify_fileinfos_from_tsv_manifest(
                     current_column_name
                     and current_column_name.lower() in URLS_COLUMN_NAMES
                 ):
-                    fieldnames[
-                        fieldnames.index(current_column_name)
-                    ] = URLS_STANDARD_KEY
+                    fieldnames[fieldnames.index(current_column_name)] = (
+                        URLS_STANDARD_KEY
+                    )
                     output_column_name = URLS_STANDARD_KEY
                     if not _verify_format(row[current_column_name], URL_FORMAT):
                         logging.error(
@@ -183,9 +183,9 @@ def get_and_verify_fileinfos_from_tsv_manifest(
                     current_column_name
                     and current_column_name.lower() in AUTHZ_COLUMN_NAMES
                 ):
-                    fieldnames[
-                        fieldnames.index(current_column_name)
-                    ] = AUTHZ_STANDARD_KEY
+                    fieldnames[fieldnames.index(current_column_name)] = (
+                        AUTHZ_STANDARD_KEY
+                    )
                     output_column_name = AUTHZ_STANDARD_KEY
                     if not _verify_format(row[current_column_name], AUTHZ_FORMAT):
                         logging.error(
@@ -196,9 +196,9 @@ def get_and_verify_fileinfos_from_tsv_manifest(
                     current_column_name
                     and current_column_name.lower() in SIZE_COLUMN_NAMES
                 ):
-                    fieldnames[
-                        fieldnames.index(current_column_name)
-                    ] = SIZE_STANDARD_KEY
+                    fieldnames[fieldnames.index(current_column_name)] = (
+                        SIZE_STANDARD_KEY
+                    )
                     output_column_name = SIZE_STANDARD_KEY
                     if not _verify_format(row[current_column_name], SIZE_FORMAT):
                         logging.error(
@@ -209,9 +209,9 @@ def get_and_verify_fileinfos_from_tsv_manifest(
                     current_column_name
                     and current_column_name.lower() in PREV_GUID_COLUMN_NAMES
                 ):
-                    fieldnames[
-                        fieldnames.index(current_column_name)
-                    ] = PREV_GUID_STANDARD_KEY
+                    fieldnames[fieldnames.index(current_column_name)] = (
+                        PREV_GUID_STANDARD_KEY
+                    )
                     output_column_name = PREV_GUID_STANDARD_KEY
                     # only validate format if value is provided (since this is optional)
                     if row[current_column_name] and not _verify_format(
@@ -239,9 +239,11 @@ def get_and_verify_fileinfos_from_tsv_manifest(
                         output_row[output_column_name] = (
                             int(row[current_column_name])
                             if output_column_name == SIZE_STANDARD_KEY
-                            else row[current_column_name].strip()
-                            if type(row[current_column_name]) == str
-                            else row[current_column_name]
+                            else (
+                                row[current_column_name].strip()
+                                if type(row[current_column_name]) == str
+                                else row[current_column_name]
+                            )
                         )
                     except ValueError:
                         # don't break
diff --git a/gen3/utils.py b/gen3/utils.py
index a501d1e5c..76060cc76 100644
--- a/gen3/utils.py
+++ b/gen3/utils.py
@@ -270,7 +270,7 @@ def _verify_schema(data, schema):
     return True
 
 
-def _standardize_str(s):
+def standardize_str(s):
     """
     Remove unnecessary spaces
 
@@ -304,7 +304,7 @@ def get_urls(raw_urls_string):
         .replace('"', "")
         .replace("%20", " ")
         .rstrip(",")
-        for element in _standardize_str(raw_urls_string)
+        for element in standardize_str(raw_urls_string)
         .strip()
         .lstrip("[")
         .rstrip("]")
diff --git a/poetry.lock b/poetry.lock
index 481d74ee8..42ea28785 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -157,7 +157,6 @@ files = [
 [package.dependencies]
 aiohappyeyeballs = ">=2.5.0"
 aiosignal = ">=1.4.0"
-async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
@@ -216,6 +215,18 @@ files = [
     {file = "annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4"},
 ]
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
 [[package]]
 name = "anyio"
 version = "4.11.0"
@@ -229,7 +240,6 @@ files = [
 ]
 
 [package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
@@ -238,18 +248,91 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 trio = ["trio (>=0.31.0)"]
 
 [[package]]
-name = "async-timeout"
-version = "5.0.1"
-description = "Timeout context manager for asyncio programs"
+name = "appnope"
+version = "0.1.4"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = ">=3.6"
+groups = ["dev"]
+markers = "platform_system == \"Darwin\""
+files = [
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
+]
+
+[[package]]
+name = "argon2-cffi"
+version = "25.1.0"
+description = "Argon2 for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version == \"3.10\""
+groups = ["dev"]
+files = [
+    {file = "argon2_cffi-25.1.0-py3-none-any.whl", hash = "sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741"},
+    {file = "argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1"},
+]
+
+[package.dependencies]
+argon2-cffi-bindings = "*"
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "25.1.0"
+description = "Low-level CFFI bindings for Argon2"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "argon2_cffi_bindings-25.1.0-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:3d3f05610594151994ca9ccb3c771115bdb4daef161976a266f0dd8aa9996b8f"},
+    {file = "argon2_cffi_bindings-25.1.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:8b8efee945193e667a396cbc7b4fb7d357297d6234d30a489905d96caabde56b"},
+    {file = "argon2_cffi_bindings-25.1.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3c6702abc36bf3ccba3f802b799505def420a1b7039862014a65db3205967f5a"},
+    {file = "argon2_cffi_bindings-25.1.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a1c70058c6ab1e352304ac7e3b52554daadacd8d453c1752e547c76e9c99ac44"},
+    {file = "argon2_cffi_bindings-25.1.0-cp314-cp314t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e2fd3bfbff3c5d74fef31a722f729bf93500910db650c925c2d6ef879a7e51cb"},
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+    {file = "argon2_cffi_bindings-25.1.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:da0c79c23a63723aa5d782250fbf51b768abca630285262fb5144ba5ae01e520"},
+    {file = "argon2_cffi_bindings-25.1.0.tar.gz", hash = "sha256:b957f3e6ea4d55d820e40ff76f450952807013d361a65d7f28acc0acbf29229d"},
+]
+
+[package.dependencies]
+cffi = [
+    {version = ">=1.0.1", markers = "python_version < \"3.14\""},
+    {version = ">=2.0.0b1", markers = "python_version >= \"3.14\""},
+]
+
+[[package]]
+name = "asttokens"
+version = "3.0.1"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
-    {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
-    {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
+    {file = "asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a"},
+    {file = "asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7"},
 ]
 
+[package.extras]
+astroid = ["astroid (>=2,<5)"]
+test = ["astroid (>=2,<5)", "pytest (<9.0)", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "asyncio"
 version = "3.4.3"
@@ -290,14 +373,14 @@ files = [
 
 [[package]]
 name = "authlib"
-version = "1.6.5"
+version = "1.6.12"
 description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "authlib-1.6.5-py2.py3-none-any.whl", hash = "sha256:3e0e0507807f842b02175507bdee8957a1d5707fd4afb17c32fb43fee90b6e3a"},
-    {file = "authlib-1.6.5.tar.gz", hash = "sha256:6aaf9c79b7cc96c900f0b284061691c5d4e61221640a948fe690b556a6d6d10b"},
+    {file = "authlib-1.6.12-py2.py3-none-any.whl", hash = "sha256:e9229ad7fde610b139dd12f5edbe97eab9ee78bfb85691247e767727850b99ab"},
+    {file = "authlib-1.6.12.tar.gz", hash = "sha256:0656d8482f28fc8221929d5f35b2bde5d13e10555ebc06b4561b0d622e83b1bd"},
 ]
 
 [package.dependencies]
@@ -340,6 +423,48 @@ files = [
     {file = "backoff-1.11.1.tar.gz", hash = "sha256:ccb962a2378418c667b3c979b504fdeb7d9e0d29c0579e3b13b86467177728cb"},
 ]
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.15.0"
+description = "Screen-scraping library"
+optional = false
+python-versions = ">=3.7.0"
+groups = ["dev"]
+files = [
+    {file = "beautifulsoup4-4.15.0-py3-none-any.whl", hash = "sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9"},
+    {file = "beautifulsoup4-4.15.0.tar.gz", hash = "sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7"},
+]
+
+[package.dependencies]
+soupsieve = ">=1.6.1"
+typing-extensions = ">=4.0.0"
+
+[package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
+[[package]]
+name = "bleach"
+version = "6.4.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
+    {file = "bleach-6.4.0-py3-none-any.whl", hash = "sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081"},
+    {file = "bleach-6.4.0.tar.gz", hash = "sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452"},
+]
+
+[package.dependencies]
+tinycss2 = {version = ">=1.1.0", optional = true, markers = "extra == \"css\""}
+webencodings = "*"
+
+[package.extras]
+css = ["tinycss2 (>=1.1.0)"]
+
 [[package]]
 name = "blinker"
 version = "1.9.0"
@@ -428,7 +553,6 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "platform_python_implementation != \"PyPy\""
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
     {file = "cffi-2.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49"},
@@ -664,11 +788,26 @@ description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 groups = ["main", "dev"]
+markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "platform_system == \"Windows\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}
+
+[[package]]
+name = "comm"
+version = "0.2.3"
+description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
+    {file = "comm-0.2.3-py3-none-any.whl", hash = "sha256:c615d91d75f7f04f095b30d1c1711babd43bdc6419c1be9886a85f2f4e489417"},
+    {file = "comm-0.2.3.tar.gz", hash = "sha256:2dc8048c10962d55d7ad693be1e7045d891b7ce8d999c97963a5e3e99c055971"},
+]
+
+[package.extras]
+test = ["pytest"]
 
 [[package]]
 name = "coverage"
@@ -772,9 +911,6 @@ files = [
     {file = "coverage-7.11.1.tar.gz", hash = "sha256:b4b3a072559578129a9e863082a2972a2abd8975bc0e2ec57da96afcd6580a8a"},
 ]
 
-[package.dependencies]
-tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
-
 [package.extras]
 toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
@@ -958,6 +1094,70 @@ typing-inspect = ">=0.4.0"
 [package.extras]
 dev = ["flake8", "hypothesis", "ipython", "mypy (>=0.710)", "portray", "pytest (>=7.2.0)", "setuptools", "simplejson", "twine", "types-dataclasses ; python_version == \"3.6\"", "wheel"]
 
+[[package]]
+name = "debugpy"
+version = "1.8.20"
+description = "An implementation of the Debug Adapter Protocol for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "debugpy-1.8.20-cp310-cp310-macosx_15_0_x86_64.whl", hash = "sha256:157e96ffb7f80b3ad36d808646198c90acb46fdcfd8bb1999838f0b6f2b59c64"},
+    {file = "debugpy-1.8.20-cp310-cp310-manylinux_2_34_x86_64.whl", hash = "sha256:c1178ae571aff42e61801a38b007af504ec8e05fde1c5c12e5a7efef21009642"},
+    {file = "debugpy-1.8.20-cp310-cp310-win32.whl", hash = "sha256:c29dd9d656c0fbd77906a6e6a82ae4881514aa3294b94c903ff99303e789b4a2"},
+    {file = "debugpy-1.8.20-cp310-cp310-win_amd64.whl", hash = "sha256:3ca85463f63b5dd0aa7aaa933d97cbc47c174896dcae8431695872969f981893"},
+    {file = "debugpy-1.8.20-cp311-cp311-macosx_15_0_universal2.whl", hash = "sha256:eada6042ad88fa1571b74bd5402ee8b86eded7a8f7b827849761700aff171f1b"},
+    {file = "debugpy-1.8.20-cp311-cp311-manylinux_2_34_x86_64.whl", hash = "sha256:7de0b7dfeedc504421032afba845ae2a7bcc32ddfb07dae2c3ca5442f821c344"},
+    {file = "debugpy-1.8.20-cp311-cp311-win32.whl", hash = "sha256:773e839380cf459caf73cc533ea45ec2737a5cc184cf1b3b796cd4fd98504fec"},
+    {file = "debugpy-1.8.20-cp311-cp311-win_amd64.whl", hash = "sha256:1f7650546e0eded1902d0f6af28f787fa1f1dbdbc97ddabaf1cd963a405930cb"},
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+    {file = "debugpy-1.8.20-cp39-cp39-manylinux_2_34_x86_64.whl", hash = "sha256:70ad9ae09b98ac307b82c16c151d27ee9d68ae007a2e7843ba621b5ce65333b5"},
+    {file = "debugpy-1.8.20-cp39-cp39-win32.whl", hash = "sha256:9eeed9f953f9a23850c85d440bf51e3c56ed5d25f8560eeb29add815bd32f7ee"},
+    {file = "debugpy-1.8.20-cp39-cp39-win_amd64.whl", hash = "sha256:760813b4fff517c75bfe7923033c107104e76acfef7bda011ffea8736e9a66f8"},
+    {file = "debugpy-1.8.20-py2.py3-none-any.whl", hash = "sha256:5be9bed9ae3be00665a06acaa48f8329d2b9632f15fd09f6a9a8c8d9907e54d7"},
+    {file = "debugpy-1.8.20.tar.gz", hash = "sha256:55bc8701714969f1ab89a6d5f2f3d40c36f91b2cbe2f65d98bf8196f6a6a2c33"},
+]
+
+[[package]]
+name = "decorator"
+version = "5.3.1"
+description = "Decorators for Humans"
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
+    {file = "decorator-5.3.1-py3-none-any.whl", hash = "sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c"},
+    {file = "decorator-5.3.1.tar.gz", hash = "sha256:4cbcdd55a6efadb9dbea26b858f4fb3264567b52d69ca0d25b721b553f60ea82"},
+]
+
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["dev"]
+files = [
+    {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
+    {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
+]
+
 [[package]]
 name = "deptry"
 version = "0.23.1"
@@ -989,7 +1189,6 @@ click = ">=8.0.0,<9"
 colorama = {version = ">=0.4.6", markers = "sys_platform == \"win32\""}
 packaging = ">=23.2"
 requirements-parser = ">=0.11.0,<1"
-tomli = {version = ">=2.0.1", markers = "python_full_version < \"3.11.0\""}
 
 [[package]]
 name = "dictionaryutils"
@@ -1067,23 +1266,19 @@ httpx = ">=0.28.1,<1.0.0"
 requests = ">=2.23.0,<3.0.0"
 
 [[package]]
-name = "exceptiongroup"
-version = "1.3.0"
-description = "Backport of PEP 654 (exception groups)"
+name = "executing"
+version = "2.2.1"
+description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version == \"3.10\""
 files = [
-    {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
-    {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
+    {file = "executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017"},
+    {file = "executing-2.2.1.tar.gz", hash = "sha256:3632cc370565f6648cc328b32435bd120a1e4ebb20c77e3fdde9a13cd1e533c4"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
-
 [package.extras]
-test = ["pytest (>=6)"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
 
 [[package]]
 name = "fastavro"
@@ -1147,6 +1342,21 @@ lz4 = ["lz4"]
 snappy = ["cramjam"]
 zstandard = ["zstandard"]
 
+[[package]]
+name = "fastjsonschema"
+version = "2.21.2"
+description = "Fastest Python implementation of JSON schema"
+optional = false
+python-versions = "*"
+groups = ["dev"]
+files = [
+    {file = "fastjsonschema-2.21.2-py3-none-any.whl", hash = "sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463"},
+    {file = "fastjsonschema-2.21.2.tar.gz", hash = "sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de"},
+]
+
+[package.extras]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+
 [[package]]
 name = "fhirclient"
 version = "4.3.2"
@@ -1700,6 +1910,123 @@ files = [
     {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
 ]
 
+[[package]]
+name = "ipykernel"
+version = "7.2.0"
+description = "IPython Kernel for Jupyter"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
+    {file = "ipykernel-7.2.0-py3-none-any.whl", hash = "sha256:3bbd4420d2b3cc105cbdf3756bfc04500b1e52f090a90716851f3916c62e1661"},
+    {file = "ipykernel-7.2.0.tar.gz", hash = "sha256:18ed160b6dee2cbb16e5f3575858bc19d8f1fe6046a9a680c708494ce31d909e"},
+]
+
+[package.dependencies]
+appnope = {version = ">=0.1.2", markers = "platform_system == \"Darwin\""}
+comm = ">=0.1.1"
+debugpy = ">=1.6.5"
+ipython = ">=7.23.1"
+jupyter-client = ">=8.8.0"
+jupyter-core = ">=5.1,<6.0.dev0 || >=6.1.dev0"
+matplotlib-inline = ">=0.1"
+nest-asyncio = ">=1.4"
+packaging = ">=22"
+psutil = ">=5.7"
+pyzmq = ">=25"
+tornado = ">=6.4.1"
+traitlets = ">=5.4.0"
+
+[package.extras]
+cov = ["coverage[toml]", "matplotlib", "pytest-cov", "trio"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx (<8.2.0)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+pyqt5 = ["pyqt5"]
+pyside6 = ["pyside6"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0,<10)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "ipython"
+version = "9.14.0"
+description = "IPython: Productive Interactive Computing"
+optional = false
+python-versions = ">=3.11"
+groups = ["main", "dev"]
+files = [
+    {file = "ipython-9.14.0-py3-none-any.whl", hash = "sha256:8fd984a3372c14b12790b084ba6b5cff5678c0cb063244a0034f06a51f20d6c2"},
+    {file = "ipython-9.14.0.tar.gz", hash = "sha256:6f27ff0f1d9ea050e0551f71568bc4b34d8aba579e8f111c5b4175f44ac6b4aa"},
+]
+
+[package.dependencies]
+colorama = {version = ">=0.4.4", markers = "sys_platform == \"win32\""}
+decorator = ">=5.1.0"
+ipython-pygments-lexers = ">=1.0.0"
+jedi = ">=0.18.2"
+matplotlib-inline = ">=0.1.6"
+pexpect = {version = ">4.6", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
+prompt_toolkit = ">=3.0.41,<3.1.0"
+psutil = {version = ">=7", markers = "sys_platform != \"emscripten\""}
+pygments = ">=2.14.0"
+stack_data = ">=0.6.0"
+traitlets = ">=5.13.0"
+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+
+[package.extras]
+all = ["argcomplete (>=3.0)", "ipython[doc,matplotlib,terminal,test,test-extra]", "types-decorator"]
+black = ["black"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[matplotlib,test]", "setuptools (>=80.0)", "sphinx (>=8.0)", "sphinx-rtd-theme (>=0.1.8)", "sphinx_toml (==0.0.4)", "typing_extensions"]
+matplotlib = ["matplotlib (>3.9)"]
+test = ["packaging (>=23.0.0)", "pytest (>=7.0.0)", "pytest-asyncio (>=1.0.0)", "setuptools (>=80.0)", "testpath (>=0.2)"]
+test-extra = ["curio", "ipykernel (>6.30)", "ipython[matplotlib]", "ipython[test]", "jupyter_ai", "nbclient", "nbformat", "numpy (>=2.0)", "pandas (>2.1)", "trio (>=0.22.0)"]
+
+[[package]]
+name = "ipython-genutils"
+version = "0.2.0"
+description = "Vestigial utilities from IPython"
+optional = false
+python-versions = "*"
+groups = ["dev"]
+files = [
+    {file = "ipython_genutils-0.2.0-py2.py3-none-any.whl", hash = "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8"},
+    {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
+]
+
+[[package]]
+name = "ipython-pygments-lexers"
+version = "1.1.1"
+description = "Defines a variety of Pygments lexers for highlighting IPython code."
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
+    {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"},
+    {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"},
+]
+
+[package.dependencies]
+pygments = "*"
+
+[[package]]
+name = "ipywidgets"
+version = "8.1.8"
+description = "Jupyter interactive widgets"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "ipywidgets-8.1.8-py3-none-any.whl", hash = "sha256:ecaca67aed704a338f88f67b1181b58f821ab5dc89c1f0f5ef99db43c1c2921e"},
+    {file = "ipywidgets-8.1.8.tar.gz", hash = "sha256:61f969306b95f85fba6b6986b7fe45d73124d1d9e3023a8068710d47a22ea668"},
+]
+
+[package.dependencies]
+comm = ">=0.1.3"
+ipython = ">=6.1.0"
+jupyterlab_widgets = ">=3.0.15,<3.1.0"
+traitlets = ">=4.3.1"
+widgetsnbextension = ">=4.0.14,<4.1.0"
+
+[package.extras]
+test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
+
 [[package]]
 name = "itsdangerous"
 version = "2.2.0"
@@ -1712,6 +2039,25 @@ files = [
     {file = "itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173"},
 ]
 
+[[package]]
+name = "jedi"
+version = "0.20.0"
+description = "An autocompletion tool for Python that can be used for text editors."
+optional = false
+python-versions = ">=3.10"
+groups = ["main", "dev"]
+files = [
+    {file = "jedi-0.20.0-py2.py3-none-any.whl", hash = "sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67"},
+    {file = "jedi-0.20.0.tar.gz", hash = "sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011"},
+]
+
+[package.dependencies]
+parso = ">=0.8.6,<0.9.0"
+
+[package.extras]
+dev = ["Django", "attrs", "colorama", "docopt", "flake8 (==7.1.2)", "pytest (<9.0.0)", "types-setuptools (==80.9.0.20250529)", "typing-extensions", "zuban (==0.7.0)"]
+docs = ["Jinja2 (==3.1.6)", "MarkupSafe (==3.0.3)", "Pygments (==2.20.0)", "Sphinx (==9.1.0)", "alabaster (==1.0.0)", "babel (==2.18.0)", "certifi (==2026.4.22)", "charset-normalizer (==3.4.7)", "docutils (==0.22.4)", "idna (==3.13)", "imagesize (==2.0.0)", "iniconfig (==2.3.0)", "packaging (==26.2)", "pluggy (==1.6.0)", "pytest (==9.0.3)", "requests (==2.33.1)", "roman-numerals (==4.1.0)", "snowballstemmer (==3.0.1)", "sphinx-rtd-theme (==3.1.0)", "sphinxcontrib-applehelp (==2.0.0)", "sphinxcontrib-devhelp (==2.0.0)", "sphinxcontrib-htmlhelp (==2.1.0)", "sphinxcontrib-jquery (==4.1)", "sphinxcontrib-jsmath (==1.0.1)", "sphinxcontrib-qthelp (==2.0.0)", "sphinxcontrib-serializinghtml (==2.0.0)", "urllib3 (==2.6.3)"]
+
 [[package]]
 name = "jinja2"
 version = "3.1.6"
@@ -1743,6 +2089,18 @@ files = [
     {file = "joblib-1.5.3.tar.gz", hash = "sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3"},
 ]
 
+[[package]]
+name = "jsonpointer"
+version = "3.1.1"
+description = "Identify specific nodes in a JSON document (RFC 6901) "
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
+    {file = "jsonpointer-3.1.1-py3-none-any.whl", hash = "sha256:8ff8b95779d071ba472cf5bc913028df06031797532f08a7d5b602d8b2a488ca"},
+    {file = "jsonpointer-3.1.1.tar.gz", hash = "sha256:0b801c7db33a904024f6004d526dcc53bbb8a4a0f4e32bfd10beadf60adf1900"},
+]
+
 [[package]]
 name = "jsonschema"
 version = "3.2.0"
@@ -1757,24 +2115,179 @@ files = [
 
 [package.dependencies]
 attrs = ">=17.4.0"
+idna = {version = "*", optional = true, markers = "extra == \"format_nongpl\""}
+jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format_nongpl\""}
 pyrsistent = ">=0.14.0"
+rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format_nongpl\""}
+rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format_nongpl\""}
 setuptools = "*"
 six = ">=1.11.0"
+webcolors = {version = "*", optional = true, markers = "extra == \"format_nongpl\""}
 
 [package.extras]
 format = ["idna", "jsonpointer (>1.13)", "rfc3987", "strict-rfc3339", "webcolors"]
 format-nongpl = ["idna", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "webcolors"]
 
+[[package]]
+name = "jupyter-client"
+version = "8.8.0"
+description = "Jupyter protocol implementation and client libraries"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
+    {file = "jupyter_client-8.8.0-py3-none-any.whl", hash = "sha256:f93a5b99c5e23a507b773d3a1136bd6e16c67883ccdbd9a829b0bbdb98cd7d7a"},
+    {file = "jupyter_client-8.8.0.tar.gz", hash = "sha256:d556811419a4f2d96c869af34e854e3f059b7cc2d6d01a9cd9c85c267691be3e"},
+]
+
+[package.dependencies]
+jupyter-core = ">=5.1"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=25.0"
+tornado = ">=6.4.1"
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+orjson = ["orjson"]
+test = ["anyio", "coverage", "ipykernel (>=6.14)", "msgpack", "mypy ; platform_python_implementation != \"PyPy\"", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.6.2)", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-core"
+version = "5.9.1"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
+    {file = "jupyter_core-5.9.1-py3-none-any.whl", hash = "sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407"},
+    {file = "jupyter_core-5.9.1.tar.gz", hash = "sha256:4d09aaff303b9566c3ce657f580bd089ff5c91f5f89cf7d8846c3cdf465b5508"},
+]
+
+[package.dependencies]
+platformdirs = ">=2.5"
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest (<9)", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-events"
+version = "0.6.3"
+description = "Jupyter Event System library"
+optional = false
+python-versions = ">=3.7"
+groups = ["dev"]
+files = [
+    {file = "jupyter_events-0.6.3-py3-none-any.whl", hash = "sha256:57a2749f87ba387cd1bfd9b22a0875b889237dbf2edc2121ebb22bde47036c17"},
+    {file = "jupyter_events-0.6.3.tar.gz", hash = "sha256:9a6e9995f75d1b7146b436ea24d696ce3a35bfa8bfe45e0c33c334c79464d0b3"},
+]
+
+[package.dependencies]
+jsonschema = {version = ">=3.2.0", extras = ["format-nongpl"]}
+python-json-logger = ">=2.0.4"
+pyyaml = ">=5.3"
+rfc3339-validator = "*"
+rfc3986-validator = ">=0.1.1"
+traitlets = ">=5.3"
+
+[package.extras]
+cli = ["click", "rich"]
+docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
+test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "pytest-cov", "rich"]
+
+[[package]]
+name = "jupyter-server"
+version = "2.10.0"
+description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "jupyter_server-2.10.0-py3-none-any.whl", hash = "sha256:dde56c9bc3cb52d7b72cc0f696d15d7163603526f1a758eb4a27405b73eab2a5"},
+    {file = "jupyter_server-2.10.0.tar.gz", hash = "sha256:47b8f5e63440125cb1bb8957bf12b18453ee5ed9efe42d2f7b2ca66a7019a278"},
+]
+
+[package.dependencies]
+anyio = ">=3.1.0"
+argon2-cffi = "*"
+jinja2 = "*"
+jupyter-client = ">=7.4.4"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-events = ">=0.6.0"
+jupyter-server-terminals = "*"
+nbconvert = ">=6.4.4"
+nbformat = ">=5.3.0"
+overrides = "*"
+packaging = "*"
+prometheus-client = "*"
+pywinpty = {version = "*", markers = "os_name == \"nt\""}
+pyzmq = ">=24"
+send2trash = ">=1.8.2"
+terminado = ">=0.8.3"
+tornado = ">=6.2.0"
+traitlets = ">=5.6.0"
+websocket-client = "*"
+
+[package.extras]
+docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"]
+
+[[package]]
+name = "jupyter-server-terminals"
+version = "0.5.4"
+description = "A Jupyter Server Extension Providing Terminals."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "jupyter_server_terminals-0.5.4-py3-none-any.whl", hash = "sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14"},
+    {file = "jupyter_server_terminals-0.5.4.tar.gz", hash = "sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5"},
+]
+
+[package.dependencies]
+pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
+terminado = ">=0.8.3"
+
+[package.extras]
+docs = ["jinja2", "jupyter-server", "mistune (<4.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"]
+test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
+
+[[package]]
+name = "jupyterlab-pygments"
+version = "0.3.0"
+description = "Pygments theme using JupyterLab CSS variables"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
+    {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
+]
+
+[[package]]
+name = "jupyterlab-widgets"
+version = "3.0.16"
+description = "Jupyter interactive widgets for JupyterLab"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "jupyterlab_widgets-3.0.16-py3-none-any.whl", hash = "sha256:45fa36d9c6422cf2559198e4db481aa243c7a32d9926b500781c830c80f7ecf8"},
+    {file = "jupyterlab_widgets-3.0.16.tar.gz", hash = "sha256:423da05071d55cf27a9e602216d35a3a65a3e41cdf9c5d3b643b814ce38c19e0"},
+]
+
 [[package]]
 name = "mako"
-version = "1.3.10"
+version = "1.3.12"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "mako-1.3.10-py3-none-any.whl", hash = "sha256:baef24a52fc4fc514a0887ac600f9f1cff3d82c61d4d700a1fa84d597b88db59"},
-    {file = "mako-1.3.10.tar.gz", hash = "sha256:99579a6f39583fa7e5630a28c3c1f440e4e97a414b80372649c0ce338da2ea28"},
+    {file = "mako-1.3.12-py3-none-any.whl", hash = "sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9"},
+    {file = "mako-1.3.12.tar.gz", hash = "sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a"},
 ]
 
 [package.dependencies]
@@ -1945,18 +2458,48 @@ files = [
 marshmallow = ">=2.0.0"
 
 [[package]]
-name = "mdurl"
-version = "0.1.2"
-description = "Markdown URL utilities"
-optional = true
-python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"ai\""
+name = "matplotlib-inline"
+version = "0.2.2"
+description = "Inline Matplotlib backend for Jupyter"
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+files = [
+    {file = "matplotlib_inline-0.2.2-py3-none-any.whl", hash = "sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6"},
+    {file = "matplotlib_inline-0.2.2.tar.gz", hash = "sha256:72f3fe8fce36b70d4a5b612f899090cd0401deddc4ea90e1572b9f4bfb058c79"},
+]
+
+[package.dependencies]
+traitlets = "*"
+
+[package.extras]
+test = ["flake8", "matplotlib", "nbdime", "nbval", "notebook", "pytest"]
+
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+description = "Markdown URL utilities"
+optional = true
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"ai\""
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
+[[package]]
+name = "mistune"
+version = "3.2.1"
+description = "A sane and fast Markdown parser with useful plugins and renderers"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "mistune-3.2.1-py3-none-any.whl", hash = "sha256:78cdb0ba5e938053ccf63651b352508d2efa9411dc8810bfb05f2dc5140c0048"},
+    {file = "mistune-3.2.1.tar.gz", hash = "sha256:7c8e5501d38bac1582e067e46c8343f17d57ea1aaa735823f3aba1fd59c88a28"},
+]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -2131,9 +2674,6 @@ files = [
     {file = "multidict-6.7.0.tar.gz", hash = "sha256:c6e99d9a65ca282e578dfea819cfa9c0a62b2499d8677392e09feaf305e9e6f5"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "mypy-extensions"
 version = "1.1.0"
@@ -2147,24 +2687,122 @@ files = [
 ]
 
 [[package]]
-name = "networkx"
-version = "3.2.1"
-description = "Python package for creating and manipulating graphs and networks"
+name = "nbclassic"
+version = "1.3.3"
+description = "Jupyter Notebook as a Jupyter Server extension."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version == \"3.10\""
+groups = ["dev"]
+files = [
+    {file = "nbclassic-1.3.3-py3-none-any.whl", hash = "sha256:dcee5149aa6aa01846c7458d6394b29b325213b5e118ee14c80d689122e0e4f2"},
+    {file = "nbclassic-1.3.3.tar.gz", hash = "sha256:434228763f8cee754318cd6dfa42370db191af630dabab8e30bafc8c1aa3eee6"},
+]
+
+[package.dependencies]
+ipykernel = "*"
+ipython-genutils = "*"
+nest-asyncio = ">=1.5"
+notebook-shim = ">=0.2.3"
+
+[package.extras]
+dev = ["hatch", "pre-commit"]
+docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+json-logging = ["json-logging"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket ; sys_platform != \"win32\"", "testpath"]
+
+[[package]]
+name = "nbclient"
+version = "0.11.0"
+description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+optional = false
+python-versions = ">=3.10.0"
+groups = ["dev"]
+files = [
+    {file = "nbclient-0.11.0-py3-none-any.whl", hash = "sha256:ef7fa0d59d6e1d41103933d8a445a18d5de860ca6b613b87b8574accdb3c2895"},
+    {file = "nbclient-0.11.0.tar.gz", hash = "sha256:04a134a5b087f2c5887f228aca155db50169b8cd9334dee6942c8e927e56081a"},
+]
+
+[package.dependencies]
+jupyter-client = ">=7.0.0"
+jupyter-core = ">=5.4.0"
+nbformat = ">=5.2.0"
+traitlets = ">=5.13"
+
+[package.extras]
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@@ -2655,7 +3299,6 @@ files = [
 
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+
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 version = "2.20.0"
 description = "Pygments is a syntax highlighting package written in Python."
-optional = true
+optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"ai\""
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@@ -2896,14 +3845,14 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyjwt"
-version = "2.10.1"
+version = "2.13.0"
 description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 [package.dependencies]
@@ -2911,9 +3860,6 @@ cryptography = {version = ">=3.4.0", optional = true, markers = "extra == \"cryp
 
 [package.extras]
 crypto = ["cryptography (>=3.4.0)"]
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 [[package]]
 name = "pypfb"
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 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main"]
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 description = "JSON Log Formatter for the Python Logging Package"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev"]
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 ]
 
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+python-versions = ">=3.9"
+groups = ["dev"]
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+
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 version = "2026.4.4"
@@ -3345,6 +4423,33 @@ files = [
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 packaging = ">=23.2"
 
+[[package]]
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+version = "0.1.4"
+description = "A pure python RFC3339 validator"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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-
 [[package]]
 name = "scikit-learn"
 version = "1.8.0"
@@ -3476,7 +4525,7 @@ description = "A set of python modules for machine learning and data mining"
 optional = true
 python-versions = ">=3.11"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and extra == \"ai\""
+markers = "extra == \"ai\""
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@@ -3583,7 +4588,7 @@ description = "Fundamental algorithms for scientific computing in Python"
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 python-versions = ">=3.11"
 groups = ["main"]
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+markers = "extra == \"ai\""
 files = [
     {file = "scipy-1.17.1-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:1f95b894f13729334fb990162e911c9e5dc1ab390c58aa6cbecb389c5b5e28ec"},
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@@ -3656,6 +4661,22 @@ dev = ["click (<8.3.0)", "cython-lint (>=0.12.2)", "mypy (==1.10.0)", "pycodesty
 doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.19.1)", "jupytext", "linkify-it-py", "matplotlib (>=3.5)", "myst-nb (>=1.2.0)", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.2.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)", "tabulate"]
 test = ["Cython", "array-api-strict (>=2.3.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest (>=8.0.0)", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
+[[package]]
+name = "send2trash"
+version = "2.1.0"
+description = "Send file to trash natively under Mac OS X, Windows and Linux"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "send2trash-2.1.0-py3-none-any.whl", hash = "sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c"},
+    {file = "send2trash-2.1.0.tar.gz", hash = "sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459"},
+]
+
+[package.extras]
+nativelib = ["pyobjc (>=9.0) ; sys_platform == \"darwin\"", "pywin32 (>=305) ; sys_platform == \"win32\""]
+test = ["pytest (>=8)"]
+
 [[package]]
 name = "sentence-transformers"
 version = "5.5.0"
@@ -3747,6 +4768,18 @@ files = [
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]
 
+[[package]]
+name = "soupsieve"
+version = "2.8.4"
+description = "A modern CSS selector implementation for Beautiful Soup."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "soupsieve-2.8.4-py3-none-any.whl", hash = "sha256:e7e6b0769c8f51ed59acab6e994b00621096cfb1c640a7509295987388fbaf65"},
+    {file = "soupsieve-2.8.4.tar.gz", hash = "sha256:e121fd02e975c695e4e9e8774a5ee35d74714b59307868dcc5319ad2d9e3328e"},
+]
+
 [[package]]
 name = "sqlalchemy"
 version = "1.3.24"
@@ -3833,6 +4866,26 @@ test-all = ["Babel (>=1.3)", "Jinja2 (>=2.3)", "Pygments (>=1.2)", "arrow (>=0.3
 timezone = ["python-dateutil"]
 url = ["furl (>=0.4.1)"]
 
+[[package]]
+name = "stack-data"
+version = "0.6.3"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+optional = false
+python-versions = "*"
+groups = ["main", "dev"]
+files = [
+    {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
+    {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
+]
+
+[package.dependencies]
+asttokens = ">=2.1.0"
+executing = ">=1.2.0"
+pure-eval = "*"
+
+[package.extras]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
+
 [[package]]
 name = "sympy"
 version = "1.14.0"
@@ -3851,6 +4904,28 @@ mpmath = ">=1.1.0,<1.4"
 [package.extras]
 dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
+[[package]]
+name = "terminado"
+version = "0.18.1"
+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
+    {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
+]
+
+[package.dependencies]
+ptyprocess = {version = "*", markers = "os_name != \"nt\""}
+pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
+tornado = ">=6.1.0"
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
+typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
+
 [[package]]
 name = "threadpoolctl"
 version = "3.6.0"
@@ -3864,6 +4939,25 @@ files = [
     {file = "threadpoolctl-3.6.0.tar.gz", hash = "sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e"},
 ]
 
+[[package]]
+name = "tinycss2"
+version = "1.5.1"
+description = "A tiny CSS parser"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
+    {file = "tinycss2-1.5.1-py3-none-any.whl", hash = "sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661"},
+    {file = "tinycss2-1.5.1.tar.gz", hash = "sha256:d339d2b616ba90ccce58da8495a78f46e55d4d25f9fd71dfd526f07e7d53f957"},
+]
+
+[package.dependencies]
+webencodings = ">=0.4"
+
+[package.extras]
+doc = ["furo", "sphinx"]
+test = ["pytest", "ruff"]
+
 [[package]]
 name = "tokenizers"
 version = "0.22.2"
@@ -3919,59 +5013,6 @@ files = [
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 ]
 
-[[package]]
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-version = "2.3.0"
-description = "A lil' TOML parser"
-optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
-markers = "python_version == \"3.10\""
-files = [
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-    {file = "tomli-2.3.0-py3-none-any.whl", hash = "sha256:e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b"},
-    {file = "tomli-2.3.0.tar.gz", hash = "sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549"},
-]
-
 [[package]]
 name = "torch"
 version = "2.11.0"
@@ -4031,6 +5072,26 @@ opt-einsum = ["opt-einsum (>=3.3)"]
 optree = ["optree (>=0.13.0)"]
 pyyaml = ["pyyaml"]
 
+[[package]]
+name = "tornado"
+version = "6.5.6"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "tornado-6.5.6-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:65fcfaafb079435c2c19dc9e07c0f1cf0fa9051759ed0a7d0a3ba7ea7f64919c"},
+    {file = "tornado-6.5.6-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:38bc01b4acacded2de63ae78023548e41ebe6fbed3ec05a796d7ae3ad893887e"},
+    {file = "tornado-6.5.6-cp39-abi3-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b942e6a137fda31ff54bf8e6e2c8d1c37f1f50583f3ed53fb840b53b9601d104"},
+    {file = "tornado-6.5.6-cp39-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8666946e70171b8c3f1fc9b7876fac492e84822c4c7f3746f4e8f8bc9ac92a79"},
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+    {file = "tornado-6.5.6-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:385f35e4e22fb52551dfcda4cdc8c30c61c2c001aef5ddad99cdfe116952efd3"},
+    {file = "tornado-6.5.6-cp39-abi3-win32.whl", hash = "sha256:db475f1b67b2809b10bb16264829087724ca8d24fe4ed47f7b8675cae453ef86"},
+    {file = "tornado-6.5.6-cp39-abi3-win_amd64.whl", hash = "sha256:6739bf1e8eb09230f1280ddbd3236f0309db70f2c551a8dbc40f62babdf82f79"},
+    {file = "tornado-6.5.6-cp39-abi3-win_arm64.whl", hash = "sha256:2543597b24a695d72338a9a77818362d72387c03ae173f1f169eadc5c91466ac"},
+    {file = "tornado-6.5.6.tar.gz", hash = "sha256:9a365179fe8ff6b8766f602c0f67c185d778193e9bdd828b19f0b6ed7764177d"},
+]
+
 [[package]]
 name = "tqdm"
 version = "4.67.1"
@@ -4053,6 +5114,22 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "traitlets"
+version = "5.15.0"
+description = "Traitlets Python configuration system"
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+files = [
+    {file = "traitlets-5.15.0-py3-none-any.whl", hash = "sha256:fb36a18867a6803deab09f3c5e0fa81bb7b26a5c9e82501c9933f759166eff40"},
+    {file = "traitlets-5.15.0.tar.gz", hash = "sha256:4fead733f81cf1c4c938e06f8ca4633896833c9d89eff878159457f4d4392971"},
+]
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "mypy (>=1.7.0,<1.19) ; platform_python_implementation == \"PyPy\"", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
+
 [[package]]
 name = "transformers"
 version = "5.6.2"
@@ -4186,6 +5263,21 @@ files = [
 mypy-extensions = ">=0.3.0"
 typing-extensions = ">=3.7.4"
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.2"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7"},
+    {file = "typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
 [[package]]
 name = "tzdata"
 version = "2025.2"
@@ -4216,24 +5308,89 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "wcwidth"
+version = "0.7.0"
+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
+    {file = "wcwidth-0.7.0-py3-none-any.whl", hash = "sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2"},
+    {file = "wcwidth-0.7.0.tar.gz", hash = "sha256:90e3a7ea092341c44b99562e75d09e4d5160fe7a3974c6fb842a101a95e7eed0"},
+]
+
+[[package]]
+name = "webcolors"
+version = "25.10.0"
+description = "A library for working with the color formats defined by HTML and CSS."
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
+    {file = "webcolors-25.10.0-py3-none-any.whl", hash = "sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d"},
+    {file = "webcolors-25.10.0.tar.gz", hash = "sha256:62abae86504f66d0f6364c2a8520de4a0c47b80c03fc3a5f1815fedbef7c19bf"},
+]
+
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+optional = false
+python-versions = "*"
+groups = ["dev"]
+files = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+
+[[package]]
+name = "websocket-client"
+version = "1.9.0"
+description = "WebSocket client for Python with low level API options"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "websocket_client-1.9.0-py3-none-any.whl", hash = "sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef"},
+    {file = "websocket_client-1.9.0.tar.gz", hash = "sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98"},
+]
+
+[package.extras]
+docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx_rtd_theme (>=1.1.0)"]
+optional = ["python-socks", "wsaccel"]
+test = ["pytest", "websockets"]
+
 [[package]]
 name = "werkzeug"
-version = "3.1.3"
+version = "3.1.8"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
-    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
+    {file = "werkzeug-3.1.8-py3-none-any.whl", hash = "sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50"},
+    {file = "werkzeug-3.1.8.tar.gz", hash = "sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44"},
 ]
 
 [package.dependencies]
-MarkupSafe = ">=2.1.1"
+markupsafe = ">=2.1.1"
 
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]
 
+[[package]]
+name = "widgetsnbextension"
+version = "4.0.15"
+description = "Jupyter interactive widgets for Jupyter Notebook"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "widgetsnbextension-4.0.15-py3-none-any.whl", hash = "sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366"},
+    {file = "widgetsnbextension-4.0.15.tar.gz", hash = "sha256:de8610639996f1567952d763a5a41af8af37f2575a41f9852a38f947eb82a3b9"},
+]
+
 [[package]]
 name = "xmltodict"
 version = "0.13.0"
@@ -4417,5 +5574,5 @@ fhir = ["fhirclient"]
 
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.10, <3.15"
-content-hash = "61729abce82d66b6409506cee575c97349b24901add92e426091224f7059447e"
+python-versions = ">=3.11, <3.15"
+content-hash = "720b45712ed28a1414a3f10b5d25ca314ac57219fbcd3927963e6b807aaa07d6"
diff --git a/pyproject.toml b/pyproject.toml
index ef5f2bb87..505af2495 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [tool.poetry]
 name = "gen3"
 homepage = "https://gen3.org/"
-version = "4.28.0"
+version = "4.29.0"
 description = "Gen3 CLI and Python SDK"
 authors = ["Center for Translational Data Science at the University of Chicago <support@gen3.org>"]
 license = "Apache-2.0"
@@ -18,7 +18,7 @@ classifiers = [
 ]
 
 [tool.poetry.dependencies]
-python = ">=3.10, <3.15"
+python = ">=3.11, <3.15"
 requests = "*"
 indexclient = "^2.3.0"
 drsclient = ">=0.3.0"
@@ -31,13 +31,16 @@ jsonschema = "*"
 # FIXME updating to >=0.6.0 breaks a few tests
 dataclasses-json = "<=0.5.9"
 pypfb = ">=0.6.2"
-tqdm = "^4.61.2"
+tqdm = ">=4.61.2"
 humanfriendly ="*"
 python-dateutil = "*"
 aiofiles = "*"
 pandas = ">=1.4.2"
-xmltodict = "^0.13.0"
+xmltodict = ">=0.13.0"
 gen3users = "*"
+numpy = ">=2.4.6"
+pydantic = ">=2.13.4"
+ipywidgets = ">=8.1.8"
 
 # A list of all of the optional dependencies, some of which are included in the
 # below `extras`. They can be opted into by apps.
@@ -63,7 +66,9 @@ pytest-cov = "*"
 requests-mock = "*"
 cdisutilstest = { git = "https://github.com/uc-cdis/cdisutils-test.git", tag = "2.0.0" }
 indexd = { git = "https://github.com/uc-cdis/indexd.git", tag = "5.0.4" }
-deptry = "^0.23.1"
+deptry = ">=0.23.1"
+ipykernel = "*"
+notebook = "*"
 
 [tool.poetry.scripts]
 gen3 = "gen3.cli.__main__:main"
diff --git a/tests/conftest.py b/tests/conftest.py
index 0a262b826..d99f7157c 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,6 +1,7 @@
 """
 Conf Test for Gen3 test suite
 """
+
 from multiprocessing import Process
 import multiprocessing
 from unittest.mock import MagicMock, patch
@@ -26,7 +27,6 @@
 from gen3.auth import Gen3Auth
 from gen3.object import Gen3Object
 
-
 os.makedirs("tests/outputs", exist_ok=True)
 
 
diff --git a/tests/download_tests/test_async_download.py b/tests/download_tests/test_async_download.py
index f42442b3b..f559e0dec 100644
--- a/tests/download_tests/test_async_download.py
+++ b/tests/download_tests/test_async_download.py
@@ -9,7 +9,6 @@
 from gen3.file import Gen3File
 from gen3.utils import get_or_create_event_loop_for_thread
 
-
 DIR = Path(__file__).resolve().parent
 NO_DOWNLOAD_ACCESS_MESSAGE = """
 You do not have access to download data.
@@ -18,7 +17,6 @@
 
 
 def _load_manifest(manifest_file_path):
-
     """
     Function to convert manifest to python objects, stored in a list.
 
@@ -166,7 +164,6 @@ def test_download_single(
 
     @patch("gen3.file.requests")
     def test_download_single_no_auth(self, mock_get, download_dir, mock_gen3_auth):
-
         """
         Testing how download_single function reacts when it is given no authorisation details
         Request(url) should return status_code = 403 and download function should return False
@@ -196,7 +193,6 @@ def test_download_single_no_auth(self, mock_get, download_dir, mock_gen3_auth):
 
     @patch("gen3.file.requests")
     def test_download_single_wrong_auth(self, mock_get, download_dir, mock_gen3_auth):
-
         """
         Testing how download_single function reacts when it is given wrong authorisation details
         Request(url) should return status_code = 403 and download function should return False
@@ -226,7 +222,6 @@ def test_download_single_wrong_auth(self, mock_get, download_dir, mock_gen3_auth
 
     @patch("gen3.file.requests")
     def test_download_single_bad_id(self, mock_get, download_dir, mock_gen3_auth):
-
         """
         Testing how download_single function reacts when it is given a manifest with bad id
         Request(url) should return status_code = 404 (File not found) and download function should return False
@@ -256,7 +251,6 @@ def test_download_single_bad_id(self, mock_get, download_dir, mock_gen3_auth):
         assert result == False
 
     def test_load_manifest_bad_format(self):
-
         """
         Testing how load_manifest function reacts when it is given a manifest with bad format as input
         Function should not load the manifest and should return an empty manifest_list
diff --git a/tests/download_tests/test_download.py b/tests/download_tests/test_download.py
index b94cb0b03..e0d1e62b6 100644
--- a/tests/download_tests/test_download.py
+++ b/tests/download_tests/test_download.py
@@ -246,7 +246,7 @@ def test_get_drs_object_type(drs_objects, index, expected):
     assert get_drs_object_type(drs_objects[index]) == expected
 
 
-@pytest.mark.parametrize("hostname", [("test.datacommons.io")])
+@pytest.mark.parametrize("hostname", ["test.datacommons.io"])
 def test_get_external_wts_oidc(wts_oidc, hostname):
     with requests_mock.Mocker() as m:
         m.get(f"https://{hostname}/wts/external_oidc/", json=wts_oidc[hostname])
diff --git a/tests/test_crosswalk.py b/tests/test_crosswalk.py
index d23e0ac33..e883b0be3 100644
--- a/tests/test_crosswalk.py
+++ b/tests/test_crosswalk.py
@@ -2,6 +2,7 @@
 These tests are heavily based off the docs/crosswalk.md example.
 See the test data in /tests/test_data/crosswalk
 """
+
 import asyncio
 import os
 from unittest.mock import MagicMock, patch
diff --git a/tests/test_dbgap_fhir.py b/tests/test_dbgap_fhir.py
index fb75e40c9..11c908454 100644
--- a/tests/test_dbgap_fhir.py
+++ b/tests/test_dbgap_fhir.py
@@ -1,6 +1,7 @@
 """
 Tests gen3.nih
 """
+
 import json
 import os
 import pytest
diff --git a/tests/test_discovery_objects.py b/tests/test_discovery_objects.py
index bf762962c..060d344da 100644
--- a/tests/test_discovery_objects.py
+++ b/tests/test_discovery_objects.py
@@ -12,7 +12,6 @@
     OPTIONAL_OBJECT_FIELDS,
 )
 
-
 MOCK_METADATA_1 = {
     "str_key": "str_val \n \t \\",
     "listval": ["v1", "v2"],
diff --git a/tests/test_doi.py b/tests/test_doi.py
index 5c4c84577..9dae84875 100644
--- a/tests/test_doi.py
+++ b/tests/test_doi.py
@@ -1,6 +1,7 @@
 """
 Tests gen3.doi
 """
+
 import json
 import os
 import pytest
diff --git a/tests/test_file.py b/tests/test_file.py
index a02a80eb8..f7c8e26bf 100644
--- a/tests/test_file.py
+++ b/tests/test_file.py
@@ -1,12 +1,12 @@
 """
 Tests gen3.file.Gen3File for calls
 """
+
 from unittest.mock import patch
 import json
 import pytest
 from requests import HTTPError
 
-
 NO_UPLOAD_ACCESS_MESSAGE = """
     You do not have access to upload data. 
     You either need general file uploader permissions or 
diff --git a/tests/test_index.py b/tests/test_index.py
index 7653cb1d2..a2c830eb3 100644
--- a/tests/test_index.py
+++ b/tests/test_index.py
@@ -279,18 +279,17 @@ def test_desc_and_content_dates(gen3_index):
     assert version_record["content_created_date"] == new_version["content_created_date"]
     assert version_record["content_updated_date"] == new_version["content_updated_date"]
 
+
 def test_create_record_response(gen3_index):
     """
     Verifies the return value for create_record echoes back the parameters for the record that was created.
     """
     to_create = {
-        "hashes": {
-            "md5": "374c12456782738abcfe387492837483"
-        },
+        "hashes": {"md5": "374c12456782738abcfe387492837483"},
         "size": 10,
-        "urls": ['s3://foo/bar'],
-        "file_name": 'new_file',
-        "acl": ['*']
+        "urls": ["s3://foo/bar"],
+        "file_name": "new_file",
+        "acl": ["*"],
     }
     record = gen3_index.create_record(**to_create)
     for field, expected_value in to_create.items():
diff --git a/tests/test_object.py b/tests/test_object.py
index 0a2cca746..0ae937239 100644
--- a/tests/test_object.py
+++ b/tests/test_object.py
@@ -1,6 +1,7 @@
 """
 Tests gen3.object.Gen3Object for calls
 """
+
 from unittest.mock import MagicMock, patch
 import requests
 from httpx import delete
diff --git a/tests/test_utils.py b/tests/test_utils.py
index cea5a94f7..20694a409 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -3,103 +3,106 @@
 from gen3.external.nih.utils import get_dbgap_accession_as_parts
 
 
-@pytest.mark.parametrize("test_input, expected", [
-    (
-        'phs000123',
-        {
-            'phsid': 'phs000123',
-            'phsid_number': '000123',
-            'version': '',
-            'version_number': '',
-            'participant_set': '',
-            'participant_set_number': '',
-            'consent': '',
-            'consent_number': ''
-        }
-    ),
-    (
-        'phs000123.p1.c3',
-        {
-            'phsid': 'phs000123',
-            'phsid_number': '000123',
-            'version': '',
-            'version_number': '',
-            'participant_set': 'p1',
-            'participant_set_number': '1',
-            'consent': 'c3',
-            'consent_number': '3'
-        }
-    ),
-    (
-        'phs000123.v3.c3',
-        {
-            'phsid': 'phs000123',
-            'phsid_number': '000123',
-            'version': 'v3',
-            'version_number': '3',
-            'participant_set': '',
-            'participant_set_number': '',
-            'consent': 'c3',
-            'consent_number': '3'
-        }
-    ),
-    (
-        'phs000123.v3.p1.c3',
-        {
-            'phsid': 'phs000123',
-            'phsid_number': '000123',
-            'version': 'v3',
-            'version_number': '3',
-            'participant_set': 'p1',
-            'participant_set_number': '1',
-            'consent': 'c3',
-            'consent_number': '3'
-        }
-    ),
-    # Unexpected order of v, p, and c
-    (
-        'phs000123.p3.v1.c3',
-        {
-            'phsid': 'phs000123',
-            'phsid_number': '000123',
-            'version': '',
-            'version_number': '',
-            'participant_set': 'p3',
-            'participant_set_number': '3',
-            'consent': '',
-            'consent_number': ''
-        }
-    ),
-    (
-        'phs000123.v3.c1.p3',
-        {
-            'phsid': 'phs000123',
-            'phsid_number': '000123',
-            'version': 'v3',
-            'version_number': '3',
-            'participant_set': '',
-            'participant_set_number': '',
-            'consent': 'c1',
-            'consent_number': '1'
-        }
-    ),
-    (
-        'phs000123.p3.v1',
-        {
-            'phsid': 'phs000123',
-            'phsid_number': '000123',
-            'version': '',
-            'version_number': '',
-            'participant_set': 'p3',
-            'participant_set_number': '3',
-            'consent': '',
-            'consent_number': ''
-        }
-    ),
-])
+@pytest.mark.parametrize(
+    "test_input, expected",
+    [
+        (
+            "phs000123",
+            {
+                "phsid": "phs000123",
+                "phsid_number": "000123",
+                "version": "",
+                "version_number": "",
+                "participant_set": "",
+                "participant_set_number": "",
+                "consent": "",
+                "consent_number": "",
+            },
+        ),
+        (
+            "phs000123.p1.c3",
+            {
+                "phsid": "phs000123",
+                "phsid_number": "000123",
+                "version": "",
+                "version_number": "",
+                "participant_set": "p1",
+                "participant_set_number": "1",
+                "consent": "c3",
+                "consent_number": "3",
+            },
+        ),
+        (
+            "phs000123.v3.c3",
+            {
+                "phsid": "phs000123",
+                "phsid_number": "000123",
+                "version": "v3",
+                "version_number": "3",
+                "participant_set": "",
+                "participant_set_number": "",
+                "consent": "c3",
+                "consent_number": "3",
+            },
+        ),
+        (
+            "phs000123.v3.p1.c3",
+            {
+                "phsid": "phs000123",
+                "phsid_number": "000123",
+                "version": "v3",
+                "version_number": "3",
+                "participant_set": "p1",
+                "participant_set_number": "1",
+                "consent": "c3",
+                "consent_number": "3",
+            },
+        ),
+        # Unexpected order of v, p, and c
+        (
+            "phs000123.p3.v1.c3",
+            {
+                "phsid": "phs000123",
+                "phsid_number": "000123",
+                "version": "",
+                "version_number": "",
+                "participant_set": "p3",
+                "participant_set_number": "3",
+                "consent": "",
+                "consent_number": "",
+            },
+        ),
+        (
+            "phs000123.v3.c1.p3",
+            {
+                "phsid": "phs000123",
+                "phsid_number": "000123",
+                "version": "v3",
+                "version_number": "3",
+                "participant_set": "",
+                "participant_set_number": "",
+                "consent": "c1",
+                "consent_number": "1",
+            },
+        ),
+        (
+            "phs000123.p3.v1",
+            {
+                "phsid": "phs000123",
+                "phsid_number": "000123",
+                "version": "",
+                "version_number": "",
+                "participant_set": "p3",
+                "participant_set_number": "3",
+                "consent": "",
+                "consent_number": "",
+            },
+        ),
+    ],
+)
 def test_get_dbgap_accession_as_parts(test_input, expected):
     """
     Test dbgap accession parsing works and outputs expected fields and values.
     """
 
-    assert get_dbgap_accession_as_parts(test_input) == expected
\ No newline at end of file
+    assert get_dbgap_accession_as_parts(test_input) == expected
diff --git a/tests/utils_mock_dbgap_study_registration_response.py b/tests/utils_mock_dbgap_study_registration_response.py
index 163913e5f..ebea3b2e5 100644
--- a/tests/utils_mock_dbgap_study_registration_response.py
+++ b/tests/utils_mock_dbgap_study_registration_response.py
@@ -112,9 +112,7 @@
         <Status uid="1" name="released" title="Released"/>
     </Study>
 </dbgapss>
-""".replace(
-    "\n", ""
-)
+""".replace("\n", "")
 
 """
 Does not have child studies 
@@ -227,9 +225,7 @@
         <Status uid="1" name="released" title="Released"/>
     </Study>
 </dbgapss>
-""".replace(
-    "\n", ""
-)
+""".replace("\n", "")
 
 MOCK_PHS000089 = """
 <?xml version="1.0" encoding="UTF-8" ?>
@@ -643,9 +639,7 @@
     </Study>
 </dbgapss>
 
-""".replace(
-    "\n", ""
-)
+""".replace("\n", "")
 
 """
 Has multiple studies
@@ -862,14 +856,10 @@
         <Status uid="1" name="released" title="Released"/>
     </Study>
 </dbgapss>
-""".replace(
-    "\n", ""
-)
+""".replace("\n", "")
 
 MOCK_BAD_RESPONSE = """
 {
     "
 }
-""".replace(
-    "\n", ""
-)
+""".replace("\n", "")

From 8b06c58c7720dcc16ed06236fbd168bc67273ed2 Mon Sep 17 00:00:00 2001
From: Avantol13 <Avantol13@users.noreply.github.com>
Date: Tue, 16 Jun 2026 16:06:55 +0000
Subject: [PATCH 08/11] Apply automatic documentation changes

---
 docs/_build/doctrees/file.doctree             | Bin 39346 -> 64095 bytes
 docs/_build/doctrees/tools/drs_pull.doctree   | Bin 135470 -> 135470 bytes
 docs/_build/html/_modules/gen3/file.html      | 233 +++++++++++++++++-
 docs/_build/html/_modules/gen3/jobs.html      |   1 +
 docs/_build/html/_modules/gen3/metadata.html  |   1 +
 .../gen3/tools/download/drs_download.html     |  11 +-
 .../tools/indexing/download_manifest.html     |   1 +
 .../gen3/tools/indexing/index_manifest.html   |  10 +-
 .../gen3/tools/indexing/verify_manifest.html  |  20 +-
 .../gen3/tools/metadata/ingest_manifest.html  |   1 +
 docs/_build/html/file.html                    |  77 ++++++
 docs/_build/html/genindex.html                |   8 +
 docs/_build/html/index.html                   |   4 +
 docs/_build/html/objects.inv                  | Bin 1894 -> 1925 bytes
 docs/_build/html/searchindex.js               |   2 +-
 docs/_build/html/tools/drs_pull.html          |   2 +-
 16 files changed, 354 insertions(+), 17 deletions(-)

diff --git a/docs/_build/doctrees/file.doctree b/docs/_build/doctrees/file.doctree
index bd794497f00197c65be7e57964fa516ee7ec9424..3cc04f517f4d216305d93727e0f84591c167c05c 100644
GIT binary patch
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diff --git a/docs/_build/doctrees/tools/drs_pull.doctree b/docs/_build/doctrees/tools/drs_pull.doctree
index 335555fed37eaf4ec688e26c00905aa6a3a23d8d..0ae58624d6012f73d52367139728061da34ca2d2 100644
GIT binary patch
delta 41
rcmZ3th-2L%j)pCaNn0o1U&k>?lY2V<Hb(F12evZWKn1n~1>~avc+wET

delta 31
mcmZ3th-2L%j)pCaNn076rvKf_7(4yIRz@2}r|m$tVKe~T)(vR@

diff --git a/docs/_build/html/_modules/gen3/file.html b/docs/_build/html/_modules/gen3/file.html
index 8bc4759cb..4b468ab11 100644
--- a/docs/_build/html/_modules/gen3/file.html
+++ b/docs/_build/html/_modules/gen3/file.html
@@ -31,14 +31,19 @@
           <div class="body" role="main">
             
   <h1>Source code for gen3.file</h1><div class="highlight"><pre>
-<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
+<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">base64</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">dataclasses</span><span class="w"> </span><span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">requests</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">asyncio</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">aiohttp</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">aiofiles</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">time</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">tqdm</span><span class="w"> </span><span class="kn">import</span> <span class="n">tqdm</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">tqdm.auto</span><span class="w"> </span><span class="kn">import</span> <span class="n">tqdm</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">types</span><span class="w"> </span><span class="kn">import</span> <span class="n">SimpleNamespace</span> <span class="k">as</span> <span class="n">Namespace</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">requests</span>
@@ -53,7 +58,20 @@ <h1>Source code for gen3.file</h1><div class="highlight"><pre>
 <span class="n">logging</span> <span class="o">=</span> <span class="n">get_logger</span><span class="p">(</span><span class="s2">&quot;__name__&quot;</span><span class="p">)</span>
 
 
+<span class="nd">@dataclass</span>
+<span class="k">class</span><span class="w"> </span><span class="nc">EmbeddingContent</span><span class="p">:</span>
+    <span class="n">guid</span><span class="p">:</span> <span class="nb">str</span>
+    <span class="n">embedding_id</span><span class="p">:</span> <span class="nb">str</span>
+    <span class="n">embedding</span><span class="p">:</span> <span class="n">numpy</span><span class="o">.</span><span class="n">ndarray</span>
+    <span class="n">authz</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span>
+    <span class="n">collection_id</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="kc">None</span>
+    <span class="bp">self</span><span class="p">:</span> <span class="nb">str</span>
+    <span class="n">metadata</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="n">field</span><span class="p">(</span><span class="n">default_factory</span><span class="o">=</span><span class="nb">dict</span><span class="p">)</span>
+
+
 <span class="n">MAX_RETRIES</span> <span class="o">=</span> <span class="mi">3</span>
+<span class="n">DEFAULT_BATCH_SIZE</span> <span class="o">=</span> <span class="mi">500</span>
+<span class="n">SUPPORTED_CONTENT_TYPES</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;gen3_embeddings&quot;</span><span class="p">]</span>
 
 
 <div class="viewcode-block" id="Gen3File">
@@ -110,6 +128,217 @@ <h1>Source code for gen3.file</h1><div class="highlight"><pre>
             <span class="k">return</span> <span class="n">resp</span><span class="o">.</span><span class="n">text</span></div>
 
 
+<div class="viewcode-block" id="Gen3File.get_bulk_content">
+<a class="viewcode-back" href="../../file.html#gen3.file.Gen3File.get_bulk_content">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">get_bulk_content</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">input_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">guids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">batch_size</span><span class="o">=</span><span class="n">DEFAULT_BATCH_SIZE</span><span class="p">,</span>
+        <span class="n">content_type</span><span class="o">=</span><span class="n">SUPPORTED_CONTENT_TYPES</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">EmbeddingContent</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Retrieve bulk content for a set of GUIDs</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            input_file (str | None): Path to a file that contains one GUID per line.</span>
+<span class="sd">            guids (tuple[str, ...]): One or more GUIDs supplied</span>
+<span class="sd">            batch_size (int): How many GUIDs to send in each request to `/data/content`.</span>
+<span class="sd">            content_type (str): type of content of GUIDs, this determines how to parse.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">content_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">SUPPORTED_CONTENT_TYPES</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Error: unsupported `content_type=</span><span class="si">{</span><span class="n">content_type</span><span class="si">}</span><span class="s2">`, not in supported: </span><span class="si">{</span><span class="n">SUPPORTED_CONTENT_TYPES</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">final_batch_size</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">DEFAULT_BATCH_SIZE</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">final_batch_size</span> <span class="o">!=</span> <span class="n">batch_size</span><span class="p">:</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Requested batch_size=</span><span class="si">{</span><span class="n">batch_size</span><span class="si">}</span><span class="s2"> too large, using default: </span><span class="si">{</span><span class="n">DEFAULT_BATCH_SIZE</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">input_file</span> <span class="ow">and</span> <span class="n">guids</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Error: provide either input_file or guids, not both.&quot;</span><span class="p">)</span>
+
+        <span class="n">all_guids</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="k">if</span> <span class="n">input_file</span><span class="p">:</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">input_file</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
+                    <span class="n">guid</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                    <span class="k">if</span> <span class="n">guid</span><span class="p">:</span>
+                        <span class="n">all_guids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">guid</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">guids</span><span class="p">:</span>
+            <span class="n">all_guids</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">guids</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Error: provide either input_file or guids&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">all_guids</span><span class="p">:</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;No valid GUIDs found in the supplied input.&quot;</span><span class="p">)</span>
+            <span class="k">return</span> <span class="p">{}</span>
+
+        <span class="n">embeddings</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="k">for</span> <span class="n">start</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">all_guids</span><span class="p">),</span> <span class="n">batch_size</span><span class="p">):</span>
+            <span class="n">batch</span> <span class="o">=</span> <span class="n">all_guids</span><span class="p">[</span><span class="n">start</span> <span class="p">:</span> <span class="n">start</span> <span class="o">+</span> <span class="n">batch_size</span><span class="p">]</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="n">batch_response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_content</span><span class="p">(</span><span class="n">batch</span><span class="p">)</span>
+            <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">exc</span><span class="p">:</span>
+                <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;API error on batch starting at </span><span class="si">{</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">exc</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">continue</span>
+
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">batch_response</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;Warning: received raw text response for batch starting with </span><span class="si">{</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s2">. Skipping.&quot;</span>
+                <span class="p">)</span>
+                <span class="k">continue</span>
+
+            <span class="k">if</span> <span class="n">content_type</span> <span class="o">==</span> <span class="s2">&quot;gen3_embeddings&quot;</span><span class="p">:</span>
+                <span class="n">embeddings_from_batch</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_embeddings_from_bulk_content</span><span class="p">(</span>
+                    <span class="n">batch_response</span>
+                <span class="p">)</span>
+                <span class="n">embeddings</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">embeddings_from_batch</span><span class="p">)</span>
+
+        <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Successfully retrieved </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">embeddings</span><span class="p">)</span><span class="si">}</span><span class="s2"> records!&quot;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">embeddings</span></div>
+
+
+<div class="viewcode-block" id="Gen3File.get_content">
+<a class="viewcode-back" href="../../file.html#gen3.file.Gen3File.get_content">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">get_content</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">guids</span><span class="p">:</span> <span class="nb">list</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Bulk retrieve content for a list of GUIDs.</span>
+
+<span class="sd">        The Gen3 API provides the `/data/content` endpoint which accepts a JSON body with</span>
+<span class="sd">        an array of GUID strings.  This helper wraps that call and returns the parsed</span>
+<span class="sd">        response.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            guids (list): A list or tuple of GUIDs for which to fetch content.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict | str: If the request succeeds and the body can be decoded as JSON, a mapping</span>
+<span class="sd">                from each provided GUID to its associated content is returned</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            requests.HTTPError: If the HTTP status code indicates an error</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">api_url</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_endpoint</span><span class="si">}</span><span class="s2">/user/data/content&quot;</span>
+        <span class="n">body</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;guids&quot;</span><span class="p">:</span> <span class="n">guids</span><span class="p">}</span>
+        <span class="n">headers</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;Content-Type&quot;</span><span class="p">:</span> <span class="s2">&quot;application/json&quot;</span><span class="p">}</span>
+
+        <span class="n">resp</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span>
+            <span class="n">api_url</span><span class="p">,</span> <span class="n">auth</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_auth_provider</span><span class="p">,</span> <span class="n">json</span><span class="o">=</span><span class="n">body</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="n">headers</span>
+        <span class="p">)</span>
+        <span class="n">raise_for_status_and_print_error</span><span class="p">(</span><span class="n">resp</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">resp</span><span class="o">.</span><span class="n">json</span><span class="p">()</span></div>
+
+
+<div class="viewcode-block" id="Gen3File.get_embeddings_from_bulk_content">
+<a class="viewcode-back" href="../../file.html#gen3.file.Gen3File.get_embeddings_from_bulk_content">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">get_embeddings_from_bulk_content</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span> <span class="n">batch_response</span><span class="p">:</span> <span class="nb">dict</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">EmbeddingContent</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Get a dict of parsed embeddings from a batch_resonse of GUIDs</span>
+<span class="sd">        which are all embeddings.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">embeddings</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">guid</span><span class="p">,</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">batch_response</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;guids&quot;</span><span class="p">,</span> <span class="p">{})</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">embeddings</span><span class="p">[</span><span class="n">guid</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_embeddings_from_bulk_content_guid</span><span class="p">(</span><span class="n">guid</span><span class="p">,</span> <span class="n">data</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">embeddings</span></div>
+
+
+<div class="viewcode-block" id="Gen3File.get_embeddings_from_bulk_content_guid">
+<a class="viewcode-back" href="../../file.html#gen3.file.Gen3File.get_embeddings_from_bulk_content_guid">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">get_embeddings_from_bulk_content_guid</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span> <span class="n">guid</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">bulk_content_guid_data</span><span class="p">:</span> <span class="nb">dict</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">EmbeddingContent</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Return an EmbeddingContent by parsing the response data for a particular GUID in a Bulk Content</span>
+<span class="sd">        response which corresponds to a Gen3 EmbeddingContent.</span>
+
+<span class="sd">        Note: this handles base64 decoding if the API call used that. and note that the resulting</span>
+<span class="sd">            vector is a numpy array</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            guid (str): globally unique identifier for the blob of data provided</span>
+<span class="sd">            bulk_content_guid_data (dict): data from Bulk Content response.get(&quot;guids&quot;, {}).get(guid)</span>
+<span class="sd">                e.g. the data for the guid specified</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            EmbeddingContent - a dataclass representation of the embedding</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">bulk_content_guid_data</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Warning: did not find </span><span class="si">{</span><span class="n">guid</span><span class="si">}</span><span class="s2"> in output, adding empty row...&quot;</span><span class="p">)</span>
+            <span class="k">return</span> <span class="n">EmbeddingContent</span><span class="p">(</span>
+                <span class="n">guid</span><span class="o">=</span><span class="n">guid</span><span class="p">,</span>
+                <span class="n">embedding_id</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span>
+                <span class="n">embedding</span><span class="o">=</span><span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">([]),</span>
+                <span class="n">authz</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span>
+                <span class="n">collection_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span>
+                <span class="n">metadata</span><span class="o">=</span><span class="p">{},</span>
+            <span class="p">)</span>
+
+        <span class="n">embedding_id</span> <span class="o">=</span> <span class="n">bulk_content_guid_data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span>
+            <span class="s2">&quot;embedding_id&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span>
+        <span class="p">)</span> <span class="ow">or</span> <span class="n">bulk_content_guid_data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;id&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span>
+        <span class="n">raw_vector</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="n">bulk_content_guid_data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;vector&quot;</span><span class="p">)</span>
+            <span class="ow">or</span> <span class="n">bulk_content_guid_data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;embedding&quot;</span><span class="p">)</span>
+            <span class="ow">or</span> <span class="p">[]</span>
+        <span class="p">)</span>
+
+        <span class="n">embedding_vector</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="c1"># handle vector if base64 version of API used</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">raw_vector</span> <span class="ow">and</span> <span class="s2">&quot;vector_base64&quot;</span> <span class="ow">in</span> <span class="n">bulk_content_guid_data</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s2">&quot;precision&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">bulk_content_guid_data</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;`vector_base64` found but no `precision` specified. Unable to parse.&quot;</span>
+                <span class="p">)</span>
+
+            <span class="n">vector_data_type</span> <span class="o">=</span> <span class="p">(</span>
+                <span class="n">numpy</span><span class="o">.</span><span class="n">float16</span>
+                <span class="k">if</span> <span class="n">bulk_content_guid_data</span><span class="p">[</span><span class="s2">&quot;precision&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;float16&quot;</span>
+                <span class="k">else</span> <span class="n">numpy</span><span class="o">.</span><span class="n">float32</span>
+            <span class="p">)</span>
+
+            <span class="c1"># endpoint may be using binary representation</span>
+            <span class="n">vector_base64_str</span> <span class="o">=</span> <span class="n">bulk_content_guid_data</span><span class="p">[</span><span class="s2">&quot;vector_base64&quot;</span><span class="p">]</span>
+
+            <span class="c1"># re-pad the string to a multiple of 4 (handles any missing &#39;=&#39; signs)</span>
+            <span class="n">padding_needed</span> <span class="o">=</span> <span class="o">-</span><span class="nb">len</span><span class="p">(</span><span class="n">vector_base64_str</span><span class="p">)</span> <span class="o">%</span> <span class="mi">4</span>
+            <span class="n">padded_b64</span> <span class="o">=</span> <span class="n">vector_base64_str</span> <span class="o">+</span> <span class="p">(</span><span class="s2">&quot;=&quot;</span> <span class="o">*</span> <span class="n">padding_needed</span><span class="p">)</span>
+            <span class="n">decoded_bytes</span> <span class="o">=</span> <span class="n">base64</span><span class="o">.</span><span class="n">urlsafe_b64decode</span><span class="p">(</span><span class="n">padded_b64</span><span class="p">)</span>
+
+            <span class="n">embedding_vector</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">frombuffer</span><span class="p">(</span><span class="n">decoded_bytes</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">vector_data_type</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">embedding_vector</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">embedding_vector</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">raw_vector</span><span class="p">)</span>
+
+        <span class="n">authz_val</span> <span class="o">=</span> <span class="n">bulk_content_guid_data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;info&quot;</span><span class="p">,</span> <span class="p">{})</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;authz&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span>
+        <span class="n">collection_id_val</span> <span class="o">=</span> <span class="n">bulk_content_guid_data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;info&quot;</span><span class="p">,</span> <span class="p">{})</span><span class="o">.</span><span class="n">get</span><span class="p">(</span>
+            <span class="s2">&quot;collection_id&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span>
+        <span class="p">)</span>
+
+        <span class="n">url_or_self</span> <span class="o">=</span> <span class="n">bulk_content_guid_data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;info&quot;</span><span class="p">,</span> <span class="p">{})</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;self&quot;</span><span class="p">)</span>
+
+        <span class="n">metadata</span> <span class="o">=</span> <span class="n">bulk_content_guid_data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;info&quot;</span><span class="p">,</span> <span class="p">{})</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;metadata&quot;</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">EmbeddingContent</span><span class="p">(</span>
+            <span class="n">guid</span><span class="o">=</span><span class="n">guid</span><span class="p">,</span>
+            <span class="n">embedding_id</span><span class="o">=</span><span class="n">embedding_id</span><span class="p">,</span>
+            <span class="n">embedding</span><span class="o">=</span><span class="n">embedding_vector</span><span class="p">,</span>
+            <span class="n">authz</span><span class="o">=</span><span class="n">authz_val</span><span class="p">,</span>
+            <span class="n">collection_id</span><span class="o">=</span><span class="n">collection_id_val</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">=</span><span class="n">url_or_self</span><span class="p">,</span>
+            <span class="n">metadata</span><span class="o">=</span><span class="n">metadata</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
 <div class="viewcode-block" id="Gen3File.delete_file">
 <a class="viewcode-back" href="../../file.html#gen3.file.Gen3File.delete_file">[docs]</a>
     <span class="k">def</span><span class="w"> </span><span class="nf">delete_file</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">guid</span><span class="p">):</span>
diff --git a/docs/_build/html/_modules/gen3/jobs.html b/docs/_build/html/_modules/gen3/jobs.html
index 850554d3d..8f19585f6 100644
--- a/docs/_build/html/_modules/gen3/jobs.html
+++ b/docs/_build/html/_modules/gen3/jobs.html
@@ -34,6 +34,7 @@ <h1>Source code for gen3.jobs</h1><div class="highlight"><pre>
 <span></span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">Contains class for interacting with Gen3&#39;s Job Dispatching Service(s).</span>
 <span class="sd">&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">aiohttp</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">asyncio</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">backoff</span>
diff --git a/docs/_build/html/_modules/gen3/metadata.html b/docs/_build/html/_modules/gen3/metadata.html
index c5a2cff9c..728c336ee 100644
--- a/docs/_build/html/_modules/gen3/metadata.html
+++ b/docs/_build/html/_modules/gen3/metadata.html
@@ -34,6 +34,7 @@ <h1>Source code for gen3.metadata</h1><div class="highlight"><pre>
 <span></span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">Contains class for interacting with Gen3&#39;s Metadata Service.</span>
 <span class="sd">&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">aiohttp</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">backoff</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">datetime</span><span class="w"> </span><span class="kn">import</span> <span class="n">datetime</span>
diff --git a/docs/_build/html/_modules/gen3/tools/download/drs_download.html b/docs/_build/html/_modules/gen3/tools/download/drs_download.html
index 27f9b7d36..bfc0b07af 100644
--- a/docs/_build/html/_modules/gen3/tools/download/drs_download.html
+++ b/docs/_build/html/_modules/gen3/tools/download/drs_download.html
@@ -50,7 +50,6 @@ <h1>Source code for gen3.tools.download.drs_download</h1><div class="highlight">
 
 <span class="sd">&quot;&quot;&quot;</span>
 
-
 <span class="kn">import</span><span class="w"> </span><span class="nn">re</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">dataclasses</span><span class="w"> </span><span class="kn">import</span> <span class="n">dataclass</span><span class="p">,</span> <span class="n">field</span>
@@ -66,7 +65,7 @@ <h1>Source code for gen3.tools.download.drs_download</h1><div class="highlight">
 <span class="kn">from</span><span class="w"> </span><span class="nn">cdislogging</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_logger</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">dataclasses_json</span><span class="w"> </span><span class="kn">import</span> <span class="n">dataclass_json</span><span class="p">,</span> <span class="n">LetterCase</span><span class="p">,</span> <span class="n">Undefined</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">dateutil</span><span class="w"> </span><span class="kn">import</span> <span class="n">parser</span> <span class="k">as</span> <span class="n">date_parser</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">tqdm</span><span class="w"> </span><span class="kn">import</span> <span class="n">tqdm</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">tqdm.auto</span><span class="w"> </span><span class="kn">import</span> <span class="n">tqdm</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">urllib.parse</span><span class="w"> </span><span class="kn">import</span> <span class="n">urlparse</span>
 
 <span class="kn">from</span><span class="w"> </span><span class="nn">gen3.auth</span><span class="w"> </span><span class="kn">import</span> <span class="n">Gen3Auth</span><span class="p">,</span> <span class="n">Gen3AuthError</span><span class="p">,</span> <span class="n">decode_token</span>
@@ -147,7 +146,7 @@ <h1>Source code for gen3.tools.download.drs_download</h1><div class="highlight">
     <span class="nd">@staticmethod</span>
     <span class="k">def</span><span class="w"> </span><span class="nf">load</span><span class="p">(</span><span class="n">filename</span><span class="p">:</span> <span class="n">Path</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="s2">&quot;Downloadable&quot;</span><span class="p">]]:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Method to load a json manifest and return a list of Bownloadable object.</span>
+<span class="sd">        Method to load a json manifest and return a list of Downloadable object.</span>
 <span class="sd">        This list is passed to the DownloadManager methods of download, and list</span>
 
 <span class="sd">        Args:</span>
@@ -929,9 +928,9 @@ <h1>Source code for gen3.tools.download.drs_download</h1><div class="highlight">
         <span class="n">resolve_objects_drs_hostname</span><span class="p">(</span>
             <span class="n">object_list</span><span class="p">,</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">resolved_compact_drs</span><span class="p">,</span>
-            <span class="n">mds_url</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;http://</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">hostname</span><span class="si">}</span><span class="s2">/mds/aggregate/info&quot;</span>
-            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">hostname</span>
-            <span class="k">else</span> <span class="kc">None</span><span class="p">,</span>
+            <span class="n">mds_url</span><span class="o">=</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;http://</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">hostname</span><span class="si">}</span><span class="s2">/mds/aggregate/info&quot;</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">hostname</span> <span class="k">else</span> <span class="kc">None</span>
+            <span class="p">),</span>
             <span class="n">commons_url</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">commons_url</span><span class="p">,</span>
         <span class="p">)</span>
         <span class="n">progress_bar</span> <span class="o">=</span> <span class="p">(</span>
diff --git a/docs/_build/html/_modules/gen3/tools/indexing/download_manifest.html b/docs/_build/html/_modules/gen3/tools/indexing/download_manifest.html
index 296f84d61..6cbdb2aee 100644
--- a/docs/_build/html/_modules/gen3/tools/indexing/download_manifest.html
+++ b/docs/_build/html/_modules/gen3/tools/indexing/download_manifest.html
@@ -53,6 +53,7 @@ <h1>Source code for gen3.tools.indexing.download_manifest</h1><div class="highli
 <span class="sd">              To workaround this, we have each process write to a file and concat</span>
 <span class="sd">              them all post-processing.</span>
 <span class="sd">&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">asyncio</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">aiofiles</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">click</span>
diff --git a/docs/_build/html/_modules/gen3/tools/indexing/index_manifest.html b/docs/_build/html/_modules/gen3/tools/indexing/index_manifest.html
index 9a6cab6f0..4e5874f42 100644
--- a/docs/_build/html/_modules/gen3/tools/indexing/index_manifest.html
+++ b/docs/_build/html/_modules/gen3/tools/indexing/index_manifest.html
@@ -63,6 +63,7 @@ <h1>Source code for gen3.tools.indexing.index_manifest</h1><div class="highlight
 <span class="sd">    python index_manifest.py --commons_url https://giangb.planx-pla.net  --manifest_file path_to_manifest --auth &quot;admin,admin&quot; --replace_urls False --thread_num 10</span>
 <span class="sd">    python index_manifest.py --commons_url https://giangb.planx-pla.net  --manifest_file path_to_manifest --api_key ./credentials.json --replace_urls False --thread_num 10</span>
 <span class="sd">&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">csv</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">click</span>
@@ -87,7 +88,7 @@ <h1>Source code for gen3.tools.indexing.index_manifest</h1><div class="highlight
     <span class="n">PREV_GUID_STANDARD_KEY</span><span class="p">,</span>
 <span class="p">)</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">gen3.utils</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_standardize_str</span><span class="p">,</span>
+    <span class="n">standardize_str</span><span class="p">,</span>
     <span class="n">get_urls</span><span class="p">,</span>
 <span class="p">)</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">gen3.tools.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_and_verify_fileinfos_from_manifest</span>
@@ -95,7 +96,6 @@ <h1>Source code for gen3.tools.indexing.index_manifest</h1><div class="highlight
 <span class="kn">from</span><span class="w"> </span><span class="nn">indexclient.client</span><span class="w"> </span><span class="kn">import</span> <span class="n">Document</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">cdislogging</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_logger</span>
 
-
 <span class="n">CURRENT_DIR</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">realpath</span><span class="p">(</span><span class="vm">__file__</span><span class="p">))</span>
 
 <span class="n">logging</span> <span class="o">=</span> <span class="n">get_logger</span><span class="p">(</span><span class="s2">&quot;__name__&quot;</span><span class="p">)</span>
@@ -187,7 +187,7 @@ <h1>Source code for gen3.tools.indexing.index_manifest</h1><div class="highlight
         <span class="n">authz</span> <span class="o">=</span> <span class="p">(</span>
             <span class="p">[</span>
                 <span class="n">element</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;&#39;&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;&quot;&#39;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;%20&quot;</span><span class="p">,</span> <span class="s2">&quot; &quot;</span><span class="p">)</span>
-                <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">_standardize_str</span><span class="p">(</span><span class="n">fi</span><span class="p">[</span><span class="n">AUTHZ_STANDARD_KEY</span><span class="p">])</span>
+                <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">standardize_str</span><span class="p">(</span><span class="n">fi</span><span class="p">[</span><span class="n">AUTHZ_STANDARD_KEY</span><span class="p">])</span>
                 <span class="o">.</span><span class="n">strip</span><span class="p">()</span>
                 <span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s2">&quot;[&quot;</span><span class="p">)</span>
                 <span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s2">&quot;]&quot;</span><span class="p">)</span>
@@ -209,7 +209,7 @@ <h1>Source code for gen3.tools.indexing.index_manifest</h1><div class="highlight
                         <span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;&#39;&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span>
                         <span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;&quot;&#39;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span>
                         <span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;%20&quot;</span><span class="p">,</span> <span class="s2">&quot; &quot;</span><span class="p">)</span>
-                        <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">_standardize_str</span><span class="p">(</span><span class="n">fi</span><span class="p">[</span><span class="n">ACL_STANDARD_KEY</span><span class="p">])</span>
+                        <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">standardize_str</span><span class="p">(</span><span class="n">fi</span><span class="p">[</span><span class="n">ACL_STANDARD_KEY</span><span class="p">])</span>
                         <span class="o">.</span><span class="n">strip</span><span class="p">()</span>
                         <span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s2">&quot;[&quot;</span><span class="p">)</span>
                         <span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s2">&quot;]&quot;</span><span class="p">)</span>
@@ -224,7 +224,7 @@ <h1>Source code for gen3.tools.indexing.index_manifest</h1><div class="highlight
             <span class="n">acl</span> <span class="o">=</span> <span class="p">[]</span>
 
         <span class="k">if</span> <span class="n">FILENAME_STANDARD_KEY</span> <span class="ow">in</span> <span class="n">fi</span><span class="p">:</span>
-            <span class="n">file_name</span> <span class="o">=</span> <span class="n">_standardize_str</span><span class="p">(</span><span class="n">fi</span><span class="p">[</span><span class="n">FILENAME_STANDARD_KEY</span><span class="p">])</span>
+            <span class="n">file_name</span> <span class="o">=</span> <span class="n">standardize_str</span><span class="p">(</span><span class="n">fi</span><span class="p">[</span><span class="n">FILENAME_STANDARD_KEY</span><span class="p">])</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">file_name</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
 
diff --git a/docs/_build/html/_modules/gen3/tools/indexing/verify_manifest.html b/docs/_build/html/_modules/gen3/tools/indexing/verify_manifest.html
index fcb339ac1..3e5ec1139 100644
--- a/docs/_build/html/_modules/gen3/tools/indexing/verify_manifest.html
+++ b/docs/_build/html/_modules/gen3/tools/indexing/verify_manifest.html
@@ -72,6 +72,7 @@ <h1>Source code for gen3.tools.indexing.verify_manifest</h1><div class="highligh
 <span class="sd">    MAX_CONCURRENT_REQUESTS (int): maximum number of desired concurrent requests across</span>
 <span class="sd">        processes/threads</span>
 <span class="sd">&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">aiohttp</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">asyncio</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">csv</span>
@@ -81,7 +82,8 @@ <h1>Source code for gen3.tools.indexing.verify_manifest</h1><div class="highligh
 <span class="kn">import</span><span class="w"> </span><span class="nn">time</span>
 
 <span class="kn">from</span><span class="w"> </span><span class="nn">gen3.index</span><span class="w"> </span><span class="kn">import</span> <span class="n">Gen3Index</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">gen3.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_or_create_event_loop_for_thread</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">gen3.tools.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">AUTHZ_STANDARD_KEY</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">gen3.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_or_create_event_loop_for_thread</span><span class="p">,</span> <span class="n">standardize_str</span>
 
 <span class="n">MAX_CONCURRENT_REQUESTS</span> <span class="o">=</span> <span class="mi">24</span>
 <span class="n">CURRENT_DIR</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">realpath</span><span class="p">(</span><span class="vm">__file__</span><span class="p">))</span>
@@ -169,7 +171,21 @@ <h1>Source code for gen3.tools.indexing.verify_manifest</h1><div class="highligh
 <span class="sd">    Returns:</span>
 <span class="sd">        List[str]: authz resources for the indexd record</span>
 <span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">row</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;authz&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">)</span> <span class="k">if</span> <span class="n">item</span><span class="p">]</span>
+    <span class="n">authz</span> <span class="o">=</span> <span class="p">(</span>
+        <span class="p">[</span>
+            <span class="n">element</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;&#39;&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;&quot;&#39;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;%20&quot;</span><span class="p">,</span> <span class="s2">&quot; &quot;</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">standardize_str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="n">AUTHZ_STANDARD_KEY</span><span class="p">])</span>
+            <span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+            <span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s2">&quot;[&quot;</span><span class="p">)</span>
+            <span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s2">&quot;]&quot;</span><span class="p">)</span>
+            <span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">)</span>
+        <span class="p">]</span>
+        <span class="k">if</span> <span class="n">AUTHZ_STANDARD_KEY</span> <span class="ow">in</span> <span class="n">row</span>
+        <span class="ow">and</span> <span class="n">row</span><span class="p">[</span><span class="n">AUTHZ_STANDARD_KEY</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">&quot;[]&quot;</span>
+        <span class="ow">and</span> <span class="n">row</span><span class="p">[</span><span class="n">AUTHZ_STANDARD_KEY</span><span class="p">]</span>
+        <span class="k">else</span> <span class="p">[]</span>
+    <span class="p">)</span>
+    <span class="k">return</span> <span class="n">authz</span>
 
 
 <span class="k">def</span><span class="w"> </span><span class="nf">_get_urls_from_row</span><span class="p">(</span><span class="n">row</span><span class="p">):</span>
diff --git a/docs/_build/html/_modules/gen3/tools/metadata/ingest_manifest.html b/docs/_build/html/_modules/gen3/tools/metadata/ingest_manifest.html
index 30d22538a..030bd18e3 100644
--- a/docs/_build/html/_modules/gen3/tools/metadata/ingest_manifest.html
+++ b/docs/_build/html/_modules/gen3/tools/metadata/ingest_manifest.html
@@ -52,6 +52,7 @@ <h1>Source code for gen3.tools.metadata.ingest_manifest</h1><div class="highligh
 
 <span class="sd">    MAX_CONCURRENT_REQUESTS (int): Maximum concurrent requests to mds for ingestion</span>
 <span class="sd">&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">aiohttp</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">asyncio</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">csv</span>
diff --git a/docs/_build/html/file.html b/docs/_build/html/file.html
index cb970d072..f7f515f54 100644
--- a/docs/_build/html/file.html
+++ b/docs/_build/html/file.html
@@ -103,6 +103,79 @@ <h1>Gen3 File Class<a class="headerlink" href="#gen3-file-class" title="Link to
 </dl>
 </dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="gen3.file.Gen3File.get_bulk_content">
+<span class="sig-name descname"><span class="pre">get_bulk_content</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_file</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">guids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">500</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">content_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'gen3_embeddings'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">EmbeddingContent</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/gen3/file.html#Gen3File.get_bulk_content"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gen3.file.Gen3File.get_bulk_content" title="Link to this definition">¶</a></dt>
+<dd><p>Retrieve bulk content for a set of GUIDs</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>input_file</strong> (<em>str</em><em> | </em><em>None</em>) – Path to a file that contains one GUID per line.</p></li>
+<li><p><strong>guids</strong> (<em>tuple</em><em>[</em><em>str</em><em>, </em><em>...</em><em>]</em>) – One or more GUIDs supplied</p></li>
+<li><p><strong>batch_size</strong> (<em>int</em>) – How many GUIDs to send in each request to <cite>/data/content</cite>.</p></li>
+<li><p><strong>content_type</strong> (<em>str</em>) – type of content of GUIDs, this determines how to parse.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="gen3.file.Gen3File.get_content">
+<span class="sig-name descname"><span class="pre">get_content</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">guids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/gen3/file.html#Gen3File.get_content"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gen3.file.Gen3File.get_content" title="Link to this definition">¶</a></dt>
+<dd><p>Bulk retrieve content for a list of GUIDs.</p>
+<p>The Gen3 API provides the <cite>/data/content</cite> endpoint which accepts a JSON body with
+an array of GUID strings.  This helper wraps that call and returns the parsed
+response.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>guids</strong> (<em>list</em>) – A list or tuple of GUIDs for which to fetch content.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><dl class="simple">
+<dt>If the request succeeds and the body can be decoded as JSON, a mapping</dt><dd><p>from each provided GUID to its associated content is returned</p>
+</dd>
+</dl>
+</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict | str</p>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>requests.HTTPError</strong> – If the HTTP status code indicates an error</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="gen3.file.Gen3File.get_embeddings_from_bulk_content">
+<span class="sig-name descname"><span class="pre">get_embeddings_from_bulk_content</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch_response</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">EmbeddingContent</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/gen3/file.html#Gen3File.get_embeddings_from_bulk_content"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gen3.file.Gen3File.get_embeddings_from_bulk_content" title="Link to this definition">¶</a></dt>
+<dd><p>Get a dict of parsed embeddings from a batch_resonse of GUIDs
+which are all embeddings.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="gen3.file.Gen3File.get_embeddings_from_bulk_content_guid">
+<span class="sig-name descname"><span class="pre">get_embeddings_from_bulk_content_guid</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">guid</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bulk_content_guid_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">EmbeddingContent</span></span></span><a class="reference internal" href="_modules/gen3/file.html#Gen3File.get_embeddings_from_bulk_content_guid"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gen3.file.Gen3File.get_embeddings_from_bulk_content_guid" title="Link to this definition">¶</a></dt>
+<dd><p>Return an EmbeddingContent by parsing the response data for a particular GUID in a Bulk Content
+response which corresponds to a Gen3 EmbeddingContent.</p>
+<dl class="simple">
+<dt>Note: this handles base64 decoding if the API call used that. and note that the resulting</dt><dd><p>vector is a numpy array</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>guid</strong> (<em>str</em>) – globally unique identifier for the blob of data provided</p></li>
+<li><p><strong>bulk_content_guid_data</strong> (<em>dict</em>) – data from Bulk Content response.get(“guids”, {}).get(guid)
+e.g. the data for the guid specified</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>EmbeddingContent - a dataclass representation of the embedding</p>
+</dd>
+</dl>
+</dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="gen3.file.Gen3File.get_presigned_url">
 <span class="sig-name descname"><span class="pre">get_presigned_url</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">guid</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">protocol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/gen3/file.html#Gen3File.get_presigned_url"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gen3.file.Gen3File.get_presigned_url" title="Link to this definition">¶</a></dt>
@@ -221,6 +294,10 @@ <h1 class="logo"><a href="index.html">Gen3 SDK</a></h1>
 <li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.delete_file"><code class="docutils literal notranslate"><span class="pre">Gen3File.delete_file()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.delete_file_locations"><code class="docutils literal notranslate"><span class="pre">Gen3File.delete_file_locations()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.download_single"><code class="docutils literal notranslate"><span class="pre">Gen3File.download_single()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.get_bulk_content"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_bulk_content()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.get_content"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_content()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.get_embeddings_from_bulk_content"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_embeddings_from_bulk_content()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.get_embeddings_from_bulk_content_guid"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_embeddings_from_bulk_content_guid()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.get_presigned_url"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_presigned_url()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.upload_file"><code class="docutils literal notranslate"><span class="pre">Gen3File.upload_file()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="#gen3.file.Gen3File.upload_file_to_guid"><code class="docutils literal notranslate"><span class="pre">Gen3File.upload_file_to_guid()</span></code></a></li>
diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html
index fc7b36ca6..878765116 100644
--- a/docs/_build/html/genindex.html
+++ b/docs/_build/html/genindex.html
@@ -349,12 +349,20 @@ <h2 id="G">G</h2>
       <li><a href="metadata.html#gen3.metadata.Gen3Metadata.get_aliases">get_aliases() (gen3.metadata.Gen3Metadata method)</a>
 </li>
       <li><a href="indexing.html#gen3.index.Gen3Index.get_all_records">get_all_records() (gen3.index.Gen3Index method)</a>
+</li>
+      <li><a href="file.html#gen3.file.Gen3File.get_bulk_content">get_bulk_content() (gen3.file.Gen3File method)</a>
+</li>
+      <li><a href="file.html#gen3.file.Gen3File.get_content">get_content() (gen3.file.Gen3File method)</a>
 </li>
       <li><a href="submission.html#gen3.submission.Gen3Submission.get_dictionary_all">get_dictionary_all() (gen3.submission.Gen3Submission method)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="submission.html#gen3.submission.Gen3Submission.get_dictionary_node">get_dictionary_node() (gen3.submission.Gen3Submission method)</a>
+</li>
+      <li><a href="file.html#gen3.file.Gen3File.get_embeddings_from_bulk_content">get_embeddings_from_bulk_content() (gen3.file.Gen3File method)</a>
+</li>
+      <li><a href="file.html#gen3.file.Gen3File.get_embeddings_from_bulk_content_guid">get_embeddings_from_bulk_content_guid() (gen3.file.Gen3File method)</a>
 </li>
       <li><a href="tools/drs_pull.html#gen3.tools.download.drs_download.DownloadManager.get_fresh_token">get_fresh_token() (gen3.tools.download.drs_download.DownloadManager method)</a>
 </li>
diff --git a/docs/_build/html/index.html b/docs/_build/html/index.html
index d329e8bcb..a61ccba7f 100644
--- a/docs/_build/html/index.html
+++ b/docs/_build/html/index.html
@@ -53,6 +53,10 @@ <h1>Welcome to Gen3 SDK’s documentation!<a class="headerlink" href="#welcome-t
 <li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.delete_file"><code class="docutils literal notranslate"><span class="pre">Gen3File.delete_file()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.delete_file_locations"><code class="docutils literal notranslate"><span class="pre">Gen3File.delete_file_locations()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.download_single"><code class="docutils literal notranslate"><span class="pre">Gen3File.download_single()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.get_bulk_content"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_bulk_content()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.get_content"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_content()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.get_embeddings_from_bulk_content"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_embeddings_from_bulk_content()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.get_embeddings_from_bulk_content_guid"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_embeddings_from_bulk_content_guid()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.get_presigned_url"><code class="docutils literal notranslate"><span class="pre">Gen3File.get_presigned_url()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.upload_file"><code class="docutils literal notranslate"><span class="pre">Gen3File.upload_file()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="file.html#gen3.file.Gen3File.upload_file_to_guid"><code class="docutils literal notranslate"><span class="pre">Gen3File.upload_file_to_guid()</span></code></a></li>
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\ No newline at end of file
diff --git a/docs/_build/html/tools/drs_pull.html b/docs/_build/html/tools/drs_pull.html
index 21e46086a..8cdf09927 100644
--- a/docs/_build/html/tools/drs_pull.html
+++ b/docs/_build/html/tools/drs_pull.html
@@ -387,7 +387,7 @@
 <dl class="py method">
 <dt class="sig sig-object py" id="gen3.tools.download.drs_download.Manifest.load">
 <span class="property"><span class="k"><span class="pre">static</span></span><span class="w"> </span></span><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Path</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#gen3.tools.download.drs_download.Downloadable" title="gen3.tools.download.drs_download.Downloadable"><span class="pre">Downloadable</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference internal" href="../_modules/gen3/tools/download/drs_download.html#Manifest.load"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gen3.tools.download.drs_download.Manifest.load" title="Link to this definition">¶</a></dt>
-<dd><p>Method to load a json manifest and return a list of Bownloadable object.
+<dd><p>Method to load a json manifest and return a list of Downloadable object.
 This list is passed to the DownloadManager methods of download, and list</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>

From 47e6ba79ac6e417cbefa3906e76d071f57d7ff53 Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Tue, 16 Jun 2026 11:08:53 -0500
Subject: [PATCH 09/11] chore(ci): no longer support 3.10

---
 .github/workflows/ci.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index cf9ce9f34..0458951ae 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -20,7 +20,7 @@ jobs:
       matrix:
         # the versions for which we require the CI to pass on PRs can
         # be updated in the repo settings (branch rules)
-        version: ['3.10', '3.11', '3.12', '3.13']
+        version: ['3.11', '3.12', '3.13']
       fail-fast: false  # run for all versions even if one of them fails
     with:
         python-version: ${{ matrix.version }}

From 42c1c226d1315750185f90139691b7fea046dbc3 Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Tue, 16 Jun 2026 16:25:08 -0500
Subject: [PATCH 10/11] chore(embeddings): remove non-implemented feature -
 update notebook

---
 docs/tutorial/gen3_embeddings.ipynb | 172 +++++++++++++---------------
 gen3/cli/ai/embeddings.py           |  21 ----
 gen3/cli/ai/main.py                 |   2 -
 3 files changed, 81 insertions(+), 114 deletions(-)

diff --git a/docs/tutorial/gen3_embeddings.ipynb b/docs/tutorial/gen3_embeddings.ipynb
index 4d68f4786..f6b09d058 100644
--- a/docs/tutorial/gen3_embeddings.ipynb
+++ b/docs/tutorial/gen3_embeddings.ipynb
@@ -45,9 +45,9 @@
    "id": "4",
    "metadata": {},
    "source": [
-    "If you are running the Gen3 AI support (specifically the Gen3 Embeddings API) locally, you can set some variables to point to the right credentials file and the service.\n",
+    "If you are running Gen3 locally, you can set some variables to point to the right credentials file.\n",
     "\n",
-    "If you are trying to interact with a production instance, just leave the default `ai`. e.g. don't uncomment - the default credentials setup should point you to the right place."
+    "If you are trying to interact with a production instance, just leave the default `ai`. e.g. don't uncomment - the default credentials setup should point you to the right place if you have your API key in the default location `~/.gen3/credentials.json`."
    ]
   },
   {
@@ -61,8 +61,10 @@
    },
    "outputs": [],
    "source": [
-    "ai = \"--auth ~/.gen3/local_helm_test_user.json ai\"\n",
-    "url_prefix = \"https://avantol-local.dev.planx-pla.net/ai\""
+    "ai = \"ai\"\n",
+    "\n",
+    "# ai = \"--auth ~/.gen3/local_helm_test_user.json ai\"\n",
+    "# url_prefix = \"https://foobar-local.dev.planx-pla.net/ai\""
    ]
   },
   {
@@ -171,9 +173,9 @@
    "outputs": [],
    "source": [
     "# try to delete collections that might already exist\n",
-    "!gen3 $ai embeddings collections delete \"expr\"\n",
-    "!gen3 $ai embeddings collections delete \"hist\"\n",
-    "!gen3 $ai embeddings collections delete \"summ\""
+    "!gen3 $ai embeddings collections delete \"test_expr\"\n",
+    "!gen3 $ai embeddings collections delete \"test_hist\"\n",
+    "!gen3 $ai embeddings collections delete \"test_summ\""
    ]
   },
   {
@@ -197,8 +199,8 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 $ai embeddings collections create \"expr\" --dimensions 256 --description \"test expr data\"\n",
-    "!gen3 $ai embeddings collections create \"hist\" --dimensions 1536 --description \"test hist data\""
+    "!gen3 $ai embeddings collections create \"test_expr\" --dimensions 256 --description \"test expr data\"\n",
+    "!gen3 $ai embeddings collections create \"test_hist\" --dimensions 1536 --description \"test hist data\""
    ]
   },
   {
@@ -220,7 +222,7 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 $ai embeddings collections create \"summ\" --dimensions 4096 --description \"test summ data\""
+    "!gen3 $ai embeddings collections create \"test_summ\" --dimensions 4096 --description \"test summ data\""
    ]
   },
   {
@@ -265,30 +267,22 @@
     "**tl;dr** we need a manifest file with a row per embedding. That row needs to contain the vector (embedding), along with other metadata."
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "24",
-   "metadata": {},
-   "source": [
-    "**TODO: REPLACE THESE WITH TEST FILES**"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "25",
+   "id": "24",
    "metadata": {},
    "outputs": [],
    "source": [
     "# here's a quick visualization of the columns/data of this input manifest\n",
-    "df = pd.read_csv('../../tests/embeddings_tests/expr.tsv', sep='\\t', nrows=3)\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/test_expr.tsv', sep='\\t', nrows=3)\n",
     "df"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "26",
+   "id": "25",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -296,25 +290,25 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 $ai embeddings publish ../../tests/embeddings_tests/expr.tsv --default-collection expr"
+    "!gen3 $ai embeddings publish ../../tests/embeddings_tests/test_expr.tsv --default-collection test_expr"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "27",
+   "id": "26",
    "metadata": {},
    "outputs": [],
    "source": [
     "# here's a quick visualization of the columns/data of this input manifest\n",
-    "df = pd.read_csv('../../tests/embeddings_tests/hist.tsv', sep='\\t', nrows=3)\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/test_hist.tsv', sep='\\t', nrows=3)\n",
     "df"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "28",
+   "id": "27",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -322,25 +316,25 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 $ai embeddings publish ../../tests/embeddings_tests/hist.tsv --default-collection hist"
+    "!gen3 $ai embeddings publish ../../tests/embeddings_tests/test_hist.tsv --default-collection test_hist"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "29",
+   "id": "28",
    "metadata": {},
    "outputs": [],
    "source": [
     "# here's a quick visualization of the columns/data of this input manifest\n",
-    "df = pd.read_csv('../../tests/embeddings_tests/summ.tsv', sep='\\t', nrows=3)\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/test_summ.tsv', sep='\\t', nrows=3)\n",
     "df"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "30",
+   "id": "29",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -348,12 +342,12 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 $ai embeddings publish ../../tests/embeddings_tests/summ.tsv --default-collection summ"
+    "!gen3 $ai embeddings publish ../../tests/embeddings_tests/test_summ.tsv --default-collection test_summ"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "31",
+   "id": "30",
    "metadata": {},
    "source": [
     "## Convert Published Embeddings Manifests into Indexing Manifests"
@@ -361,7 +355,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "32",
+   "id": "31",
    "metadata": {},
    "source": [
     "Each of the `publish` commands above generated an output file `{input_filename}_output.tsv` (unless you overrode the output filename). \n",
@@ -376,7 +370,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "33",
+   "id": "32",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -386,14 +380,14 @@
    "source": [
     "# here's a quick visualization of the columns/data of the output manifest from previous `publish` commands\n",
     "# this is what we'll convert\n",
-    "df = pd.read_csv('../../tests/embeddings_tests/expr_output.tsv', sep='\\t', nrows=3)\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/test_expr_output.tsv', sep='\\t', nrows=3)\n",
     "df"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "34",
+   "id": "33",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -407,7 +401,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35",
+   "id": "34",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -415,14 +409,14 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 $ai embeddings convert ../../tests/embeddings_tests/expr_output.tsv --url-prefix $url_prefix\n",
-    "!gen3 $ai embeddings convert ../../tests/embeddings_tests/hist_output.tsv --url-prefix $url_prefix\n",
-    "!gen3 $ai embeddings convert ../../tests/embeddings_tests/summ_output.tsv --url-prefix $url_prefix"
+    "!gen3 $ai embeddings convert ../../tests/embeddings_tests/test_expr_output.tsv --url-prefix $url_prefix\n",
+    "!gen3 $ai embeddings convert ../../tests/embeddings_tests/test_hist_output.tsv --url-prefix $url_prefix\n",
+    "!gen3 $ai embeddings convert ../../tests/embeddings_tests/test_summ_output.tsv --url-prefix $url_prefix"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "36",
+   "id": "35",
    "metadata": {},
    "source": [
     "That `convert` command created new `{original_filename}_converted.tsv` files. Let's take a look at those:"
@@ -431,7 +425,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "37",
+   "id": "36",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -439,13 +433,13 @@
    },
    "outputs": [],
    "source": [
-    "df = pd.read_csv('../../tests/embeddings_tests/expr_output_converted.tsv', sep='\\t', nrows=3)\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/test_expr_output_converted.tsv', sep='\\t', nrows=3)\n",
     "df"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "38",
+   "id": "37",
    "metadata": {},
    "source": [
     "## Create Gen3 Indexed Records with the Indexing Manifest"
@@ -453,7 +447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "39",
+   "id": "38",
    "metadata": {},
    "source": [
     "The manifest we converted to above is a Gen3 Indexing Manifest with no GUIDs - we'll let the Gen3 Indexing command and backend generate those for us.\n",
@@ -468,7 +462,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "40",
+   "id": "39",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -482,7 +476,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "41",
+   "id": "40",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -490,15 +484,15 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/expr_output_converted.tsv --allowed-protocols \"https http\"\n",
-    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/hist_output_converted.tsv --allowed-protocols \"https http\"\n",
-    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/summ_output_converted.tsv --allowed-protocols \"https http\""
+    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/test_expr_output_converted.tsv --allowed-protocols \"https http\"\n",
+    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/test_hist_output_converted.tsv --allowed-protocols \"https http\"\n",
+    "!gen3 objects manifest validate-manifest-format ../../tests/embeddings_tests/test_summ_output_converted.tsv --allowed-protocols \"https http\""
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "42",
+   "id": "41",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -511,7 +505,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43",
+   "id": "42",
    "metadata": {},
    "source": [
     "> IMPORTANT NOTE: Publishing the manifest through the Gen3 Indexing API requires permissions to write to that API. \n",
@@ -536,7 +530,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "44",
+   "id": "43",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -544,13 +538,13 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 -v objects manifest publish ../../tests/embeddings_tests/expr_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/expr_output_converted_indexed.tsv --thread-num 1"
+    "!gen3 -v objects manifest publish ../../tests/embeddings_tests/test_expr_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/expr_output_converted_indexed.tsv --thread-num 1"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "45",
+   "id": "44",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -558,13 +552,13 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 objects manifest verify ../../tests/embeddings_tests/expr_output_converted_indexed.tsv --max-concurrent-requests 1"
+    "!gen3 objects manifest verify ../../tests/embeddings_tests/test_expr_output_converted_indexed.tsv --max-concurrent-requests 1"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "46",
+   "id": "45",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -572,13 +566,13 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 -v objects manifest publish ../../tests/embeddings_tests/hist_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/hist_output_converted_indexed.tsv --thread-num 1"
+    "!gen3 -v objects manifest publish ../../tests/embeddings_tests/test_hist_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/hist_output_converted_indexed.tsv --thread-num 1"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "47",
+   "id": "46",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -586,13 +580,13 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 objects manifest verify ../../tests/embeddings_tests/hist_output_converted_indexed.tsv --max-concurrent-requests 1"
+    "!gen3 objects manifest verify ../../tests/embeddings_tests/test_hist_output_converted_indexed.tsv --max-concurrent-requests 1"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "48",
+   "id": "47",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -600,13 +594,13 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 -v objects manifest publish ../../tests/embeddings_tests/summ_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/summ_output_converted_indexed.tsv --thread-num 1"
+    "!gen3 -v objects manifest publish ../../tests/embeddings_tests/test_summ_output_converted.tsv --out-manifest-file ../../tests/embeddings_tests/summ_output_converted_indexed.tsv --thread-num 1"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "49",
+   "id": "48",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -614,12 +608,12 @@
    },
    "outputs": [],
    "source": [
-    "!gen3 objects manifest verify ../../tests/embeddings_tests/summ_output_converted_indexed.tsv --max-concurrent-requests 1"
+    "!gen3 objects manifest verify ../../tests/embeddings_tests/test_summ_output_converted_indexed.tsv --max-concurrent-requests 1"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "50",
+   "id": "49",
    "metadata": {},
    "source": [
     "Now there are indexed records with GUIDs. The above tool output an `*_indexed.tsv` manifest. We can take a look and see that now the `guid` column is filled out! "
@@ -628,7 +622,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "51",
+   "id": "50",
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
@@ -636,13 +630,13 @@
    },
    "outputs": [],
    "source": [
-    "df = pd.read_csv('../../tests/embeddings_tests/expr_output_converted_indexed.tsv', sep='\\t', nrows=3)\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/test_expr_output_converted_indexed.tsv', sep='\\t', nrows=3)\n",
     "df"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "52",
+   "id": "51",
    "metadata": {},
    "source": [
     "## Everything is in Gen3 now!\n",
@@ -654,23 +648,23 @@
     "- Converted output manifest from embedding creation into indexing manifests\n",
     "- Ingested Indexing Manifests to create Gen3 Indexed Records with assigned GUIDs\n",
     "\n",
-    "At this point, we have the embeddings themselves stored and we've created persistent identifiers for them which can be referenced by GUIDs. \n",
+    "At this point, we have the embeddings themselves stored and we've created persistent identifiers (GUIDs). \n",
     "\n",
-    "Now you can use those GUIDs the same way you use other Gen3 GUIDs for files. So if you have a Gen3 Data Model with nodes that point to sample files identified by GUIDs, you can now have a new \"file embedding\" node with a GUID pointing to the embedding!\n",
+    "Now you can use those GUIDs the same way you use other Gen3 GUIDs for files. So if you have a Gen3 Data Model with nodes that point to sample files identified by GUIDs, you can now have a new \"embedding\" node with a GUID pointing to the embedding!\n",
     "\n",
     "This will allow traditional Gen3 search for data with embeddings.\n",
     "\n",
-    "If you want to search the embeddings collections themselves, the Gen3 Embedding API exposes search functionality as well.\n",
+    "If you want to search the embeddings collections themselves, the Gen3 Embedding API exposes search functionality as well. This supports similarity search.\n",
     "\n",
     "## Bulk Retrieval of Gen3 Embeddings via their Indexed GUIDs\n",
     "\n",
-    "Let's assume we've found GUIDs of interest via a search in Gen3 (and for simplicity, let's assume those GUIDs are ALL the GUIDs we have indexed previously). Now, given **only** those GUIDs, we want to bulk retrieve the actual embeddings to do some AI/ML analysis."
+    "Let's assume we've found GUIDs of interest via a search in Gen3 (and for simplicity, let's assume those GUIDs are ALL the GUIDs we have indexed previously in this notebook). Now, given **only** those GUIDs, we want to bulk retrieve the actual embeddings from Gen3 to do some AI/ML analysis."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "53",
+   "id": "52",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -683,7 +677,7 @@
     "import pandas as pd\n",
     "\n",
     "file_pattern = \"../../tests/embeddings_tests/*_output_converted_indexed.tsv\"\n",
-    "output_file = \"../../tests/embeddings_tests/aggregated_guids.tsv\"\n",
+    "output_file = \"../../tests/embeddings_tests/test_aggregated_guids.tsv\"\n",
     "\n",
     "all_files = glob.glob(file_pattern)\n",
     "\n",
@@ -702,17 +696,17 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "54",
+   "id": "53",
    "metadata": {},
    "outputs": [],
    "source": [
-    "df = pd.read_csv('../../tests/embeddings_tests/aggregated_guids.tsv', sep='\\t', nrows=3)\n",
+    "df = pd.read_csv('../../tests/embeddings_tests/test_aggregated_guids.tsv', sep='\\t', nrows=3)\n",
     "df"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "55",
+   "id": "54",
    "metadata": {},
    "source": [
     "## Bulk retrieve embeddings from Fence\n",
@@ -727,7 +721,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "56",
+   "id": "55",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -737,32 +731,28 @@
     "auth = Gen3Auth()\n",
     "gen3_file = Gen3File(auth.endpoint, auth_provider=auth)\n",
     "\n",
-    "embeddings_contents = gen3_file.get_bulk_content(input_file=\"../../tests/embeddings_tests/aggregated_guids.tsv\")\n",
+    "embeddings_contents = gen3_file.get_bulk_content(input_file=\"../../tests/embeddings_tests/test_aggregated_guids.tsv\")\n",
     " \n",
     "print(f\"Got all {len(embeddings_contents)} GUIDs\")\n",
     "\n",
-    "# the GUIDs are already an efficient numpy array!\n",
     "for guid, embedding_content in embeddings_contents.items():\n",
+    "    # the GUIDs are already an efficient numpy array!\n",
     "    print(type(embedding_content.embedding))\n",
     "    print(embedding_content)\n",
-    "    break"
+    "    break\n",
+    "\n",
+    "# do other AI/ML work with the embeddings!"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "57",
+   "cell_type": "markdown",
+   "id": "56",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "!gen3 objects read --input-file ../../tests/embeddings_tests/aggregated_guids.tsv"
+    "We have shown the full flow from original vectors -> storage in Gen3 -> retrieval from Gen3 in an efficient bulk pipeline. \n",
+    "\n",
+    "We've also shown that Gen3 Embeddings can be indexed like files to provide GUIDs which can be referenced and searched the same way file-based GUIDs are today."
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "58",
-   "metadata": {},
-   "source": []
   }
  ],
  "metadata": {
diff --git a/gen3/cli/ai/embeddings.py b/gen3/cli/ai/embeddings.py
index c136e191c..4e71918a6 100644
--- a/gen3/cli/ai/embeddings.py
+++ b/gen3/cli/ai/embeddings.py
@@ -449,27 +449,6 @@ def _get_collection_id_and_name(
     return collection_id, collection_name
 
 
-@click.command(
-    "read",
-    help="[Not Implemented Yet] Reads embeddings data from Gen3 instance into local files.",
-)
-@click.option(
-    "--output-file",
-    "output_file",
-    default="embeddings.csv",
-    help="filename for output",
-    type=click.Path(writable=True),
-    show_default=True,
-)
-@click.pass_context
-def read_embeddings(ctx, output_file):
-    """
-    Reads embeddings data from Gen3 instance into local files.
-    """
-    auth = ctx.obj["auth_factory"].get()
-    raise NotImplementedError("`gen3 ai embeddings read` is not implemented yet.")
-
-
 @click.command(
     "delete",
     help="[Not Implemented Yet] Deletes specified embeddings data in local files from Gen3 instance.",
diff --git a/gen3/cli/ai/main.py b/gen3/cli/ai/main.py
index 6ae96a169..c916812d7 100644
--- a/gen3/cli/ai/main.py
+++ b/gen3/cli/ai/main.py
@@ -41,7 +41,6 @@
     convert_embeddings,
     delete_embeddings,
     publish_embeddings,
-    read_embeddings,
 )
 from gen3.cli.ai.embeddings_collections import (
     create_collection,
@@ -89,7 +88,6 @@ def collections(ctx: click.Context) -> None:
 
 
 embeddings.add_command(publish_embeddings, name="publish")
-embeddings.add_command(read_embeddings, name="read")
 embeddings.add_command(delete_embeddings, name="delete")
 embeddings.add_command(chunk_and_embed_text, name="embed-files")
 embeddings.add_command(convert_embeddings, name="convert")

From 1b8bcc5e4a9da2e0f2cfd48bb476d6c474750d2b Mon Sep 17 00:00:00 2001
From: avantol <avantol@uchicago.edu>
Date: Tue, 16 Jun 2026 16:26:10 -0500
Subject: [PATCH 11/11] chore(embeddings): fix test data

---
 tests/embeddings_tests/test_expr.tsv | 8 ++++----
 tests/embeddings_tests/test_hist.tsv | 8 ++++----
 tests/embeddings_tests/test_summ.tsv | 6 +++---
 3 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/tests/embeddings_tests/test_expr.tsv b/tests/embeddings_tests/test_expr.tsv
index a700b4dab..7615ff033 100644
--- a/tests/embeddings_tests/test_expr.tsv
+++ b/tests/embeddings_tests/test_expr.tsv
@@ -1,4 +1,4 @@
-embedding	authz	collection_name	collection_id	case_id	file_id	model
-[-0.2024536281824112, 0.8700736165046692, 0.6367368102073669, 1.0295965671539307, 1.3029881715774536, 0.6979042291641235, 0.09141989797353745, -0.7052130103111267, 0.05628640949726105, -0.6558999419212341, -0.698043704032898, -8.845816612243652, -0.10774289071559906, -0.8967481255531311, 0.30785858631134033, -0.218824565410614, -0.1945626139640808, -0.6851598024368286, -0.2565596103668213, -0.1704675555229187, 0.17284531891345978, -0.6091238260269165, -0.13866744935512543, 0.21102923154830933, -0.2252902388572693, -0.6781346201896667, -0.34671345353126526, 0.4128320515155792, -0.8277935981750488, 1.1078327894210815, 0.6355611085891724, -0.5727114081382751, 1.2589396238327026, 0.4476923644542694, 0.34200647473335266, -0.1336929202079773, 0.1772320717573166, 1.1591079235076904, -1.5068682432174683, 0.02006017416715622, -0.6712247133255005, -0.5338364839553833, 5.475770473480225, -0.3881995379924774, 1.026019811630249, -0.117962546646595, -0.2552171051502228, -0.43384769558906555, 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\ No newline at end of file
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\ No newline at end of file
diff --git a/tests/embeddings_tests/test_hist.tsv b/tests/embeddings_tests/test_hist.tsv
index 56616f6b3..d89a0d173 100644
--- a/tests/embeddings_tests/test_hist.tsv
+++ b/tests/embeddings_tests/test_hist.tsv
@@ -1,4 +1,4 @@
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\ No newline at end of file
diff --git a/tests/embeddings_tests/test_summ.tsv b/tests/embeddings_tests/test_summ.tsv
index d90df13c0..666a399ed 100644
--- a/tests/embeddings_tests/test_summ.tsv
+++ b/tests/embeddings_tests/test_summ.tsv
@@ -1,4 +1,4 @@
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