> This page is for version v1.3 (default).
> For other versions, use one of these documentation indexes:
> - v1.3 (default): https://docs.twelvelabs.io/v1.3/llms.txt

> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.twelvelabs.io/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.twelvelabs.io/_mcp/server.

## Introducing enriched metadata on knowledge store items

Knowledge store items now return the `enriched_metadata` field: the metadata that the platform extracts once for the whole item, as defined by the enrichment configuration of the knowledge store. To extract a property once for each video or image instead of for each shot, set its `granularity` keyword to `video` or `image` in the JSON Schema.

To use this feature, upgrade to the latest version of the Python or Node.js SDK:

**`Python SDK`**

```sh Python SDK
pip install --upgrade twelvelabs
```

**`Node.js SDK`**

```sh Node.js SDK
npm install twelvelabs-js@latest
```

For details, see the [Create a knowledge store](/v1.3/api-reference/knowledge-stores/create) and [The knowledge store item object](/v1.3/api-reference/knowledge-store-items/the-knowledge-store-item-object) pages in the API Reference section, or the SDK reference for [Python](/v1.3/sdk-reference/python/knowledge-store-items) and [Node.js](/v1.3/sdk-reference/node-js/knowledge-store-items).