> 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.

# Agents (Research preview)

> Agentic orchestration with knowledge stores and persistent memory.

#### [Knowledge stores](/v1.3/sdk-reference/node-js/knowledge-stores)

A knowledge store contains your videos and the understanding the platform derives from them. Agents use knowledge stores to reason across the full collection.

#### [Knowledge store items](/v1.3/sdk-reference/node-js/knowledge-store-items)

Add and manage items within a knowledge store.

#### [Knowledge store item collections](/v1.3/sdk-reference/node-js/knowledge-store-items#item-collections)

Organize items into named collections that can be referenced together.

#### [Search a knowledge store](/v1.3/sdk-reference/node-js/search-knowledge-store)

Search a knowledge store with natural language and retrieve matching clips ranked by relevance.

#### [Responses](/v1.3/sdk-reference/node-js/responses)

Generate responses from a knowledge store.