Store data in memory.

Two modes depending on whether session_id is provided:

Without session_id (permanent memory): Runs the full add + cognify pipeline to ingest data and build the knowledge graph.

With session_id (session memory): Stores the data in the session cache only. Fast, no entity extraction. Omit session_id when the content should be stored as permanent graph memory.

Pass either data (text) or filename + content_base64 (a file upload, up to 10 MB), not both. File uploads are permanent-memory only and don't support session_id.

Search memory with auto-routing and session awareness.

When session_id is provided without datasets or search_type, searches session cache first by keyword matching. Falls through to the permanent knowledge graph if no session results match.

Auto-routing picks the best search strategy when search_type is not specified.

Delete data from memory.

Can target a single data item, a specific dataset (by name or id), or everything the user owns. Removes data from the relational DB, graph DB, and vector DB.

Search for tools using natural language.

Returns matching tool definitions ranked by relevance, in the same format as list_tools.

Call a tool by name with the given arguments.

Use this to execute tools discovered via search_tools.