Store useful information or knowledge into the long-term knowledge base (Qdrant). This allows the agent to persist data that can be retrieved later or by other agents. Automatically embeds the text and returns the stored ID.

Store multiple pieces of information or knowledge into the long-term knowledge base (Qdrant) at once. This is more efficient than calling store-knowledge multiple times. Each item is automatically embedded and stored with a unique ID.

Search for relevant information in the long-term knowledge base using semantic search. Use this to retrieve context, facts, or past interactions stored in Qdrant.

Inspect the knowledge base configuration and view sample data. Useful for debugging collection settings or verifying stored content.

Retrieve specific knowledge items by their point IDs with full payload details. Use this to inspect complete information about stored items. Use the 'id' field returned from search-knowledge results.

Delete specific information from the knowledge base using point IDs. Use the 'id' field returned from search-knowledge results.