Rag MCP servers

Agent memory that learns: long-term recall and reflection exposed to agents over MCP.

Long-term memory for agents built on graph and vector stores, with ingestion from many data sources.

Official Vectorize MCP server for retrieval and file-to-markdown extraction.

Needle MCP server for production RAG over your own documents.

AWS Labs MCP server for retrieving from Amazon Bedrock Knowledge Bases.