Vector MCP servers

Official Qdrant MCP server for vector search and semantic memory.

Chroma MCP server for embeddings, vector search, and document storage.

Milvus MCP server for vector search and collection management.

Official Pinecone Assistant MCP server for managed vector retrieval.