MCP: Pinecone
by Pinecone
Pinecone's official MCP server — search and manage vector indexes, and query Pinecone's docs while you build.
Search and manage Milvus vector collections from an AI client — vector, full-text, and hybrid queries.
Set up this MCP server in your favorite AI agent — copy a ready-made configuration below.
The Milvus MCP server from Zilliz gives an assistant access to Milvus, one of the most widely deployed open-source vector databases.
The same server works against Milvus Lite (an embedded file-based mode ideal for local development), a self-hosted Milvus cluster, and Zilliz Cloud. That range means the same configuration pattern carries from a laptop prototype to production.
Useful both as a retrieval backend an assistant can query during a task, and as a development aid — inspecting what is actually in a collection is the fastest way to debug a RAG pipeline returning nonsense.
Runs with uvx mcp-server-milvus --milvus-uri <uri>.
by Pinecone
Pinecone's official MCP server — search and manage vector indexes, and query Pinecone's docs while you build.
Weaviate's MCP server, built into the database itself — hybrid search, schema inspection, tenant listing and batch upserts at /v1/mcp, scoped by RBAC.
by Chroma
Chroma's official MCP server — build and query vector collections directly from an AI client.
by Qdrant
Qdrant's official MCP server — semantic memory for AI assistants backed by a real vector database.