MCP: Milvus
by Zilliz
Search and manage Milvus vector collections from an AI client — vector, full-text, and hybrid queries.
Pinecone's official MCP server — search and manage vector indexes, and query Pinecone's docs while you build.
Set up this MCP server in your favorite AI agent — copy a ready-made configuration below.
Pinecone's official MCP server connects an assistant to your Pinecone account for both data operations and development support.
Vector database APIs have changed substantially over the past two years, and models routinely generate code against deprecated client versions. Having current documentation available as a tool measurably improves the code an assistant produces.
npx -y @pinecone-database/mcp with PINECONE_API_KEY set. Works with serverless and pod-based indexes.
by Zilliz
Search and manage Milvus vector collections from an AI client — vector, full-text, and hybrid queries.
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.