qdrant/mcp-server-qdrant
About
The Qdrant vector-database MCP: lets AI operate a knowledge base directly for semantic retrieval — the standard vector storage for RAG applications.
The Qdrant vector-database MCP: lets AI operate a knowledge base directly for semantic retrieval — the standard vector storage for RAG applications.
The official GitHub MCP server: lets AI agents directly manage repositories, PRs and issues. A core component of developer automation workflows.
The official collection of reference MCP server implementations (filesystem, git, memory, fetch and more) — the best examples for implementing and integrating the protocol.
A lightweight cross-platform database client at just 20MB, with built-in MCP support that lets AI agents query and manage your databases directly.
The official MCP Python SDK: quickly build MCP servers and clients in Python. Officially maintained with thorough docs — the standard starting point for developers.