mcp-server-qdrant and mcp-server-qdrant-enhanced
About mcp-server-qdrant
qdrant/mcp-server-qdrant
An official Qdrant Model Context Protocol (MCP) server implementation
Exposes semantic search and storage tools (`qdrant-store` and `qdrant-find`) that allow LLMs to persist and retrieve contextual information with configurable embedding models via FastMCP. Supports both remote Qdrant instances and local databases, with flexible transport protocols (stdio, SSE, HTTP streaming) for integration into Claude Desktop and other MCP clients.
About mcp-server-qdrant-enhanced
bryankthompson/mcp-server-qdrant-enhanced
Enhanced Qdrant MCP Server is a production-ready fork of the original that transforms the basic MCP server into an enterprise-grade solution with GPU acceleration, multi-vector support, and automated deployment infrastructure.
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