mhalder/qdrant-mcp-server
MCP server for semantic search using local Qdrant vector database and OpenAI embeddings
Supports multiple embedding providers (Ollama, OpenAI, Cohere, Voyage AI) with privacy-first local processing, plus specialized tools for code vectorization with AST-aware chunking and git history semantic search. Implements hybrid search combining semantic and keyword matching, contextual correlation across code+git repositories, and incremental indexing for efficient updates. Operates as both stdio and HTTP transport for Claude integration, with configurable custom prompts and support for secured Qdrant instances via API keys.
Available on npm.
Stars
21
Forks
13
Language
TypeScript
License
MIT
Category
Last pushed
Feb 09, 2026
Monthly downloads
790
Commits (30d)
0
Dependencies
18
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