MCP Servers / search / Qdrant MCP Server

Qdrant MCP Server

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Semantic code search using the Qdrant vector database and OpenAI embeddings.

Install

How to run this server

[ { "cmd": "pip install qdrant-mcp-server", "imports": [] } ]

server path: qdrant-mcp-server

Tools

What this server exposes

semantic_code_search

Find code by meaning, not just keywords using semantic search

index_codebase

Index entire codebase or specific files for semantic search

background_indexer

Start, stop, or check status of background file monitoring and reindexing

search_code

Search indexed code using natural language queries

Configuration

Environment & auth

authnone

envOPENAI_API_KEY

envQDRANT_URL

envQDRANT_API_KEY

Resources