mcp-server-qdrant-retrieve

mcp-server-qdrant-retrieve

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The Qdrant Retrieve MCP Server provides semantic search capabilities using the Qdrant vector database. It supports multi-query searches, configurable result counts, and allows tracking of the collection source. The server connects to a specified Qdrant instance and is configurable in various setups, including with Claude Desktop.

Qdrant Retrieve MCP Server

MCP server for semantic search with Qdrant vector database.

Features

  • Semantic search across multiple collections
  • Multi-query support
  • Configurable result count
  • Collection source tracking

API

Tools

  • qdrant_retrieve
    • Retrieves semantically similar documents from multiple Qdrant vector store collections based on multiple queries.
    • Inputs include collection names, number of top similar documents, and query texts.
    • Returns results with query, collection name, document text, and similarity score.

Command Line Options

Options to enable HTTP transport, stdio transport, and REST API server with configurable ports and embedding model.

Usage with Claude Desktop

Guidelines to configure the server via claude_desktop_config.json. Environment variable configuration is also provided for authenticated Qdrant instances.