Qdrant Retrieve MCP Server
by gergelyszerovay
This MCP server enables semantic search using a Qdrant vector database. It allows querying multiple collections and retrieving semantically similar documents.
Last updated: N/A
What is Qdrant Retrieve MCP Server?
The Qdrant Retrieve MCP Server is a service that facilitates semantic search across multiple collections within a Qdrant vector database. It allows users to submit queries and retrieve documents that are semantically similar to those queries.
How to use Qdrant Retrieve MCP Server?
To use this server, configure it within a system like Claude Desktop by adding it to the claude_desktop_config.json file, specifying the command and arguments to run the server. You'll also need to set the QDRANT_API_KEY environment variable if your Qdrant instance requires authentication. The server can be configured using command-line options to specify the Qdrant URL, embedding model type, and enable/disable HTTP or stdio transports.
Key features of Qdrant Retrieve MCP Server
Semantic search across multiple collections
Multi-query support
Configurable result count
Collection source tracking
Use cases of Qdrant Retrieve MCP Server
Knowledge retrieval from multiple sources
Semantic document search
Question answering systems
Recommendation engines
FAQ from Qdrant Retrieve MCP Server
What is the default embedding model?
What is the default embedding model?
The default embedding model is Xenova/all-MiniLM-L6-v2.
What is the default Qdrant URL?
What is the default Qdrant URL?
The default Qdrant URL is http://localhost:6333.
What is the default port for the MCP HTTP server?
What is the default port for the MCP HTTP server?
The default port for the MCP HTTP server is 3001.
What is the default port for the REST HTTP server?
What is the default port for the REST HTTP server?
The default port for the REST HTTP server is 3002.
Why is the first retrieve slower?
Why is the first retrieve slower?
The first retrieve might be slower because the MCP server downloads the required embedding model.