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Qdrant MCP Server

MCP server by Qdrant

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By the Klyvoo teamChecked October 3, 2026Checked on official sources

Qdrant MCP Server at a glance

Qdrant MCP Server is an official MCP server from Qdrant. It lets an AI assistant store and retrieve information as semantic memory in a Qdrant vector database.

Connects to
Memory and automation
Hosting
Local · Streamable HTTP and stdio
Sign-in
API key
Price
Free
Works with
Claude Desktop, Claude Code, Cursor, Windsurf, VS Code
Best for
Developers wanting vector memory for coding assistants
Checked
October 3, 2026 on official sources

How to install Qdrant MCP Server

Add the command below as a new MCP server in your AI app’s settings or MCP config file. Sign-in: API key.

Install or connect
uvx mcp-server-qdrant

What Qdrant MCP Server can do

It saves text with metadata into a Qdrant collection and finds it again by meaning. It works with a Qdrant server, Qdrant Cloud or a local database path.

Tools it exposes include
qdrant-storeqdrant-find

Best for: developers wanting vector memory for coding assistants

Pros

  • Official server from Qdrant
  • Runs with local storage or Qdrant Cloud
  • Read-only mode available

Cons

  • Only two tools
  • Defaults to a small MiniLM embedding model

Qdrant MCP Server FAQ

Is Qdrant MCP Server free?

Yes. It is open source under Apache-2.0 and can run with local storage at no cost.

How do I connect Qdrant MCP Server?

Run uvx mcp-server-qdrant with QDRANT_URL and COLLECTION_NAME set, or add it to your client config.

What can Qdrant MCP Server do?

It stores information in a Qdrant collection and retrieves the most relevant entries for a query.