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qdrant/mcp-server-qdrant

An official Qdrant Model Context Protocol (MCP) server implementation

1,358 stars265 forksPythonUpdated March 2026

Best for

Developer
✅ Reviewed by My AI Guide — vetted for vibe builders

Our Review

  • Standardized MCP for easy LLM integration
  • Semantic memory storage/retrieval with metadata
  • Official Qdrant support with clear tool specs

Cons

  • Requires Qdrant database setup
  • Env var config only
  • Limited to store/find operations

Our Verdict

Excellent MCP bridge for Qdrant in agentic apps; dev-friendly for memory layers.

Frequently Asked Questions

What is mcp-server-qdrant?

An official Qdrant Model Context Protocol (MCP) server implementation

How do I install mcp-server-qdrant?

Visit the GitHub repository at https://github.com/qdrant/mcp-server-qdrant for installation instructions.

What license does mcp-server-qdrant use?

mcp-server-qdrant uses the Apache-2.0 license.

What are alternatives to mcp-server-qdrant?

Search My AI Guide for similar tools in this category.

Great for: Pro Vibe Builders

Skip if: You need something more beginner-friendly or guided

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Open source & community-verified

Apache-2.0 licensed — free to use in any project, no strings attached. 1,358 developers have starred this, meaning the community has reviewed and trusted it.

Reviewed by My AI Guide for relevance, quality, and active maintenance before listing.