mcp-server-qdrant

mcp-server-qdrant is the official MCP server of Qdrant, listed under memory & vectors. It reaches qdrant. It needs QDRANT_API_KEY to authenticate. Its repository has 1,553 GitHub stars and is licensed under Apache-2.0; we last read it on 2026-10-24.

This software implements the Model Context Protocol (MCP) for connecting to Qdrant, a vector similarity search engine.

Read from mcp-server-qdrant’s own README, close to verbatim -- not written by us, and not guessed.

QDRANT_URL="http://localhost:6333" COLLECTION_NAME="my-collection" EMBEDDING_MODEL="sentence-transformers/all-MiniLM-L6-v2" uvx run mcp-server-qdrant

Unverified means a mention in the server’s own description, not a citation. A wrong claim here costs nothing to correct and nothing to trust yet.

2 tools documented in its README. An AI client calls these by name.

qdrant-store

Store some information in the Qdrant database

qdrant-find

Retrieve relevant information from the Qdrant database

Read from the README; names are kept only if the README contains them.

Ranked by services in common with mcp-server-qdrant, then by stars. Figures are from each repository when we last read it.

What does mcp-server-qdrant do?

This software implements the Model Context Protocol (MCP) for connecting to Qdrant, a vector similarity search engine.

How do I install mcp-server-qdrant?

Its own README gives this command: QDRANT_URL="http://localhost:6333" COLLECTION_NAME="my-collection" EMBEDDING_MODEL="sentence-transformers/all-MiniLM-L6-v2" uvx run mcp-server-qdrant. Run it where your MCP client can launch the server, and check the README for any settings it asks for.

What does mcp-server-qdrant connect to, and what does it need?

It reaches qdrant. The credentials we found in its source are QDRANT_API_KEY.

Is mcp-server-qdrant official and is it maintained?

It is named as the official server of Qdrant. Its repository has 1,553 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-09-04.

What licence does mcp-server-qdrant use?

The repository declares the Apache-2.0 licence.

• mcp-knowledge-graph886 stars
• chroma-mcp601 stars
• caura504 stars
• MemoryMesh354 stars
• neural-memory242 stars
• autodev-codebase121 stars

All memory & vectors entries →

• Introduction to Model Context Protocol (Claude Academy)
• The Hugging Face MCP course
• Build an AI agent: a path with skills and MCP servers to practise on