qdrant-mcp-server
qdrant-mcp-server is an MCP server, listed under model apis. It reaches openai and qdrant. It needs OPENAI_API_KEY and QDRANT_API_KEY to authenticate. Its repository has 2 GitHub stars and is licensed under MIT; we last read it on 2026-10-23.
This server connects to Qdrant for vector storage and uses OpenAI for embeddings to facilitate semantic code search.
Install
Read from qdrant-mcp-server’s own README, close to verbatim -- not written by us, and not guessed.
npm install -g @kindash/qdrant-mcp-server
What it reaches, and what it needs
What it connects to
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.
Maintenance
MCP server for semantic code search using Qdrant vector database and OpenAI embeddings
qdrant-mcp-server compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| qdrant-mcp-server (this page) | openai, qdrant | OPENAI_API_KEY, QDRANT_API_KEY | 2 | 2026-09-04 | MIT |
| mcp-ragdocs | openai, qdrant(2 shared) | OPENAI_API_KEY, QDRANT_API_KEY | 265 | 2025-07-18 | MIT |
| mcp-qdrant-memory | openai, qdrant(2 shared) | OPENAI_API_KEY, QDRANT_API_KEY | 24 | 2025-03-02 | — |
| paperbanana | atlascloud, google, openai(1 shared) | ATLASCLOUD_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY | 2,412 | 2026-09-17 | MIT |
| ms-365-mcp-server | ms365, openai(1 shared) | MS365_MCP_ATTACHMENT_URL_KEY, MS365_MCP_CLIENT_SECRET, MS365_MCP_OAUTH_TOKEN, OPENAI_API_KEY | 1,068 | 2026-10-23 | MIT |
| just-prompt | anthropic, deepseek, gemini, groq, openai(1 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
Ranked by services in common with qdrant-mcp-server, then by stars. Figures are from each repository when we last read it.
Common questions about qdrant-mcp-server
- What does qdrant-mcp-server do?
- This server connects to Qdrant for vector storage and uses OpenAI for embeddings to facilitate semantic code search.
- How do I install qdrant-mcp-server?
- Its own README gives this command: npm install -g @kindash/qdrant-mcp-server. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
- What does qdrant-mcp-server connect to, and what does it need?
- It reaches openai and qdrant. The credentials we found in its source are OPENAI_API_KEY and QDRANT_API_KEY.
- Is qdrant-mcp-server official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 2 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-09-04.
- What licence does qdrant-mcp-server use?
- The repository declares the MIT licence.
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