py-mcp-qdrant-rag
Rank #64,088glama/amornpan/py-mcp-qdrant-rag
Enables semantic search and retrieval-augmented generation (RAG) using Qdrant vector database. Supports indexing documents from URLs and local directories, with flexible embedding options using Ollama or OpenAI.
What you can do with py-mcp-qdrant-rag
py-mcp-qdrant-rag is a Model Context Protocol (MCP) server published by amornpan. It ranks #64,088 of 144,396 active servers on MCP Toplist, and its repository has 2 GitHub stars. py-mcp-qdrant-rag is listed on Glama; no version information is available from the registries that list it or from its repository. It was first listed on Jan 12, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What py-mcp-qdrant-rag can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using py-mcp-qdrant-rag
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect py-mcp-qdrant-rag and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
When to choose another server
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- TMD Earthquake MCP Server#115,594
No task-specific alternatives are catalogued for py-mcp-qdrant-ragyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Jan 12, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 16, 2026
- Glama ↗listed since Apr 26, 2026 · still listed
Do you maintain py-mcp-qdrant-rag? to correct or enrich this profile.
Version information unavailable
The registry that lists this server does not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.
Ranks ahead of 80,308 of 144,396 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Famornpan%2Fpy-mcp-qdrant-rag)<a href="https://mcptoplist.com/server/glama%2Famornpan%2Fpy-mcp-qdrant-rag"><img src="https://mcptoplist.com/badge/glama%2Famornpan%2Fpy-mcp-qdrant-rag.svg" alt="MCP Toplist: Top 50% of 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains py-mcp-qdrant-rag?
- py-mcp-qdrant-rag is maintained by amornpan, which publishes 6 MCP servers tracked on MCP Toplist.
- Is py-mcp-qdrant-rag listed on the Official MCP Registry?
- py-mcp-qdrant-rag is not on the Official MCP Registry. It is listed on Glama.
- How many versions does py-mcp-qdrant-rag have?
- Version information is unavailable for py-mcp-qdrant-rag: no registry that lists it exposes version metadata, and no release tags were found on its repository.
- Where can I find the source code for py-mcp-qdrant-rag?
- The source code for py-mcp-qdrant-rag is hosted at github.com/amornpan/py-mcp-qdrant-rag.
Do you run this server?
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