py-mcp-qdrant-rag
Rank #52,926glama/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.
py-mcp-qdrant-rag is a Model Context Protocol (MCP) server published by amornpan. It ranks #52,926 of 115,591 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. py-mcp-qdrant-rag is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Jan 12, 2026.
Ranks ahead of 62,665 of 115,591 servers on MCP Toplist.
Use py-mcp-qdrant-rag
No credentials or required configuration declared — add it to your MCP client and go.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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 115,591" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
amornpan
Other servers by amornpan
- Python MSSQL MCP Server#19,217
- Python LINE MCP Server#21,609
- Google Calendar MCP Server#67,445
- MySQL MCP Server#67,446
- TMD Earthquake MCP Server#96,479
Not versioned
This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains py-mcp-qdrant-rag?
- py-mcp-qdrant-rag is maintained by amornpan, which publishes 6 MCP servers (0 total versions) 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?
- py-mcp-qdrant-rag ships as a single rolling release with no explicit version metadata.
- 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.