py-mcp-qdrant-rag
Rank #30283glama/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 #30283 of 58,900 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 28,617 of 58,900 servers on MCP Toplist.
Use py-mcp-qdrant-rag
py-mcp-qdrant-rag doesn’t publish a machine-readable install config. Follow the setup instructions in its repository ↗, or open one of its registry listings above.
Listed on 1 registry
amornpan
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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
- What is 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.
- Who maintains py-mcp-qdrant-rag?
- py-mcp-qdrant-rag is maintained by amornpan, which publishes 5 MCP servers (0 total versions) tracked on MCP Toplist.
- Is py-mcp-qdrant-rag an official MCP server?
- 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.