w3-mcp-server-qdrant
Rank #24,824glama/famtong8-dev/w3-mcp-server-qdrant
Python MCP server for vector search using Qdrant vector database and Ollama embeddings, with advanced query techniques like query expansion, HyDE, and reranking.
w3-mcp-server-qdrant is a Model Context Protocol (MCP) server published by famtong8-dev. It ranks #24,824 of 115,460 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. w3-mcp-server-qdrant is listed on Glama, with 5 release tags tracked from its GitHub repository. It was first listed on Mar 16, 2026 and most recently updated on Apr 1, 2026.
Ranks ahead of 90,636 of 115,460 servers on MCP Toplist.
Use w3-mcp-server-qdrant
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.
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[](https://mcptoplist.com/server/glama%2Ffamtong8-dev%2Fw3-mcp-server-qdrant)<a href="https://mcptoplist.com/server/glama%2Ffamtong8-dev%2Fw3-mcp-server-qdrant"><img src="https://mcptoplist.com/badge/glama%2Ffamtong8-dev%2Fw3-mcp-server-qdrant.svg" alt="MCP Toplist: Top 25% of 115,460" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
famtong8-dev
Other servers by famtong8-dev
View all famtong8-dev servers →GitHub releases (5)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| 0.1.7 | Apr 1, 2026 |
| 0.1.5 | Mar 27, 2026 |
| 0.1.4 | Mar 26, 2026 |
| 0.1.3 | Mar 17, 2026 |
| 0.1.2 | Mar 16, 2026 |
Frequently asked questions
- Who maintains w3-mcp-server-qdrant?
- w3-mcp-server-qdrant is maintained by famtong8-dev, which publishes 3 MCP servers (10 total versions) tracked on MCP Toplist.
- Is w3-mcp-server-qdrant listed on the Official MCP Registry?
- w3-mcp-server-qdrant is not on the Official MCP Registry. It is listed on Glama.
- How many versions does w3-mcp-server-qdrant have?
- No registry surfaces explicit version metadata for w3-mcp-server-qdrant; MCP Toplist tracks 5 release tags from its GitHub repository, most recently published on Apr 1, 2026.
- Where can I find the source code for w3-mcp-server-qdrant?
- The source code for w3-mcp-server-qdrant is hosted at github.com/famtong8-dev/w3-mcp-server-qdrant.