w3-mcp-server-qdrant
Rank #33,512glama/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.
What you can do with w3-mcp-server-qdrant
w3-mcp-server-qdrant is a Model Context Protocol (MCP) server published by famtong8-dev. It ranks #33,512 of 144,396 active servers 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.
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 w3-mcp-server-qdrant 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 w3-mcp-server-qdrant
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 w3-mcp-server-qdrant 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
No task-specific alternatives are catalogued for w3-mcp-server-qdrantyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Mar 16, 2026
- Latest release tag
- Apr 1, 2026
- Version history
- 5 release tags tracked (below)
- 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 May 29, 2026 · still listed
Do you maintain w3-mcp-server-qdrant? to correct or enrich this profile.
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 |
Ranks ahead of 110,884 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%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 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
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.
Do you run this server?
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