SERVER

w3-mcp-server-qdrant

Rank #14638

glama/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.

First listed
May 28, 2026
Last publish date
OVERVIEW

w3-mcp-server-qdrant is a Model Context Protocol (MCP) server published by famtong8-dev. It ranks #14638 of 58,832 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. w3-mcp-server-qdrant is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on May 28, 2026.

STANDING
#14,638of 58,832 tracked serversTop 25%

Ranks ahead of 44,194 of 58,832 servers on MCP Toplist.

CONNECT

Use w3-mcp-server-qdrant

w3-mcp-server-qdrant doesn’t publish a machine-readable install config. Follow the setup instructions in its repository ↗, or open one of its registry listings above.

REGISTRIES

Listed on 1 registry

ORGANIZATION

famtong8-dev

Organization
Total servers
3
Total versions
0
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VERSIONS

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.

FAQ

Frequently asked questions

What is 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.
Who maintains w3-mcp-server-qdrant?
w3-mcp-server-qdrant is maintained by famtong8-dev, which publishes 3 MCP servers (0 total versions) tracked on MCP Toplist.
Is w3-mcp-server-qdrant an official MCP server?
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?
w3-mcp-server-qdrant ships as a single rolling release with no explicit version metadata.
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.
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