w3-mcp-server-qdrant
Rank #7726glama/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 #7726 of 58,900 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. w3-mcp-server-qdrant is listed on Glama, with 5 tracked versions. It was first listed on Mar 16, 2026 and most recently updated on Apr 1, 2026.
Ranks ahead of 51,174 of 58,900 servers on MCP Toplist.
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.
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
- 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 (5 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?
- MCP Toplist tracks 5 versions of w3-mcp-server-qdrant, 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.