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.

→ famtong8-dev/w3-mcp-server-qdrant · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 1 concrete improvement we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

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[![M8ven Score](https://m8ven.ai/badge/mcp/famtong8-dev-w3-mcp-server-qdrant-c3rwv4)](https://m8ven.ai/mcp/famtong8-dev-w3-mcp-server-qdrant-c3rwv4)

commit: 06b9b43f918b806af49350e207377349b7ddd328

code hash: 3c1fbca43a2af051f50e309412ff7d0702c891fbd7f7b98ffc908dc2dec1f054

verified: 6/15/2026, 2:12:39 PM

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