qdrant-llamaindex-mcp-server

An MCP server for querying and managing LlamaIndex documents stored in Qdrant vector databases, with automatic embedding model detection and extensive tools for search, retrieval, and collection management.

→ azhang/qdrant-llamaindex-mcp-server · 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/azhang-qdrant-llamaindex-mcp-server-1d67a2)](https://m8ven.ai/mcp/azhang-qdrant-llamaindex-mcp-server-1d67a2)

commit: cddeebdba8c8be97cfeb41f454c43822136d8b47

code hash: 759b005315c1dda8c19764d22d4795846ef21232228612638220317d45edd7d0

verified: 6/15/2026, 1:00:52 PM

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