scholar-mcp

Item: scholar-mcp
Rating: 41
Author: M8ven

MCP server for local semantic retrieval over a library of ebooks, using pplx-embed-context-v1 embeddings stored in Qdrant, enabling an LLM agent like Gemma 4 to search and retrieve relevant passages for answering questions.

→ unlomtrois/little-librarian · 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.

// 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 2 concrete improvements 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/unlomtrois-little-librarian-pzh7kl)](https://m8ven.ai/mcp/unlomtrois-little-librarian-pzh7kl)

commit: 72f47419105a73d9292b81c6ecc773bc0f583ea3

code hash: 8b287307d2a4ba0069e69b630b38723942a0650dc55609570b6212bd1486609d

verified: 6/10/2026, 10:37:30 AM

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