Hybrid RAG Project MCP Server

Enables Claude to perform hybrid search across local documents by combining semantic vector retrieval and BM25 keyword matching for optimal context recovery. It supports multiple file formats including PDF, CSV, and Markdown, leveraging local Ollama models for private and efficient document querying.

→ gwyer/hybrid-rag-project · listed on glama

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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.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configOLLAMA_DEBUG

// 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 3 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/gwyer-hybrid-rag-project-tp929o)](https://m8ven.ai/mcp/gwyer-hybrid-rag-project-tp929o)

commit: 23b2d6b1a5b60fed58f4f8c6f827f83af347aab2

code hash: 3c21f822caf8bc9ba8a420db78c6a92bc27cbdad0b53cc3797e1bc4370645a81

verified: 6/17/2026, 12:11:53 PM

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