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5 days ago
glama

RAG Document Server

A deterministic MCP server for document processing and retrieval that enables AI agents to process, chunk, and vector-search documents without an LLM.

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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.
🔐
You'll be asked for 2 credentials: GOOGLE_API_KEY, OPENAI_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
🔐 secretGOOGLE_API_KEYNote: No is needed for the server — it contains no LLM.
🔐 secretOPENAI_API_KEYcp .env.example .env # add your GOOGLE_API_KEY or
configGPU_CONCURRENCY=2 # max concurrent FAISS build/retrieval ops (default: 2)
configMCP_RATE_LIMIT_RPM=60 # requests per minute per user (default: 60)
configMCP_REQUEST_TIMEOUT=300 # seconds per tool call (default: 300)
// 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 5 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/vamshi9415-docrag-mcp-1jwuiy)](https://m8ven.ai/mcp/vamshi9415-docrag-mcp-1jwuiy)
commit: 23371ea8efef0f052f92482e9a5ca192dc752ad1
code hash: ed230f8fcf981d3152bb73d950967be0dc5fbfa78cc7cdab84e2600bc0ac4530
verified: 6/22/2026, 12:41:50 PM
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