ai-papers-mcp

Item: ai-papers-mcp
Rating: 54
Author: M8ven

Enables searching and reading of AI/ML papers from conference proceedings and arxiv, with tools for full-text search, table of contents, and content grep.

→ elpaca/ai_papers_helper · listed on glama

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// key findings

⚠️

Tool annotations don’t match behaviour

1 read-only tool performs write/delete/exec — grep_paper_content (line 340: result = subprocess.run()

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

// required environment variables

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

configARXIV_BACKEND— web arxiv backend: web (scraping) or api (Atom API).

configARXIV_MIN_INTERVAL— 10.0 Minimum seconds between arxiv API calls (rate limiting).

// 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 4 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/elpaca-ai-papers-helper-14ise8)](https://m8ven.ai/mcp/elpaca-ai-papers-helper-14ise8)

commit: f442148e8206f209d91cd7ded28018e425f9777d

code hash: 0a787cdac699d66ebdd5c9b4e4c76da923988a792137750ea121e85f5f1ee73f

verified: 7/30/2026, 7:58:34 PM

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