by papersgpt · MCP Server · ★ 2.7k
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git clone https://github.com/papersgpt/papersgpt-for-zotero.gitTaken from the project's README on GitHub. Check the security audit before running it.
None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →
The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.
| Stars | 2,693 |
| Forks | 97 |
| Language | JavaScript |
| Category | MCP Server |
| License | AGPL-3.0 |
| Quality Score | 64/100 |
| Open Issues | 77 |
| Last Updated | 2026-11-03 |
| Created | 2024-11-22 |
| Platforms | claude-code, gemini, mcp, node |
| Est. Tokens | ~15k |
PapersGPT: The Ultimate Zotero AI Plugin 🚀 Introducing PapersGPT AutoPilot (Zotero AI Agent) We are thrilled to release AutoPilot, a powerful automation tool that transforms PapersGPT into a fully autonomous research assistant. Say goodbye to manual skimming and hello to effortless literature review. 🛠️ How it Works Setup: Select your preferred LLM in PapersGPT.
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Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.
The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.
Sources & who's responsible: