ResearchClawBench: Evaluating AI Agents for Automated Research from Re-Discovery to New-Discovery

by InternScience · Codex Skill · ★ 276

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How to install ResearchClawBench

git clone https://github.com/InternScience/ResearchClawBench.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 61/100

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.

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.

agentaiai-agentai-scientistai4scienceauto-researchbenchmarkclaudeclaude-codeclawdbot

Quick Facts

Stars276
Forks27
LanguageJupyter Notebook
CategoryCodex Skill
LicenseMIT
Quality Score61/100
Open Issues1
Last Updated2026-10-28
Created2026-03-18
Platformsclaude-code, codex
Est. Tokens~24k

About ResearchClawBench

ResearchClawBench         Evaluating AI Agents for Automated Research from Re-Discovery to New-Discovery Quick Start Add Your Agent ResearchClawBench is a benchmark that measures

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How this security grade is produced

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:

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