nature-reviewer-skills: Nature-style AI peer reviewer for scientific manuscripts. 我把Nature期刊审稿人蒸馏了

by GeoGeekLab · Codex Skill · ★ 51

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install nature-reviewer-skills

git clone https://github.com/GeoGeekLab/nature-reviewer-skills.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 70/100

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.

atmospheric-sciencechemistryclimate-ecologycodex-skillsearth-system-scienceengineeringhydrologymanuscript-reviewmaterials-sciencenature-journal

Quick Facts

Stars51
Forks4
LanguagePython
CategoryCodex Skill
LicenseMIT
Quality Score70/100
Open Issues1
Last Updated2026-10-25
Created2026-06-29
Platformscli, codex, python
Est. Tokens~16k

About nature-reviewer-skills

Nature Reviewer Skills Domain-aware scientific reviewer skills for stress-testing a manuscript before journal reviewers do. Nature Reviewer Skills helps researchers find the weaknesses that matter most in high-level peer review: unsupported claims, incomplete evidence chains, weak controls, invalid generalization, unresolved alternative explanations, uncertainty gaps, and conclusions that exceed...

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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:

View on GitHub → Browse Codex Skill tools