Skill audit report

article-study Audit report.

带用户精读一篇文章/文档并真正学透(不是出摘要)。五步:抽干货 → 切讲次 → 每讲跑「学-考-讲」循环 → 对号入座 → 实操+测验+讲错题+蒸馏。每讲产出 HTML 课件 + 笔记落盘;讲完必考一次,用户复述后必须挑不精确处拧紧;抽象概念上可交互演示(能点能跑);全程用用户自己的业务场景当案例;学完出多题型自动判分测验卷,最后把收获蒸馏回用户的工具。核心触发条件是用户要的是"学会"而不是"要一份结果",例如"我们一起学这篇文章/这个链接"、"带我学"、"精读"、"我想学会 X"、"这篇我看不懂你给我讲讲"。有具体材料(链接、本地文件、PDF,或用户自己的 skill/文档/代码)时直接开跑;只有学习意图而没材料时仍走本 skill,但开工第一件事是和用户一起把材料定下来,禁止凭记忆开讲。不适用于:只要一份总结/摘要/教程长文,用户读完就完、不需要答题(用 readable-output)、只是搜集资料做调研(使用可用的网页/平台取材工具)、帮我写 PRD/测试用例(用 prd-test-writer)、以及用户其实是想让你直接把活干了(那就直接做)。

REVIEWED · REVIEWSafe to tryGenerated Nov 7, 2026Heuristic metadata audit
83
Audit
82
Trust
73
Quality
88
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

82
Strong shortlist

OpenAgentSkill Trust Score

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

INFO

76

753 GitHub stars

Stars/forks activity

INFO

71

753 stars, 107 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

3mo since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

90

no major dependency risk hints in public metadata

Install availability

PASS

92

npx skills add yunshu0909/yunshu_skillshub --skill article-study

Install command safety

PASS

92

standard package or runtime install path

Permission surface

PASS

86

filesystem or document access

Repository evidence

PASS

86

https://github.com/yunshu0909/yunshu_skillshub/tree/master/article-study

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

10 Passed · 2 Needs review

Install path

92

PASS

npx skills add yunshu0909/yunshu_skillshub --skill article-study

Repository

88

PASS

https://github.com/yunshu0909/yunshu_skillshub/tree/master/article-study

License

86

PASS

MIT

Maintenance

88

PASS

3mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

90

PASS

no major dependency risk hints in public metadata

Install command safety

92

PASS

standard package or runtime install path

Permission surface

86

PASS

filesystem or document access

Stars/forks activity

71

CHECK

753 stars, 107 forks; issue activity unavailable in current metadata

Adoption

88

PASS

753 GitHub stars

Warnings

  • Quality score needs review

Method

This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.

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