Skill audit report

recommender-system Audit report.

推荐系统(Recommender System)—— 基于内容的推荐 / 协同过滤,纯 NumPy 实现。 当用户提到"推荐系统"、"recommender system"、"协同过滤"、"collaborative filtering"、 "内容推荐"、"content-based filtering"、"推荐算法"、"评分预测"、"帮我推荐"、 "电影推荐"、"商品推荐"、"recommendation system"、"推荐引擎"、"基于内容的推荐"、 "基于协同过滤"、"预测评分"、"推荐电影"、"推荐商品"、"similar items"、"相似物品"、 "找出相似"等类似场景时触发。 适用于任何"有用户-物品评分数据,想预测缺失评分或推荐物品"的需求。 不要手动写代码——必须调用此技能来统一处理。

REVIEWED · REVIEWNeeds reviewGenerated Nov 6, 2026Heuristic metadata audit
76
Audit
76
Trust
56
Quality
80
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

76
Strong shortlist

OpenAgentSkill Trust Score

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

GitHub adoption

WARN

48

30 GitHub stars

Stars/forks activity

WARN

43

30 stars, 2 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

18d since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

INFO

76

Public metadata needs stronger README/SKILL.md context

Dependency/runtime risk

PASS

90

no major dependency risk hints in public metadata

Install availability

PASS

92

npx skills add muralidharsoth-tech/andrew-ng-ml-claude-skills --skill recommender-system

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/muralidharsoth-tech/andrew-ng-ml-claude-skills/tree/master/skills/recommender-system

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

8 Passed · 9 Needs review

Install path

92

PASS

npx skills add muralidharsoth-tech/andrew-ng-ml-claude-skills --skill recommender-system

Repository

88

PASS

https://github.com/muralidharsoth-tech/andrew-ng-ml-claude-skills/tree/master/skills/recommender-system

License

86

PASS

MIT

Maintenance

100

PASS

18d since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

84

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

43

FIX

30 stars, 2 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

30 GitHub stars

Warnings

  • Low GitHub adoption signal
  • AI review approval is missing
  • Quality score needs review
  • GitHub adoption: 30 GitHub stars
  • Stars/forks activity: 30 stars, 2 forks; issue activity unavailable in current metadata
  • Review status: AI review approval is missing

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.