Skill audit report

CS231n 2017 Summary Audit report.

After watching all the videos of the famous Standford's CS231n course that took place in 2017, i decided to take summary of the whole course to help me to remember and to anyone who would like to know about it. I've skipped some contents in some lectures as it wasn't important to me.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Aug 10, 2026Heuristic metadata audit
72
Audit
81
Trust
72
Quality
87
Security
20
Maintain
92
Install

OpenAgentSkill Trust Score

81
Strong shortlist

OpenAgentSkill Trust Score

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

GitHub adoption

PASS

86

1.6K GitHub stars

Stars/forks activity

PASS

83

1.6K stars, 456 forks; issue activity unavailable in current metadata

Recent maintenance

FAIL

22

7y since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

90

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 mbadry1/CS231n-2017-Summary

Install command safety

PASS

92

standard package or runtime install path

Permission surface

INFO

72

filesystem or document access, network or browser access

Repository evidence

PASS

86

https://github.com/mbadry1/CS231n-2017-Summary

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

9 Passed · 9 Needs review

Install path

92

PASS

npx skills add mbadry1/CS231n-2017-Summary

Repository

88

PASS

https://github.com/mbadry1/CS231n-2017-Summary

License

86

PASS

MIT

Maintenance

20

FIX

7y since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

90

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

72

CHECK

filesystem or document access, network or browser access

Stars/forks activity

83

PASS

1.6K stars, 456 forks; issue activity unavailable in current metadata

Adoption

88

PASS

1.6K GitHub stars

Financial decision safety

58

CHECK

Research-only use: do not treat output as financial advice or execute a position without human approval.

Warnings

  • Repository appears stale
  • Financial research output is not financial advice; require human review before any live investment decision
  • Repository looks stale
  • Financial research output is not financial advice; require human review before any live investment decision.
  • Quality score needs review
  • Recent maintenance: 7y since push

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.