Skill audit report

Binary Human Pose Estimation audit report.

This code implements a demo of the Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources paper by Adrian Bulat and Georgios Tzimiropoulos.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Jul 3, 2026Heuristic metadata audit
60
Audit
69
Trust
44
Quality
80
Security
20
Maintain
92
Install

OpenAgentSkill Trust Score

69
Manual review

Stars, maintenance, license, docs, install safety, permission surface, and installability.

The Trust Score is OpenAgentSkill's adoption layer. It is designed to help an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

INFO

62

214 GitHub stars

Stars/forks activity

INFO

62

214 stars, 68 forks; issue activity unavailable in current metadata

Recent maintenance

FAIL

22

5y since push

License clarity

WARN

42

Unknown

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 1adrianb/binary-human-pose-estimation

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/1adrianb/binary-human-pose-estimation

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

6 passed · 10 review

Install path

92

PASS

npx skills add 1adrianb/binary-human-pose-estimation

Repository

88

PASS

https://github.com/1adrianb/binary-human-pose-estimation

License

45

CHECK

Unknown

Maintenance

20

FIX

5y 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

62

CHECK

214 stars, 68 forks; issue activity unavailable in current metadata

Adoption

68

INFO

214 GitHub stars

Warnings

  • License is unclear
  • Repository appears stale
  • Repository looks stale
  • Quality score needs review
  • Recent maintenance: 5y since push
  • License clarity: Unknown

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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