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Skill audit report

Reconstruction Alignment audit report.

[ICLR 2026] Official repo of paper "Reconstruction Alignment Improves Unified Multimodal Models". Unlocking the Massive Zero-shot Potential in Unified Multimodal Models through Self-supervised Learning.

REVIEWED · REVIEWSafe to tryGenerated Jul 3, 2026Heuristic metadata audit
84
Audit
80
Trust
80
Quality
88
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

80
Strong shortlist

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

406 GitHub stars

Stars/forks activity

WARN

57

406 stars, 17 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

1mo since push

License clarity

PASS

86

Apache-2.0

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 HorizonWind2004/reconstruction-alignment

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/HorizonWind2004/reconstruction-alignment

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 · 3 review

Install path

92

PASS

npx skills add HorizonWind2004/reconstruction-alignment

Repository

88

PASS

https://github.com/HorizonWind2004/reconstruction-alignment

License

86

PASS

Apache-2.0

Maintenance

88

PASS

1mo 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

86

PASS

filesystem or document access

Stars/forks activity

57

FIX

406 stars, 17 forks; issue activity unavailable in current metadata

Adoption

68

INFO

406 GitHub stars

Warnings

  • Quality score needs review
  • Stars/forks activity: 406 stars, 17 forks; issue activity unavailable in current metadata

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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