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Skill audit report

LRW1000 CAS VSR W1k audit report.

DenseNet3D Model In "LRW-1000: A Naturally-Distributed Large-Scale Benchmark for Lip Reading in the Wild", https://arxiv.org/abs/1810.06990

REVIEWED · REVIEWNeeds reviewGenerated Jul 4, 2026Heuristic metadata audit
75
Audit
75
Trust
63
Quality
81
Security
76
Maintain
92
Install

OpenAgentSkill Trust Score

75
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

123 GitHub stars

Stars/forks activity

WARN

57

123 stars, 20 forks; issue activity unavailable in current metadata

Recent maintenance

INFO

76

4mo 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 VIPL-Audio-Visual-Speech-Understanding/LRW1000--CAS-VSR-W1k

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/VIPL-Audio-Visual-Speech-Understanding/LRW1000--CAS-VSR-W1k

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

7 passed · 7 review

Install path

92

PASS

npx skills add VIPL-Audio-Visual-Speech-Understanding/LRW1000--CAS-VSR-W1k

Repository

88

PASS

https://github.com/VIPL-Audio-Visual-Speech-Understanding/LRW1000--CAS-VSR-W1k

License

45

CHECK

Unknown

Maintenance

76

CHECK

4mo 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

123 stars, 20 forks; issue activity unavailable in current metadata

Adoption

68

INFO

123 GitHub stars

Warnings

  • License is unclear
  • Quality score needs review
  • Stars/forks activity: 123 stars, 20 forks; issue activity unavailable in current metadata
  • 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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