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
OpenAgentSkill Trust Score
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
INFO62
123 GitHub stars
Stars/forks activity
WARN57
123 stars, 20 forks; issue activity unavailable in current metadata
Recent maintenance
INFO76
5mo since push
License clarity
WARN42
Unknown
README/SKILL.md completeness
PASS90
Metadata includes enough usage and workflow context
Dependency/runtime risk
PASS90
no major dependency risk hints in public metadata
Install availability
PASS92
npx skills add VIPL-Audio-Visual-Speech-Understanding/LRW1000--CAS-VSR-W1k
Install command safety
PASS92
standard package or runtime install path
Permission surface
PASS86
filesystem or document access
Repository evidence
PASS86
https://github.com/VIPL-Audio-Visual-Speech-Understanding/LRW1000--CAS-VSR-W1k
Review status
PASS88
AI review data available
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install and adoption review
Install path
92
npx skills add VIPL-Audio-Visual-Speech-Understanding/LRW1000--CAS-VSR-W1k
Repository
88
https://github.com/VIPL-Audio-Visual-Speech-Understanding/LRW1000--CAS-VSR-W1k
License
45
Unknown
Maintenance
76
5mo since push
AI review
88
Approved with no listed issues
README/SKILL.md completeness
90
Usable description available
Dependency risk
90
no major dependency risk hints in public metadata
Install command safety
92
standard package or runtime install path
Permission surface
86
filesystem or document access
Stars/forks activity
57
123 stars, 20 forks; issue activity unavailable in current metadata
Adoption
68
123 GitHub stars
Financial decision safety
58
Research-only use: do not treat output as financial advice or execute a position without human approval.
Warnings
- License is unclear
- Financial research output is not financial advice; require human review before any live investment decision
- Financial research output is not financial advice; require human review before any live investment decision.
- 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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