OpenAgentSkill
GitHub200+

Skill audit report

signal-discovery Audit report.

Discover missing AI provenance and watermark coverage in the remove-ai-watermarks library from fresh or historical corpora, then validate detection and removal parity. Use for corpus gap mining, periodic signal audits, new-provider discovery, or deciding whether old retained data must be replayed. Do not use for ordinary per-file identification or removal.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Oct 18, 2026Heuristic metadata audit
83
Audit
80
Trust
80
Quality
76
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

80
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

94

6.0K GitHub stars

Stars/forks activity

PASS

88

6.0K stars, 560 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

Pushed today

License clarity

PASS

86

Apache-2.0

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

64

command execution surface, network or browser surface

Install availability

PASS

92

npx skills add wiltodelta/remove-ai-watermarks --skill signal-discovery

Install command safety

PASS

92

standard package or runtime install path

Permission surface

WARN

48

shell or command execution, filesystem or document access

Repository evidence

PASS

86

https://github.com/wiltodelta/remove-ai-watermarks/tree/main/.claude/skills/signal-discovery

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

8 Passed · 9 Needs review

Install path

92

PASS

npx skills add wiltodelta/remove-ai-watermarks --skill signal-discovery

Repository

88

PASS

https://github.com/wiltodelta/remove-ai-watermarks/tree/main/.claude/skills/signal-discovery

License

86

PASS

Apache-2.0

Maintenance

100

PASS

Pushed today

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

64

CHECK

command execution surface, network or browser surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

48

FIX

shell or command execution, filesystem or document access

Stars/forks activity

88

PASS

6.0K stars, 560 forks; issue activity unavailable in current metadata

Adoption

88

PASS

6.0K GitHub stars

Warnings

  • Permission surface may require sandboxing
  • AI review approval is missing
  • Quality score needs review
  • Permission surface needs review: shell or command execution, filesystem or document access
  • Permission surface: shell or command execution, filesystem or document access
  • Review status: AI review approval is missing

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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