Skill audit report

cf-aeo-check Audit report.

Post-publication AI-visibility check — re-probes target queries via web search, records whether the published piece is cited in Google AI Overviews, audits on-page extractability (definition block, dates, schema, structures) via web fetch, and appends every check to per-brand history so deltas are tracked over time. Triggers on \"/contentforge:cf-aeo-check\", \"is our article cited in AI Overviews\", \"did we earn AI citations\", \"check AEO for this URL\", \"why is a competitor cited instead of us\". Measures Google-observable signals only (no ChatGPT/Perplexity probing unless an AEO-tracking connector is present, and then labeled); closes the loop /contentforge:cf-brief opens and routes absent verdicts to /contentforge:content-refresh with evidence. Reports and records — it does not edit or republish the page.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Nov 6, 2026Heuristic metadata audit
71
Audit
65
Trust
58
Quality
74
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

65
Manual review

OpenAgentSkill Trust Score

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

WARN

48

28 GitHub stars

Stars/forks activity

WARN

43

28 stars, 5 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

3mo since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

64

credential or environment access, network or browser surface

Install availability

PASS

92

npx skills add indranilbanerjee/contentforge --skill cf-aeo-check

Install command safety

PASS

92

standard package or runtime install path

Permission surface

WARN

48

secrets or environment access, network or browser access

Repository evidence

PASS

86

https://github.com/indranilbanerjee/contentforge/tree/master/skills/cf-aeo-check

Review status

INFO

66

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

6 Passed · 14 Needs review

Install path

92

PASS

npx skills add indranilbanerjee/contentforge --skill cf-aeo-check

Repository

88

PASS

https://github.com/indranilbanerjee/contentforge/tree/master/skills/cf-aeo-check

License

86

PASS

MIT

Maintenance

88

PASS

3mo since push

AI review

55

CHECK

Assumes existence of other ContentForge skills (cf-brief, content-refresh, etc.) and a tracking backend; may not be fully functional standalone.

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

64

CHECK

credential or environment access, network or browser surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

48

FIX

secrets or environment access, network or browser access

Stars/forks activity

43

FIX

28 stars, 5 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

28 GitHub stars

Warnings

  • Permission surface may require sandboxing
  • Assumes existence of other ContentForge skills (cf-brief, content-refresh, etc.) and a tracking backend; may not be fully functional standalone.
  • Relies on web search and fetch tools that must be available in the agent environment.
  • Low GitHub adoption signal
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, network or browser access
  • GitHub adoption: 28 GitHub stars
  • Stars/forks activity: 28 stars, 5 forks; issue activity unavailable in current metadata
  • Permission surface: secrets or environment access, network or browser access

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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