Skill audit report

agent-introspection-debugging Audit report.

Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports. Use when an agent run fails and you need a reproducible diagnosis instead of a retry.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Oct 20, 2026Heuristic metadata audit
86
Audit
76
Trust
100
Quality
76
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

76
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

100

246K GitHub stars

Stars/forks activity

PASS

100

246K stars, 37K forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

2mo since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

84

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

72

credential or environment access

Install availability

PASS

92

npx skills add affaan-m/ECC --skill agent-introspection-debugging

Install command safety

PASS

92

standard package or runtime install path

Permission surface

FAIL

36

secrets or environment access, shell or command execution

Repository evidence

PASS

86

https://github.com/affaan-m/ECC/tree/main/.agents/skills/agent-introspection-debugging

Review status

INFO

74.38

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

8 Passed · 8 Needs review

Install path

92

PASS

npx skills add affaan-m/ECC --skill agent-introspection-debugging

Repository

88

PASS

https://github.com/affaan-m/ECC/tree/main/.agents/skills/agent-introspection-debugging

License

86

PASS

MIT

Maintenance

88

PASS

2mo since push

AI review

55

CHECK

SKILL.md appears to have an incomplete trailing section beginning with 'Integration with '; if this is not an excerpt artifact, the document is unfinished.

README/SKILL.md completeness

84

PASS

Usable description available

Dependency risk

72

CHECK

credential or environment access

Install command safety

92

PASS

standard package or runtime install path

Permission surface

36

FIX

secrets or environment access, shell or command execution

Stars/forks activity

100

PASS

246K stars, 37K forks; issue activity unavailable in current metadata

Adoption

88

PASS

246K GitHub stars

Warnings

  • Permission surface may require sandboxing
  • SKILL.md appears to have an incomplete trailing section beginning with 'Integration with '; if this is not an excerpt artifact, the document is unfinished.
  • No explicit setup or environment requirements section is provided, though the skill implies access to filesystem, git, and tool-call logs.
  • Permission surface needs review: secrets or environment access, shell or command execution
  • Permission surface: secrets or environment access, shell or command execution

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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