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This skill should be used when reviewing or auditing AI-generated code for common failure patterns. Applies a systematic checklist covering hallucinated APIs, phantom dependencies, OWASP security vulnerabilities, control-flow omissions, logic errors, and agentic AI risks. Triggers on "scrutinize AI code", "check for hallucinated APIs", "OWASP review", "audit generated code", "review code for AI-specific bugs", "security checklist on generated code".
Claude Skills are markdown + scripts loaded into Claude Code; scanned with the same pipeline.
We found this by crawling public sources and nobody has attested to it. That is how most of the registry gets here, and it is not a mark against the artifact — it only means no authenticated act of publication is on record. An artifact can be the vendor's own and still appear here.
Claude Skills install to a single target, no runtime picker.
nerlo install -- 'ataraksea/mg-plugins (ai-code-scrutiny)'
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- 'ataraksea/mg-plugins (ai-code-scrutiny)' ~/.claude/skills/
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
4 of 11 scanners examined this package. The rest do not apply to it — language, ecosystem and packaging decide which analyzers can say anything, and a scanner that cannot examine an artifact reports nothing rather than passing it.
v2.0.11
Timed out
0 findings · 300.0s
v0.3.74
13 findings · 40.8s
v0.1.0
0 findings · 11.5s
v0.1.0
0 findings · 11.5s
v1.4.0
None of the entry points this scanner reads were found in this artifact. What each scanner covers
0 findings · 0.3s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.3s
v0.1.0
This scanner found nothing in this artifact that it assesses. What each scanner covers
0 findings · 1.0s
No report in this scan: govulncheck, osv-scanner, trivy, trivy_image.
1 scan on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Aug 20, 2026 | Scan Halted | — | agentshield ·n/a: not applicablecisco-skill-scanner ·!: timeoutagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source ·n/a: not applicable | rejected |
Findings in files this artifact installs stand as reported; a model re-read the rest and said which ones it believes are false positives. This is a second opinion published beside the evidence, not a correction to it: the per-scanner reports above are unchanged, every dismissed finding is still listed there at its original severity, and the score and the Flagged badge are computed from those raw severities alone. Nothing below moved them.
Out of 13 findings across every scanner that examined this package.
Not reviewed is not the same as clean. Those 5 findings stand exactly as their scanners reported them, at full severity, as they would have without this review.
Two keys had to turn. The model had to name a reason from a fixed list of six, and a deterministic check of ours — over which files this artifact actually installs — had to independently agree. Anything it could not corroborate is in “not reviewed” above, at full severity.
2 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: AAK-HEALTHCARE-AI-004 · Files: plugins/kdoc/docs/superpowers/plans/2026-03-18-kdoc-plan-3-core-content.md, plugins/kdoc/docs/superpowers/plans/2026-03-18-kdoc-plan-4a-pack-nextjs.md · reported by agent-audit-kit
The model could have called any of these a false positive and did not.
2 AAK-LEGAL-002
Files: plugins/kdoc/cli/package.json, plugins/kdoc/core/governance-runtime/package.json · reported by agent-audit-kit
2 AAK-MCP-ATTEST-001
Files: plugins/codegraph/mcp/mcp.json, plugins/kdoc/mcp/mcp.json · reported by agent-audit-kit
1 AAK-MCP-006
Files: plugins/codegraph/mcp/mcp.json · reported by agent-audit-kit
1 AAK-MCP-STDIO-LAUNCHER-INJECT-001
Files: plugins/kdoc/mcp/mcp.json · reported by agent-audit-kit
5 The model called these false positives and our own check did not agree, so the dismissal was refused.
Rules: AAK-MARKETPLACE-001 · Files: .claude-plugin/marketplace.json · reported by agent-audit-kit
Critical finding in governance script, high risk in CLI commands.
A critical finding in `/repo/plugins/kdoc/core/scripts/governance_health.py` warrants immediate attention. This artifact also contains a high severity finding indicating potential for shell execution or process injection within `plugins/kdoc/mcp/mcp.json`. Additionally, numerous high severity findings from `bearer` are present across CLI command files in `/repo/plugins/codegraph/dist/cli/commands/`, suggesting potential for sensitive operations.
Concern level assessed by the review: Critical. This is the review's scale, not the registry badge.
Showing 6 of 6; the rest are in the per-scanner reports above.
Reviewed by gemini-2.5-flash. The model sees the findings, not your code, and cannot change a score.