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Use whenever the user wants to analyze or understand what happened in an Inspect AI eval, sample, or set of logs. Routes to the right tool (`inspect_ai.log` for single-log work, `inspect_ai.analysis` for cross-log dataframes, Inspect Scout for transcript pattern detection) and covers the `inspect_ai.analysis` surface for ad-hoc analysis. Triggers on questions like "what happened in this eval/sample", "how did model X compare to Y", "show me outliers across these runs", "did any sample do X", or any follow-up where the user is analyzing logs (not just reading them).
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 -- 'meridianlabs-ai/inspect-skills (analyzing-logs)'
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- 'meridianlabs-ai/inspect-skills (analyzing-logs)' ~/.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
11 findings · 8.1s
v0.3.74
13 findings · 0.8s
v0.1.0
0 findings · 3.5s
v0.1.0
1 finding · 3.5s
v1.4.0
None of the entry points this scanner reads were found in this artifact. What each scanner covers
0 findings · 0.2s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.1s
v0.1.0
This scanner found nothing in this artifact that it assesses. What each scanner covers
0 findings · 0.9s
v0.71.0
No dependency manifest or lockfile was found in this artifact. What each scanner covers
0 findings · 0.3s
v2.3.8
No dependency manifest or lockfile was found in this artifact. What each scanner covers
0 findings · 0.3s
v0.71.0
No container image was published for this artifact. What each scanner covers
0 findings · 0.0s
vv1.6.0
No Go modules were found in this artifact. What each scanner covers
0 findings · 0.1s
1 scan on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Aug 21, 2026 | Flagged73 | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source ·n/a: not applicabletrivy ·n/a: not applicableosv-scanner ·n/a: not applicabletrivy_image ·n/a: not applicablegovulncheck ·n/a: not applicable | completed |
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 25 findings across every scanner that examined this package.
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 CI or editor configuration — The match is in build, CI or editor configuration, confirmed by our own check to be outside the installed artifact.
Rules: AAK-GHA-IMMUTABLE-001 · Files: .github/workflows/release-please.yml, .github/workflows/pr-title-lint.yml · reported by agent-audit-kit
These findings are in files this artifact installs and are not placeholder values. No false-positive basis can be corroborated for such a finding, so this review never dismisses one; they were not sent to the model and stand at their scanner's severity.
7 AAK-MCP-007
Files: plugins/inspect-skills/.mcp.json · reported by agent-audit-kit
5 MANIFEST_MISSING_LICENSE
Files: /repo/plugins/inspect-skills/skills/babysitting-evals/SKILL.md, /repo/plugins/inspect-skills/skills/reading-logs/SKILL.md, /repo/plugins/inspect-skills/skills/map-inspect-packages/SKILL.md and 2 more · reported by cisco-skill-scanner
3 HIDDEN_DATA_FILE
Files: /repo/.agents/plugins/marketplace.json, /repo/.release-please-manifest.json, /repo/plugins/inspect-skills/.codex-plugin/plugin.json · reported by cisco-skill-scanner
2 AAK-MARKETPLACE-001
Files: .claude-plugin/marketplace.json, .agents/plugins/marketplace.json · reported by agent-audit-kit
2 PIPELINE_TAINT_FLOW
Files: /repo/README.md, /repo/SKILL.md · reported by cisco-skill-scanner
1 AAK-MCP-005
Files: plugins/inspect-skills/.mcp.json · reported by agent-audit-kit
1 AAK-MCP-ATTEST-001
Artifact installation involves direct shell execution and marketplace interaction risks.
The artifact's installation instructions in `/repo/README.md` include piping directly to a shell, which permits arbitrary code execution during setup. Additionally, the artifact interacts with a marketplace via configuration files like `.agents/plugins/marketplace.json` and `.claude-plugin/marketplace.json`, which could involve network egress or data exchange. Other findings indicate potential for credential access and file writes within the installed code.
Concern level assessed by the review: High. This is the review's scale, not the registry badge.
Reviewed by gemini-2.5-flash. The model sees the findings, not your code, and cannot change a score.
Files: plugins/inspect-skills/.mcp.json · reported by agent-audit-kit
1 opt.nerlo-rules.nerlo-install-pipe-to-shell
Files: /repo/README.md · reported by nerlo-install-instruction
1 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md · reported by cisco-skill-scanner