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Trace an error to its root cause and fix it — systematically, not by guessing. Reproduces the failure, traces backward through the call stack to the original trigger, confirms one hypothesis at a time, applies a single root-cause fix (never a symptom patch), adds a regression test, and verifies by rerunning the original failing command. Produces .debug/<slug>/ROOT-CAUSE.md (the trace) plus the fix. Iron Law — no fix without a confirmed root cause. Standalone — no required project framework. Optionally uses context7 MCP for library-behavior questions.
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 -- 'duchm1606/swekit (debug)'
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- 'duchm1606/swekit (debug)' ~/.claude/skills/
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
3 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
73 findings · 12.7s
v0.3.74
4 findings · 1.9s
v0.1.0
12 findings · 4.4s
v1.4.0
None of the entry points this scanner reads were found in this artifact. What each scanner covers
0 findings · 0.5s
v0.1.0
No source files this scanner can analyze were found in this artifact. What each scanner covers
0 findings · 4.4s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.2s
v0.1.0
This scanner found nothing in this artifact that it assesses. What each scanner covers
0 findings · 1.2s
v0.71.0
No dependency manifest or lockfile was found in this artifact. What each scanner covers
0 findings · 0.5s
v2.3.8
No dependency manifest or lockfile was found in this artifact. What each scanner covers
0 findings · 0.2s
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 22, 2026 | Flagged34 | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral ·n/a: not applicablenerlo-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 89 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.
30 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: PIPELINE_TAINT_FLOW, opt.nerlo-rules.nerlo-install-pipe-to-shell, opt.nerlo-rules.nerlo-install-fetch-raw-then-run and 3 more · Files: /repo/harness/docs/stories/US-001-install-harness.md, /repo/harness/docs/stories/SKILL.md, /repo/harness/docs/SKILL.md and 6 more · reported by cisco-skill-scanner, nerlo-install-instruction
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.
23 MANIFEST_MISSING_LICENSE
Files: /repo/plugins/duck/skills/discuss/SKILL.md, /repo/plugins/duck/skills/simplify-code/SKILL.md, /repo/plugins/duck/skills/debug/SKILL.md and 20 more · reported by cisco-skill-scanner
16 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/harness/SKILL.md, /repo/plugins/duck/skills/discuss/workflows/SKILL.md and 13 more · reported by cisco-skill-scanner
8 PIPELINE_TAINT_FLOW
Files: /repo/harness/scripts/README.md, /repo/harness/scripts/SKILL.md · reported by cisco-skill-scanner
4 opt.nerlo-rules.nerlo-install-fetch-raw-then-run
Files: /repo/harness/scripts/README.md, /repo/harness/scripts/install-harness.sh · reported by nerlo-install-instruction
4 opt.nerlo-rules.nerlo-install-pipe-to-shell
Files: /repo/harness/scripts/README.md, /repo/harness/scripts/install-harness.sh · reported by nerlo-install-instruction
2 AAK-HEALTHCARE-AI-004
Files: plugins/duck/skills/debug/workflows/debug.md, plugins/duck/skills/debug/references/review-pattern.md
Artifact includes high-risk installation and skill definitions.
The artifact contains instructions that facilitate direct piping to a shell and execution of raw fetched content, which can lead to arbitrary code execution during installation. It also includes a skill definition that permits arbitrary shell command execution and a marketplace configuration that allows for external API calls. These capabilities present significant security considerations.
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.
1 AAK-MARKETPLACE-001
Files: .claude-plugin/marketplace.json · reported by agent-audit-kit
1 AAK-SKILL-005
Files: plugins/duck/skills/visual-explainer/SKILL.md · reported by agent-audit-kit