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Set up and run an autonomous experiment loop for any optimization target. Gathers what to optimize, then starts the loop immediately. Use when asked to "run autoresearch", "optimize X in a loop", "set up autoresearch for X", or "start experiments".
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 -- 'pbdeuchler/llm-plugins (autoresearch-create)'
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- 'pbdeuchler/llm-plugins (autoresearch-create)' ~/.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
65 findings · 7.6s
v0.3.74
9 findings · 1.1s
v0.1.0
0 findings · 2.7s
v0.1.0
1 finding · 2.7s
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 · 0.2s
v2.3.8
No dependency manifest or lockfile was found in this artifact. What each scanner covers
0 findings · 0.1s
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 | Flagged58 | — | 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 75 findings across every scanner that examined this package.
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.
40 MANIFEST_MISSING_LICENSE
Files: /repo/plugins/tooling/skills/howto-ast-grep/SKILL.md, /repo/plugins/tooling/skills/howto-qmd/SKILL.md, /repo/plugins/tooling/skills/howto-uv/SKILL.md and 37 more · reported by cisco-skill-scanner
15 HIDDEN_DATA_FILE
Files: /repo/plugins/autoresearch/.codex-plugin/plugin.json, /repo/plugins/house-style/.codex-plugin/plugin.json, /repo/plugins/blank-slate-review/.codex-plugin/plugin.json and 5 more · reported by cisco-skill-scanner
9 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/plugins/autoresearch/SKILL.md, /repo/plugins/house-style/SKILL.md and 6 more · reported by cisco-skill-scanner
7 AAK-MARKETPLACE-001
Files: .claude-plugin/marketplace.json · reported by agent-audit-kit
2 AAK-HEALTHCARE-AI-004
Files: CHANGELOG.md, plugins/house-rules/README.md · reported by agent-audit-kit
1 MANIFEST_INVALID_NAME
Files: /repo/plugins/house-style/_docs/SKILL.md · reported by cisco-skill-scanner
1 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/plugins/autoresearch/agents/experiment-runner.md · reported by nerlo-install-instruction
High-severity findings in marketplace configuration
The artifact contains multiple high-severity findings related to its marketplace configuration, specifically within `.claude-plugin/marketplace.json`. These findings indicate potential issues with how the artifact interacts with external services or handles its own listing. Additionally, there are medium-severity findings concerning healthcare AI rules and low-severity findings regarding hidden data files.
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.