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This skill should be used when the user wants to analyze AI workflow opportunities, run a workflow audit, find automation candidates, or says "where can AI help". Scans memory and conversation history, interviews the user about their work, then produces a prioritized opportunity report with structured workflow candidates ready for the Deconstruct step. This is Step 1 of the AI Workflow Framework.
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.
github_release: https://github.com/jamesgray-ai/handsonai-plugins, 0 findings
Claude Skills install to a single target, no runtime picker.
nerlo install -- 'jamesgray-ai/handsonai-plugins (analyze)'
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- 'jamesgray-ai/handsonai-plugins (analyze)' ~/.claude/skills/
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
5 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
59 findings · 9.9s
v0.3.74
2 findings · 1.3s
v0.1.0
0 findings · 3.4s
v0.1.0
0 findings · 3.4s
v0.1.0
0 findings · 10.7s
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
v0.71.0
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 · 0.2s
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 21, 2026 | Flagged74 | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source: completetrivy ·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 61 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.
1 Test or fixture file — The match is in a test or fixture. Our own check confirmed the file is not part of what gets installed.
Rules: MANIFEST_MISSING_LICENSE · Files: /repo/plugins/handsonai/skills/test/SKILL.md · reported by cisco-skill-scanner
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.
31 MANIFEST_MISSING_LICENSE
Files: /repo/plugins/handsonai/skills/indexing-registry/SKILL.md, /repo/plugins/handsonai/skills/run/SKILL.md, /repo/plugins/handsonai/skills/scaffolding-registry/SKILL.md and 28 more · reported by cisco-skill-scanner
14 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/plugins/SKILL.md, /repo/plugins/handsonai/SKILL.md and 11 more · reported by cisco-skill-scanner
6 DATA_EXFIL_JS_FS_ACCESS
Files: /repo/plugins/multi-agent-example/scripts/article-to-docx.js · reported by cisco-skill-scanner
6 TOOL_ABUSE_SYSTEM_PACKAGE_INSTALL
Files: /repo/plugins/multi-agent-example/hooks/publish-gate.sh, /repo/plugins/multi-agent-example/hooks/subagent-gate.sh · reported by cisco-skill-scanner
2 AAK-MARKETPLACE-001
Files: .claude-plugin/marketplace.json · reported by agent-audit-kit
1 MANIFEST_DESCRIPTION_TOO_LONG
Files: /repo/plugins/handsonai/agents/SKILL.md · reported by cisco-skill-scanner
Artifact has high-severity file system access and marketplace findings.
The artifact includes code that performs file system access operations within `/repo/plugins/multi-agent-example/scripts/article-to-docx.js`. It also contains high-severity issues related to marketplace configuration in `.claude-plugin/marketplace.json`. Additionally, the artifact includes capabilities for system package installation.
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.