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Run the AI fluency analysis — score your own AI collaboration skill against Anthropic's 4D framework from local Claude Code transcripts. Use for "run the fluency analysis", "score my AI skill", "how good am I at using AI", "what should I improve", "how often should I re-analyse", "analyse my sessions", "give me a report", "generate my certificate", "export as HTML", "update the fluency skill", "am I on the latest version", "/run-ai-fluency". Scores locally with no API call or billing; only the update command uses the network.
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.
2 critical findings reported by cisco-skill-scanner. The composite score alone does not reflect this — read the per-scanner reports below.
Claude Skills install to a single target, no runtime picker.
nerlo install -- 'aisyaturridha-coder/ai-fluency-marketplace (run-ai-fluency)'
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- 'aisyaturridha-coder/ai-fluency-marketplace (run-ai-fluency)' ~/.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
12 findings · 9.7s
v0.3.74
1 finding · 3.2s
v0.1.0
0 findings · 5.4s
v0.1.0
2 findings · 5.4s
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 · 1.1s
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 21, 2026 | Scan Halted | — | 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 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 15 findings across every scanner that examined this package. None of the 2 findings rated critical by their scanner were dismissed.
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.
4 DATA_EXFIL_NETWORK_REQUESTS
Files: /repo/plugins/ai-fluency/skills/run-ai-fluency/driver.py · reported by cisco-skill-scanner
2 COMMAND_INJECTION_EVAL
Files: /repo/plugins/ai-fluency/skills/run-ai-fluency/driver.py · reported by cisco-skill-scanner
2 MANIFEST_MISSING_LICENSE
Files: /repo/plugins/ai-fluency/skills/run-ai-fluency/SKILL.md, /repo/SKILL.md · reported by cisco-skill-scanner
2 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/plugins/ai-fluency/skills/run-ai-fluency/smoke.py · reported by nerlo-install-instruction
2 TOOL_ABUSE_UNDECLARED_NETWORK
Files: /repo/plugins/ai-fluency/skills/run-ai-fluency/repo/plugins/ai-fluency/skills/run-ai-fluency/SKILL.md, /repo/repo/README.md · reported by cisco-skill-scanner
1 AAK-MARKETPLACE-001
Files: .claude-plugin/marketplace.json · reported by agent-audit-kit
1 SOCIAL_ENG_ANTHROPIC_IMPERSONATION
Files: /repo/plugins/ai-fluency/skills/run-ai-fluency/SKILL.md · reported by cisco-skill-scanner
1 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md · reported by cisco-skill-scanner
Critical command injection and network egress capabilities identified.
The artifact contains critical command injection vulnerabilities in `/repo/plugins/ai-fluency/skills/run-ai-fluency/driver.py`, allowing for arbitrary shell execution. It also exhibits high-severity issues related to undeclared network requests and data exfiltration, indicating potential for network egress. Additionally, the artifact's marketplace manifest has a high-severity finding, suggesting potential issues with its declared capabilities or metadata.
Concern level assessed by the review: Critical. 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.