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LLM/生成モデルが関わるテストを2局面(テストを書く道具としてのAI活用、製品に組み込まれた非決定的出力そのものの検証)で扱う。 test-catalog の手法カタログの一部。AI/LLM 支援テスト生成(観点出し、偽陽性/偽陰性対策)、 非決定的出力システムのテスト(階層化品質設計、入口/中央/出口層、スキーマ強制、メタモルフィック、複数サンプリング合意) を検証したい、または割り当てたいときに使う。通常は test-catalog スキルの索引経由で 手法が選定された後にこのスキルを直接参照する。
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 agent-audit-kit. 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 -- ai-nondeterministic
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- ai-nondeterministic ~/.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
92 findings · 15.1s
v0.3.26
3 findings · 2.3s
v0.1.0
0 findings · 7.2s
v0.1.0
3 findings · 7.2s
v1.4.0
None of the entry points this scanner reads were found in this artifact. What each scanner covers
0 findings · 0.4s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.3s
No report in this scan: govulncheck, osv-scanner, trivy, trivy_image, nerlo-multi-source.
1 scan on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Aug 13, 2026 | Scan Halted | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·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.
This review has not run for this scan yet. It runs once per scan, in the background, and is kept; it appears here when it has. Until then all 98 findings above stand exactly as their scanners reported them, at full severity.