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skill-auditor

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A comprehensive auditor for any agent skill — including Manus, OpenClaw/ClawHub, Claude, LobeHub, or custom SKILL.md-based skills. Use this skill whenever a user wants to evaluate, audit, review, score, or quality-check an agent skill before publishing, updating, or deploying. Covers two hard veto gates (structural redlines + research integrity redlines), static quality scoring across 25 criteria (ISO 25010 + OpenSSF + Agent), dynamic test input generation, multi-mode execution testing, multi-layer output evaluation with five specialized category rubrics (Evidence Insight / Protocol Design / Data Analysis / Academic Writing / Other), a Research Veto that applies to all four research categories, human eval viewer generation, actionable P0/P1/P2 optimization recommendations, and automatic skill improvement that outputs a polished, production-ready SKILL.md. Also use whenever a user says "audit my skill", "evaluate my skill", "improve my skill", or wants a corrected version after evaluation.

skill-auditor/SKILL.md

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# Skill Auditor

This skill provides a standardized, end-to-end process for auditing any agent skill — from structural integrity to live functional performance. It combines two independent veto gates, static analysis across 25 criteria, dynamic execution, five-category specialized scoring, and human review into a single coherent workflow.

## Audit Pipeline

```
Step 1 │ Skill Veto              → ❌ HARD GATE: Structural/security redlines — any FAIL = reject
Step 2 │ Basic Evaluation        → Static quality scoring (25 criteria, 100 pts, ISO 25010 + OpenSSF + Agent)
Step 3 │ Classification          → Route to one of 5 categories + detect execution mode
Step 4 │ Dynamic Input Gen       → Generate N test inputs scaled to complexity
Step 5 │ Execution Testing       → Run skill via correct execution mode
Step 6 │ Multi-Layer Evaluation  → Basic rubric + Specialized rubric (category-specific, /60) + Assertions
        │                           ❌ HARD GATE: Research Veto — any FAIL = reject (categories 1–4 only)
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