Quality Audit Skill

Stratified quality sampling and statistical validation for LLM extraction results. Works with any project - not tied to specific extraction tasks.

Key Features

1. Stratified Sampling: Sample by any dimension (framework, source, confidence)
2. Statistical Rigor: Chi-square tests, 95% confidence intervals
3. Generic Interface: Works with any JSON/JSONL extraction results
4. UltraThink Mode: High-token reasoning for difficult edge cases
5. Quality Gates: Configurable thresholds for pass/fail

Quick Start

cd /path/to/agent-skills/skills/quality-audit