skill-judge

Comprehensive framework for evaluating Agent Skill design quality against official specifications and best practices. Evaluate Agent Skills against official specifications and patterns derived from 17+ official examples. A Skill is NOT a tutorial. A Skill is a knowledge externalization mechanism . Traditional AI knowledge is locked in model parameters. To teach new capabilities: Skills change this: This is the paradigm shift from "training AI" to "educating AI" — like a hot-swappable LoRA adapter that requires no training. You edit a Markdown file in natural language, and the model's behavior changes. Good Skill = Expert-only Knowledge − What Claude Already Knows A Skill's value is measured by its knowledge delta — the gap between what it provides and what the model already knows.