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Skill Judge is a specialized diagnostic tool designed to review, score, and improve SKILL.md files for AI coding agents. It utilizes a 120-point multi-dimensional framework to assess the 'Knowledge Delta'—ensuring skills provide high-value expert insights rather than redundant tutorials. By identifying anti-patterns and auditing activation descriptions, it helps developers eliminate token waste and refine agent thinking patterns for maximum performance.