What problem does it solve? Most Agent Skills waste tokens on knowledge Claude already has, and many never get activated because of weak descriptions. This Skill provides a structured evaluation framework that measures a skill's knowledge delta, detects common design anti-patterns, and produces actionable improvement recommendations. ## Core Features & Use Cases - Eight-Dimension Scoring: Scores skills across 120 points covering knowledge delta, mindset transfer, anti-pattern quality, specification compliance, progressive disclosure, freedom calibration, pattern recognition, and practical usability. - Knowledge Classification: Labels every section as Expert, Activation, or Redundant to quantify how much content actually adds value beyond Claude's built-in knowledge. - Anti-Pattern Detection: Identifies nine common failure patterns such as The Tutorial, The Dump, The Orphan References, and The Invisible Skill. - Use Case: Before publishing a new SKILL.md, run an evaluation to receive a graded report (A-F) with critical issues and the top three prioritized improvements. ## Quick Start Evaluate the skill at skills/my-new-skill/SKILL.md and generate a full scoring report with improvement suggestions.