skill-judge

Evaluates Agent Skill quality against official specifications using eight scored dimensions.

Updated Jun 2, 2026
One-click install
npx skills add https://github.com/lfuuu/claude-rules --skill skill-judge-lfuuu
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skill-judge
Source: https://github.com/lfuuu/claude-rules/tree/main/global-skills/skill-judge
Command: npx skills add https://github.com/lfuuu/claude-rules --skill skill-judge-lfuuu

SYSTEM DOCUMENTATION & REQUIREMENTS

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.

Frequently Asked Questions about skill-judge

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate the quality of a SKILL.md file?

Run an evaluation that scores the skill across eight dimensions totaling 120 points, including knowledge delta, specification compliance, and progressive disclosure. The output is a graded report (A through F) with critical issues and prioritized improvements.

What makes a good skill description for agent activation?

A good description answers three questions: what the skill does, when it should be used, and which keywords trigger it. Agents only see descriptions before deciding to load a skill, so vague descriptions mean the skill never activates.

What is knowledge delta in skill design?

Knowledge delta is the gap between what a skill provides and what the model already knows. Content is classified as Expert (keep), Activation (keep if brief), or Redundant (delete), and good skills contain over 70 percent Expert content.

How long should a SKILL.md file be?

SKILL.md should stay under 500 lines, ideally under 300. Heavy content belongs in references files loaded on demand through explicit triggers embedded in the workflow, with Do NOT Load notes to prevent over-loading.

What are common skill design anti-patterns?

Nine patterns are detected, including The Tutorial (explaining basics Claude knows), The Dump (800+ line files), The Orphan References (files never loaded), and The Invisible Skill (great content but weak description).

Does skill-judge require external tools or dependencies?

No external dependencies are required. The evaluation is self-contained and only needs read and write capabilities to inspect skill files and generate the structured evaluation report.