skill-judge

Evaluate AI skills across an 8-dimension rubric and return structured scores.

14|2|Updated Feb 18, 2026
One-click install
npx skills add https://github.com/opencodos/opencodos --skill skill-judge-opencodos
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skill-judge
Source: https://github.com/opencodos/opencodos/tree/main/skills/Skill%20Judge
Command: npx skills add https://github.com/opencodos/opencodos --skill skill-judge-opencodos

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps teams measure and improve the quality of AI agent skills by applying a structured evaluation rubric.

Core Features & Use Cases

  • 8-dimension rubric provides comprehensive evaluation across knowledge delta, mindset, anti-patterns, specification, progressive disclosure, freedom calibration, pattern recognition, and practical usability.
  • Actionable feedback delivers concrete recommendations to strengthen skills and address gaps.
  • Use Case: Review an existing skill and produce a graded assessment with strengths, gaps, and improvement plan.

Quick Start

Evaluate a target skill using the 8-dimension rubric and return a structured assessment.

Frequently Asked Questions about skill-judge

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

FAQPage Schema
What is an AI skill evaluation rubric used for?

An AI skill evaluation rubric is used to identify and quantify AI skill quality across eight dimensions, surfacing expert knowledge gaps. It provides structured scores and concrete recommendations to improve existing skills during review sessions.

How do I evaluate AI agent skills for quality and specification compliance?

To evaluate AI agent skills, apply a strict eight-dimension rubric covering specification compliance, anti-patterns, and practical usability. This returns a structured assessment with graded scores, strengths, gaps, and an improvement plan.

What dimensions should a decision framework assess when reviewing AI skills?

A decision framework for reviewing AI skills should assess knowledge delta, mindset, anti-patterns, specification compliance, progressive disclosure, freedom calibration, pattern recognition, and practical usability to ensure comprehensive quality measurement.

Can I use a quality assessment rubric to find expert knowledge gaps in product management skills?

Yes, you can use a quality assessment rubric to find expert knowledge gaps in product management skills. It identifies gaps across dimensions like mindset and pattern recognition, returning concrete recommendations to strengthen the skill.

How do I get actionable feedback for improving an existing AI skill?

To get actionable feedback for improving an existing AI skill, run it through an eight-dimension evaluation rubric. The process delivers concrete recommendations to address gaps and strengthen the skill for future use cycles.