skill-reviewer（技能评审员）

Skill Reviewer

Overview

skill-reviewer identifies specific, actionable improvements for Claude Code skills. While review-multi provides comprehensive scoring (1-5), skill-reviewer focuses on finding and documenting improvement opportunities.

Purpose: Improvement discovery for existing skills

Integration with review-multi:

• review-multi: Comprehensive scoring, production readiness
• skill-reviewer: Improvement hunting, enhancement focus
• Use together: review-multi scores, skill-reviewer improves

The 4 Review Operations:

1. Content Enhancement Review - Find content that could be clearer, more complete, better examples
2. Usability Improvement Review - Identify user experience enhancements
3. Integration Opportunity Review - Find integration and composition opportunities
4. Efficiency Improvement Review - Identify ways to make skill more efficient

When to Use

• Finding improvements for good skills (score 4-5 but could be better)
• Post-deployment enhancement planning
• Continuous improvement iterations
• User feedback incorporation
• Periodic skill refreshes

Operations

Operation 1: Content Enhancement Review

Focus: Better examples, clearer explanations, additional scenarios

Process:

1. Review examples - could any be more concrete/helpful?
2. Check explanations - any unclear sections?
3. Review scenarios - missing important use cases?
4. Check completeness - any gaps?

Output: List of content improvements with priorities

Operation 2: Usability Improvement Review

Focus: Easier to use, faster to learn, more effective

Process:

1. Test actual usage - where's friction?
2. Check learning curve - could it be easier?
3. Review navigation - could it be clearer?
4. Check Quick Reference - could it be more helpful?

Output: UX improvement opportunities

Operation 3: Integration Opportunity Review

Focus: Better integration with other skills, new composition possibilities

Process:

1. Review skill dependencies - could integration be smoother?
2. Check for workflow opportunities - could this compose with others?
3. Look for synergies - which skills work well together?
4. Identify gaps - what's missing for good integration?

Output: Integration enhancement opportunities

Operation 4: Efficiency Improvement Review

Focus: Faster to use, better automation, reduced effort

Process:

1. Check for automation opportunities
2. Review process efficiency - any unnecessary steps?
3. Look for shortcuts - quick paths for common cases?
4. Check token efficiency - context optimization possible?

Output: Efficiency improvement opportunities

Quick Reference

Use with: review-multi (scoring) + skill-reviewer (improvements) + skill-updater (apply changes)

skill-reviewer finds improvement opportunities to make good skills even better.