Automatically improves AI skill definitions by analyzing usage patterns, success rates, and manual user edits.
The Skill Evolution Manager is a sophisticated optimization layer for OrchestKit that enables Claude Code skills to learn and adapt over time. By tracking manual edits and identifying recurring patterns in code generation—such as adding pagination, error handling, or specific type definitions—it suggests template improvements to increase future accuracy. It provides comprehensive version control, success rate analytics, and safe rollback capabilities to ensure your AI development environment becomes more efficient and reliable with every use.
主要功能
01Safe rollback mechanism to restore previous skill versions instantly
02Automated pattern recognition of user-applied edits and improvements
03Success rate tracking and health monitoring with performance drop alerts
0469 GitHub stars
05Comprehensive version history and snapshot management for every skill
06Interactive evolution workflow to review and apply suggested template updates
使用场景
01Standardizing API generation by automatically incorporating missing pagination or auth checks based on past edits
02Reverting a skill update that caused a significant drop in code generation success rates
03Monitoring the long-term performance and ROI of custom internal AI development skills
