How does the skill detect evolution patterns?

The system monitors 'PostTool Edit' events, identifying recurring manual additions such as pagination, rate limiting, or specific type definitions that the user frequently adds to Claude's output.

What happens if a skill update performs poorly?

The system monitors success rates and will trigger a health warning if performance drops by more than 20%, allowing you to immediately restore a previous version via the rollback command.

Is the evolution process fully automated?

No. While the system identifies patterns and generates suggestions, changes to skill templates require interactive human approval through the /ork:skill-evolution evolve command.

Can I see a history of all changes made to a skill?

Yes, the history subcommand provides a detailed log of version changes, including the date, success metrics, and a changelog for every modification.

Skill Evolution Manager

Name: Skill Evolution Manager
Author: yonatangross

byyonatangross

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Analytics & Monitoring

Optimizes AI skill definitions by analyzing usage patterns and automatically suggesting improvements based on real-world user edits.

Skill Evolution Manager is a sophisticated meta-utility within the OrchestKit ecosystem that enables your AI development environment to grow smarter over time. By monitoring manual corrections and recurring code patterns—such as the frequent addition of error handling or types—it detects when a skill template needs refinement. The tool provides a complete lifecycle management system including performance analytics, confidence-scored improvement suggestions, and a robust versioning engine that allows for safe rollbacks if success rates decline. It is ideal for teams looking to standardize and mature their custom AI workflows through data-driven optimization.

Key Features

01Automated rollback triggers for performance degradation

02Comprehensive version control with snapshot backups

03Skill performance tracking and success rate analytics

04Automatic detection of recurring manual edit patterns

05Interactive evolution prompts with confidence thresholds

0669 GitHub stars

Use Cases

01Reverting skill templates to previous stable versions after an experimental prompt update.

02Refining custom API generation skills to automatically include organizational security standards.

03Auditing the performance and success rates of various AI-driven development workflows.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yonatangross/orchestkit skill-evolution

For use in Claude.ai and ChatGPT

Download Skill