Does Skill Evolve support version control?

Yes, it encourages a semantic versioning strategy (Major.Minor.Patch) and git-based history to track the evolution of skills and allow for easy rollbacks if consistency drops.

What is the primary goal of Skill Evolve?

The primary goal is to achieve measurable improvement in AI performance—typically a 20% consistency gain—by tracking usage data and iteratively refining instructions based on real-world failure patterns.

When should I use Skill Evolve instead of skill-bootstrap?

Use skill-bootstrap for the initial creation of a skill. Switch to Skill Evolve once a skill is used repeatedly (3+ times) or when its failure rate exceeds 10%.

How does Skill Evolve track performance?

It implements a lightweight JSON-based logging system that records task details, success/failure status, specific error types, and user feedback for every execution.

Skill Evolve

Name: Skill Evolve
Author: alchimie-di-circe

byalchimie-di-circe

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生产力与工作流

Optimizes AI performance through iterative usage tracking and data-driven refinement cycles.

Skill Evolve provides a structured framework for improving AI capabilities over time by logging real-world performance data and identifying failure patterns. It moves beyond one-off prompt engineering to create a continuous improvement loop, utilizing semantic versioning and failure analysis to achieve a target 20% consistency gain. This skill is essential for developers and teams looking to harden frequently used AI workflows, manage technical debt in AI instructions, and build specialized domain expertise within the Claude environment.

主要功能

01Automated usage tracking and success rate logging via JSON

021 GitHub stars

03Structured refinement workflow: Create, Use, Analyze, Polish, Measure

04Semantic versioning strategy for managing AI skill lifecycles

05Failure pattern analysis to prioritize high-frequency issues

06Performance measurement tools to quantify consistency improvements

使用场景

01Reducing failure rates in complex data transformation or code generation tasks

02Building team-specific coding standards and best practices into AI behavior

03Hardening AI skills against discovered edge cases and specific user feedback

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add alchimie-di-circe/extractor-desktop-app skill-evolve

For use in Claude.ai and ChatGPT

Download Skill