Where is the evolved knowledge stored?

All learned patterns, troubleshooting steps, and style profiles are saved locally in your ~/.claude/skills/ directory as human-readable Markdown files.

Which programming languages does it support?

The Evolution skill is technology-agnostic and supports any language, with built-in mapping for Flutter, React, Vue, Rust, Python, Swift, and more.

What happens if a saved pattern is incorrect?

The skill includes a 'Self-Correction' loop. If code based on a saved pattern fails, Claude detects the error, fixes the skill file, and adds a correction tag to prevent future mistakes.

Does it require manual input to save new knowledge?

It works semi-automatically; after solving a non-trivial problem or creating a reusable pattern, Claude will propose saving the insight for your confirmation.

How does the Evolution skill learn from my code?

It silently scans project configuration files like package.json or Cargo.toml to detect versions and analyzes existing source files to adopt your specific naming conventions and architectural styles.

Evolution Self-Learning System

Name: Evolution Self-Learning System
Author: raydocs

byraydocs

Productividad y Flujo de Trabajo

Automates the continuous improvement of Claude's knowledge base by learning from project patterns, tech versions, and troubleshooting outcomes.

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The Evolution skill transforms Claude into a self-improving development assistant that adapts to your specific environment in real-time. It silently monitors your tech stack, project style, and implementation success rates to build a persistent, domain-specific knowledge base. By automatically documenting successful patterns and learning from previous errors, it ensures that Claude becomes more accurate and efficient with every session, significantly reducing repetitive instructions and preventing the recurrence of known bugs.

Características Principales

Success Rate Tracking with Self-Correction and Rollback Loops
Project-Specific Style Adaptation and Naming Convention Profiling
Automatic Tech Stack & Version Detection (Node.js, Rust, Flutter, etc.)
Automated Knowledge Capture for UI Patterns and Troubleshooting
0 GitHub stars
Structured Skill Management with Metadata-Driven Versioning

Casos de Uso

Quickly onboarding the AI to a new project's unique coding conventions and file structures
Building a project-specific library of approved UI components and architectural patterns
Automatically documenting fixes for obscure environment-specific bugs to prevent regressions

Acerca de

Características Principales

Success Rate Tracking with Self-Correction and Rollback Loops
Project-Specific Style Adaptation and Naming Convention Profiling
Automatic Tech Stack & Version Detection (Node.js, Rust, Flutter, etc.)
Automated Knowledge Capture for UI Patterns and Troubleshooting
0 GitHub stars
Structured Skill Management with Metadata-Driven Versioning

Casos de Uso

Quickly onboarding the AI to a new project's unique coding conventions and file structures
Building a project-specific library of approved UI components and architectural patterns
Automatically documenting fixes for obscure environment-specific bugs to prevent regressions