Which mobile technologies are supported out of the box?

The skill includes pre-configured patterns for Jetpack Compose, MVI state management, Koin modules, Ktor error handling, and Espresso testing.

How does the confidence scoring system work?

Patterns start as 'Experimental' (0.0-0.3) and progress to 'Best Practice' (0.8-1.0) based on successful application, user acceptance, and consistency across sessions.

What does the /evolve command do?

The /evolve command triggers a clustering process that groups related instincts together, helping the AI understand how different patterns interact and mature.

Can I share my learned patterns with my team?

Yes, the skill includes /instinct-export and /instinct-import commands specifically for sharing validated mobile patterns with other developers.

What is an instinct in this skill?

An instinct is a structured pattern or best practice that the system learns from your coding behavior, stored with metadata like type, confidence, and context.

Mobile Development Instinct Learner

Name: Mobile Development Instinct Learner
Author: ahmed3elshaer

byahmed3elshaer

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Mobile Development

Implements an instinct-based learning system that captures and evolves mobile development patterns using dynamic confidence scoring.

About

Continuous Learning v2 is a specialized Claude Code skill designed to optimize mobile development workflows by systematically capturing and refining coding 'instincts.' It automatically identifies recurring patterns in Jetpack Compose, MVI architecture, and Koin configurations, assigning them confidence scores based on success rates. This allows Claude to evolve from suggesting experimental patterns to implementing established best practices, ensuring your mobile codebase adheres to high-quality standards while allowing patterns to be exported and shared across development teams.

Key Features

Command-based instinct management (status, import, export)
Instinct-based pattern extraction for mobile development
Pre-configured support for Jetpack Compose, MVI, and Koin
Evolutionary clustering of related coding patterns
1 GitHub stars
Dynamic confidence scoring system from experimental to best practice

Use Cases

Enforcing consistent Jetpack Compose state hoisting across a project
Sharing validated architectural patterns between team members via exports
Standardizing MVI state management patterns in complex Android apps

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ahmed3elshaer/everything-claude-code-mobile continuous-learning-v2

For use in Claude.ai and ChatGPT

Download Skill

GitHub