Supercharge: Weekly Codebase Hygiene Engine

Overview

Supercharge systematically identifies and fixes "AI slop" - the verbose, repetitive, and poorly structured code that AI coding assistants commonly generate. It uses Martin Fowler's proven refactoring techniques to improve code quality without changing behavior.

This is a maintenance skill, not a feature skill. Use supercharge on a weekly cadence to keep AI-assisted codebases clean and readable.

What Supercharge Does

1. Scans the codebase for 15 categories of AI-generated code problems
2. Prioritizes issues by severity (CRITICAL → HIGH → MEDIUM → LOW)
3. Plans refactorings using the superplan format
4. Executes safe refactorings automatically, requests approval for others
5. Verifies no behavioral changes occurred
6. Reports hygiene metrics and trends over time

What Supercharge Does NOT Do