supercharge
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
- Scans the codebase for 15 categories of AI-generated code problems
- Prioritizes issues by severity (CRITICAL → HIGH → MEDIUM → LOW)
- Plans refactorings using the superplan format
- Executes safe refactorings automatically, requests approval for others
- Verifies no behavioral changes occurred
- Reports hygiene metrics and trends over time
What Supercharge Does NOT Do
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