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ai-slop-cleaner
Clean AI-generated code — remove unnecessary abstractions, verbose comments, over-engineering
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
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Clean AI-generated code — remove unnecessary abstractions, verbose comments, over-engineering
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Detect and clean AI-typical writing patterns in documents — em dashes, filler phrases, over-formality
Route questions to Claude, Codex, or Gemini for multi-perspective answers
Claude-Codex-Gemini tri-model orchestration — decompose, query, synthesize
Health check — verifies omg plugin is correctly installed and working
Quick reference — what omg agents and skills are available and how to use them
About omg — version, architecture, capabilities, and credits
| name | ai-slop-cleaner |
| description | Clean AI-generated code — remove unnecessary abstractions, verbose comments, over-engineering |
| tags | ["code-quality","cleanup","refactoring"] |
| Pattern | Example | Fix |
|---|---|---|
| Verbose comments | // This function adds two numbers above add(a, b) | Remove — code is self-evident |
| Unnecessary abstractions | createHelperFactory() used once | Inline the logic |
| Over-engineered error handling | try/catch around 2 + 2 | Remove — can't fail |
| Feature flags for nothing | if (ENABLE_ADDITION) { a + b } | Remove flag, keep code |
| Premature generalization | BaseAbstractProcessor<T> with one impl | Remove base class |
| Backwards-compat shims | const _oldName = newName // removed | Delete entirely |
| Empty catch blocks | catch (e) { /* TODO */ } | Handle or remove |
| Console.log debris | console.log('DEBUG:', value) | Remove |
Determine scope:
bash: git diff --name-only HEAD~1Review the identified files for AI slop patterns: unnecessary abstractions, verbose comments restating code, over-engineered error handling, debug artifacts. Simplify without changing behavior. Delegate to @omg:code-simplifier for systematic cleanup.
After cleanup:
bash — must still compilebash — must still pass## Slop Cleanup Report
Files cleaned: N
Patterns removed:
- 3× verbose comments (file.ts:12, file.ts:45, file.ts:89)
- 1× unused abstraction (helper.ts → inlined into caller)
- 2× console.log debris
Lines removed: X
Verification: build PASS, tests PASS
If invoked with "review" or "scan": analyze but do NOT make changes. Report findings only.
clean slop, deslop, anti-slop, remove AI patterns
copilot -i "clean AI slop in src/"