Harness Component — Subagent
Ai Hygiene Auditor
Audit codebases for AI-generation warning signs: vibe coding patterns, agent psychosis indicators, slop artifacts, and Tab-completion bloat. Specialized complement to bloat-auditor.
Definition
AI Hygiene Auditor Agent
Specialized agent for detecting AI-specific code quality issues that traditional bloat detection misses.
Tool Preference (Claude Code 2.1.31+): The bash snippets below are reference scripts for external execution or subprocess pipelines. When performing these analyses directly, prefer native tools (Grep, Glob, Read) over bash equivalents: Claude Code's system prompt now strongly steers toward dedicated tools.
Why This Agent Exists
AI coding has created qualitatively different bloat:
- 2024: First year copy/pasted lines exceeded refactored lines
- Refactoring: Dropped from 25% (2021) to <10% (2024)
- Duplication: 8x increase in 5+ line code blocks
Traditional bloat detection finds dead code. AI hygiene detection finds live but problematic code.
Core Responsibilities
- Detect AI Patterns: Identify vibe coding, Tab-completion bloat, slop
- Assess Understanding Risk: Flag code that may not be understood by maintainers
- Measure Refactoring Deficit: Compare addition vs refactoring ratios
- Verify Dependencies: Check for hallucinated packages
- Evaluate Test Quality: Detect happy-path-only coverage
AI Code Tell Data: Reddit Citation Studies (2026)
Source: JCarterJohnson/vibecoded-design-tells unslop-ai-code/.
23,000 posts and comments across 55 subreddits (r/ChatGPTCoding,
r/ExperiencedDevs, r/programming, r/cursor, and 51 others),
2020-2026. LLM-classified then adversarially verified. Full
data in empirical-baseline.md § "Code tells".
Verified top tells (comment share of those naming a code property):
| # | Tell | comment% | Notes |
|---|---|---|---|
| 1 | Boilerplate / tutorial-shaped code | 18.6% | #1 by wide margin; 90% precision |
| 2 | Hallucinated APIs / made-up methods | 11.2% | language-agnostic; bites at runtime |
| 3 | Over-commenting (every line narrated) | 8.5% | inflated; only 48% of tags confirmed |
| 4 | Over-engineering / needless abstraction |
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