ai-prose-cleaner

name	ai-prose-cleaner
description	Detect and clean AI-typical writing patterns in documents — em dashes, filler phrases, over-formality
tags	["writing","cleanup","documents"]

When to Use

• Documents sound "too AI" — em dashes, "delve", "it's worth noting", hedging stacks
• Before sending proposals, READMEs, or reports to clients/reviewers
• After AI-assisted writing that needs a human voice pass
• Batch scan agent/skill definitions for AI fingerprints
• User says "deslop prose", "clean AI writing", "humanize"

Workflow

Delegates to @omg:ai-prose-cleaner agent, which operates in two modes:

1. Detect (default): Scan files, report AI patterns with line numbers, severity rating (LOW → HEAVY)
2. Clean: Rewrite flagged patterns in place, preserving meaning. Tier 1 patterns auto-fixed, Tier 3 structural changes suggested for manual review.

Supported Languages

English and German AI patterns detected (Halbgeviert-Striche, "Es ist erwähnenswert", etc.)

Trigger Keywords

clean AI writing, humanize, deslop prose, AI speech, prose cleaner

Examples

@omg:ai-prose-cleaner scan docs/proposal.md
@omg:ai-prose-cleaner clean README.md
@omg:ai-prose-cleaner scan plugin/agents/*.md

Quality Contract

• Every rewrite preserves factual content — only voice changes
• Report includes line numbers, pattern tier, and suggestions
• Rating scale: patterns per 1,000 words (LOW < 1, MILD 1-3, MODERATE 3-6, HEAVY > 6)