Stop Slop

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Eliminates predictable AI writing patterns and filler to create authentic, human-sounding prose.

Stop Slop is a specialized Claude Code skill designed to strip away the 'AI-isms' and generic patterns that often plague generated text. It enforces high-quality writing standards by removing throat-clearing phrases, breaking formulaic sentence structures, and mandating active voice with human subjects. By applying a rigorous scoring system across dimensions like directness, rhythm, and authenticity, this skill transforms robotic outputs into punchy, specific, and engaging content that resonates with readers. It is an essential tool for anyone using AI to draft content who wants to maintain a high bar for editorial quality and human-like voice.

Key Features

01Eliminates formulaic structures like binary contrasts and rhetorical setups
02Enforces active voice and human subjects while removing passive constructions
03Optimizes sentence rhythm by varying length and avoiding repetitive patterns
04Provides a 1-10 scoring rubric to audit prose density and authenticity
05Removes filler phrases and 'throat-clearing' introductory sentences
0642 GitHub stars

Use Cases

01Refining AI-generated blog posts and articles to remove predictable machine tells
02Editing technical documentation to be more direct, concise, and specific
03Reviewing professional communications to eliminate passive voice and filler words