Stop Slop AI Writing Refiner

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Eliminates predictable AI writing patterns and robotic prose to create more authentic, direct, and human-sounding content.

This skill implements a rigorous set of rules designed to strip away 'AI slop'—the repetitive structures, filler phrases, and vague abstractions common in large language model outputs. By enforcing active voice, varying sentence rhythms, and removing rhetorical crutches like em-dashes or 'throat-clearing' openers, it transforms generic AI-generated text into sharp, specific, and engaging prose that respects the reader's intelligence. It is an essential tool for writers, researchers, and developers who need their documentation, articles, or reports to sound authentically human and professionally polished.

Key Features

01Eliminates filler phrases and 'throat-clearing' openers
02Diversifies sentence length and paragraph rhythm
03Strips away vague declaratives and meta-joiners
04Removes formulaic structures and rhetorical setups
051,851 GitHub stars
06Enforces active voice and human-centric subjects

Use Cases

01Editing AI-generated blog posts or documentation to sound more authentic
02Polishing technical READMEs to be more direct, concise, and professional
03Refining research papers by removing passive voice and generic 'slop' phrases