stop-slop

The Stop Slop skill is designed to refine written content by removing predictable AI-generated writing patterns that often make prose feel artificial or formulaic. It addresses common issues such as filler phrases, overused adverbs, passive voice, vague statements, and distant narrative perspectives. By enforcing clear, human-centered writing, Stop Slop helps authors produce text that reads naturally, engages the reader directly, and avoids the telltale signs of automated composition.

Its core features include cutting unnecessary filler phrases, breaking formulaic structures, enforcing active voice, ensuring specificity, varying sentence rhythm, and establishing a direct connection with the reader. The skill also provides a systematic approach to scoring prose across dimensions like directness, rhythm, trust, authenticity, and density, with guidance for improvement when scores fall below optimal thresholds. Quick checks allow writers to audit their text efficiently for common AI writing patterns before finalizing content.

Stop Slop is particularly useful for writers, editors, content reviewers, and anyone aiming to produce high-quality, human-like prose. Use cases include drafting and editing articles, reviewing submissions for authenticity, and refining marketing copy or technical documentation. By applying this skill, professionals can ensure their writing communicates effectively, remains engaging, and avoids the mechanical feel that often characterizes AI-assisted drafts.