Neo Stop Slop

neo-stop-slop is a writing skill for removing AI tells, filler, and formulaic verbosity from Chinese and English prose. It handles copy, technical drafts, code comments, Git commits, PR descriptions, and rough notes or source material that need to become clear, accurate articles.

It combines two core workflows: Reviewer for diagnosing text and Generator for rewriting it. Article Rewrite rules add source fidelity and Taiwan Traditional Chinese writing guidance where needed.

Gotchas

• Over-shortening risk: When rewriting, preserve all important technical details and facts. Removing AI tells means removing filler and decorative structure, not deleting substance.
• Article Rewrite fact boundary: When handling drafts, notes, articles, or source material, use only information supplied and supported by the user. Do not add external context, data, causality, motives, impact, or unverified conclusions. Preserve uncertainty, attribution, and contradictions. See references/article-rewrite.md for the complete rules.
• Code syntax and comment markers: When trimming code comments, do not break XML documentation structures such as C# <summary> and <param>, or JSDoc/TSDoc markers.
• Analyzer execution: Run analyze-slop.js non-interactively with --file or --input, optionally using --format json; never invoke a TTY prompt that could hang the agent.

Workflow Checklist