stop-slop
The stop-slop skill provides a set of stylistic rules and a scoring rubric to identify and remove predictable AI writing patterns from prose.
Is stop-slop safe to install?
Safe to install: our audit of stop-slop's source files found 0 shell commands, 0 external URLs, no file writes (none risk). Every command and URL listed appears verbatim in the skill's source. The skill consists of static text guidelines and a scoring rubric. It does not execute code or perform network requests.
How we audit skills: our security review methodology.
Who is this skill for?
Writers, editors, and content reviewers who want to eliminate AI-generated stylistic markers from their drafts.
What can you do with it?
- Drafting prose
- Editing text drafts
- Reviewing content for AI-specific writing patterns
How good is this skill?
Quality score: 5/10. The skill provides clear, actionable instructions for prose refinement. It lacks automated execution capabilities, functioning as a manual checklist.
What does the skill file contain?
# Stop Slop
Eliminate predictable AI writing patterns from prose.
## Core Rules
1. **Cut filler phrases.** Remove throat-clearing openers, emphasis crutches, and all adverbs. See [references/phrases.md](references/phrases.md).
2. **Break formulaic structures.** Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See [references/structures.md](references/structures.md).
3. **Use active voice.** Every sentence needs a human subject doing something. No passive constructions. No inanimate objects performing human actions ("the complaint becomes ...Frequently asked questions
What specific writing patterns does this skill target?
The skill targets filler phrases, binary contrasts, passive voice, inanimate objects performing human actions, vague declaratives, and meta-joiners.
How does the skill measure the quality of the prose?
The skill uses a scoring rubric across five dimensions: Directness, Rhythm, Trust, Authenticity, and Density, with a threshold of 35/50 for revision.
Related skills
copy-editing
76.3KMarketers, copywriters, and content creators who need to refine, polish, or refresh existing marketing materials
The copy-editing skill provides a structured framework for reviewing and improving existing marketing copy. It uses a seven-sweep process covering clarity, voice, benefits, proof, specificity, emotion, and risk reduction, alongside an expert panel scoring system for quality assurance.
obsidian-markdown
51.9KUsers working with Obsidian vault files who need to generate or modify notes using Obsidian-specific syntax
The obsidian-markdown skill provides instructions and syntax patterns for creating and editing Obsidian Flavored Markdown. It supports wikilinks, embeds, callouts, frontmatter properties, tags, comments, highlights, LaTeX math, Mermaid diagrams, and footnotes.
humanizer-zh
35.2KEditors, writers, and content reviewers who need to refine AI-generated drafts to improve readability and authenticity
Humanizer-zh is a text editing skill that identifies and removes common AI-generated writing patterns to make content sound more natural and human-like. It provides a structured process for rewriting text by eliminating filler phrases, formulaic structures, and vague attributions while injecting personality and specific detail.
story-long-write
7.1KWeb novel authors who want to use a structured, data-driven approach to plan and write long-form fiction, specifically those who use the Claude Code environment
The story-long-write skill provides a structured framework for writing long-form web novels. It manages the entire creative process from选题 (topic selection) and world-building to detailed outlining and chapter-by-chapter drafting. It utilizes a modular approach, leveraging genre-specific patterns and reference materials from analyzed novels to maintain pacing, emotional impact, and narrative consistency.