stop-slop
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
Installation
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
View source ↗GuidesSkill instructions
Stop Slop
Eliminate predictable AI writing patterns from prose.
Core Rules
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Cut filler phrases. Remove throat-clearing openers and emphasis crutches. See references/phrases.md.
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Break formulaic structures. Avoid binary contrasts, dramatic fragmentation, rhetorical setups. See references/structures.md.
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Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently.
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Trust readers. State facts directly. Skip softening, justification, hand-holding.
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Cut quotables. If it sounds like a pull-quote, rewrite it.
Quick Checks
Before delivering prose:
- Three consecutive sentences match length? Break one.
- Paragraph ends with punchy one-liner? Vary it.
- Em-dash before a reveal? Remove it.
- Explaining a metaphor? Trust it to land.
Scoring
Rate 1-10 on each dimension:
| Dimension | Question |
|---|---|
| Directness | Statements or announcements? |
| Rhythm | Varied or metronomic? |
| Trust | Respects reader intelligence? |
| Authenticity | Sounds human? |
| Density | Anything cuttable? |
Below 35/50: revise.
Examples
See references/examples.md for before/after transformations.
License
MIT
Examples
Read the usage examples in the source repository.
View source ↗Source history
- Indexed on
- 2026-01-20
- Index updated
- 2026-01-28
- Branch
- main
Index and sync dates describe this directory. View the source repository for code history.
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