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stop-slop

// Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.

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stars:194
forks:37
updated:March 4, 2026
SKILL.mdreadonly
SKILL.md Frontmatter
namestop-slop
descriptionRemove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
triggerWriting prose, editing drafts, reviewing content for AI patterns
authorHardik Pandya (https://hvpandya.com)

Stop Slop

Eliminate predictable AI writing patterns from prose.

Core Rules

  1. Cut filler phrases. Remove throat-clearing openers and emphasis crutches. See references/phrases.md.

  2. Break formulaic structures. Avoid binary contrasts, dramatic fragmentation, rhetorical setups. See references/structures.md.

  3. Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently.

  4. Trust readers. State facts directly. Skip softening, justification, hand-holding.

  5. 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:

DimensionQuestion
DirectnessStatements or announcements?
RhythmVaried or metronomic?
TrustRespects reader intelligence?
AuthenticitySounds human?
DensityAnything cuttable?

Below 35/50: revise.

Examples

See references/examples.md for before/after transformations.

License

MIT