stop-slop

Eliminate predictable AI writing patterns from prose.

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Install skill "stop-slop" with this command: npx skills add b-open-io/prompts/b-open-io-prompts-stop-slop

Stop Slop

Eliminate predictable AI writing patterns from prose.

Original: https://github.com/hardikpandya/stop-slop by Hardik Pandya (MIT License)

Core Rules

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

Avoid AI words. Words overused by AI that signal machine-generated text. See references/words.md.

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

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

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

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.

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