stop-slop

Originally fromhardikpandya/stop-slop
SKILL.md

Stop Slop

Eliminate predictable AI writing patterns from prose.

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

Core Rules

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

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

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

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

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

  6. 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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Jan 24, 2026
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