letitbk/cursor-setup/stop-slop

Claude Code and agent skill by letitbk/cursor-setup

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

Install

npx vskill@latest install letitbk/cursor-setup/stop-slop

SKILL.md

The same SKILL.md was published earlier as letitbk/claude-academic-setup/stop-slop.

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.
  1. Break formulaic structures. Avoid binary contrasts, dramatic fragmentation, rhetorical setups. See references/structures.md.
  1. Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently.
  1. Trust readers. State facts directly. Skip softening, justification, hand-holding.
  1. 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

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

Popularity

7-day trend score
5

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Works with

Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.

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  • Aider
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  • bolt.new
  • v0
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  • Anse
  • TypingMind
  • BetterChatGPT
  • LibreChat
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