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name: stop-slop description: Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells. trigger: Writing prose, editing drafts, reviewing content for AI patterns author: Hardik 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:

Below 35/50: revise.

Examples

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

License

MIT