# Stop Slop

> Use this skill when writing or editing prose to eliminate predictable AI writing patterns. Helps make writing more direct, authentic, and human.

- Skill: `majiayu000/stop-slop-2` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds add majiayu000/stop-slop-2`
- Raw SKILL.md: https://api.skillmd.com/api/skills/majiayu000/stop-slop-2/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: majiayu000 (https://skillmd.com/u/majiayu000)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/majiayu000/stop-slop-2

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# Stop Slop

Eliminate predictable AI writing patterns from prose. Apply these rules to any writing task.

## Core Principles

1. **Eliminate filler** - Remove predictable opening phrases and emphasis words
2. **Avoid formulaic patterns** - Sidestep binary contrasts and dramatic structures
3. **Vary sentence rhythm** - Mix lengths and paragraph endings
4. **Write directly** - Trust readers without excessive explanation
5. **Remove quotable moments** - Rewrite anything that reads like a pull-quote

## Quick Audit Before Finalizing

- Check for repetitive sentence lengths
- Look for monotonous paragraph endings
- Remove unnecessary em-dashes
- Cut over-explained metaphors

## Assessment Framework

Rate prose 1-10 on each dimension:
- **Directness** - Does it get to the point?
- **Rhythm** - Does sentence length vary naturally?
- **Trust** - Does it respect reader intelligence?
- **Authenticity** - Does it sound like a human wrote it?
- **Density** - Is every word earning its place?

Below 35/50: revise.

## Reference Files

See the `references/` directory for:
- `phrases.md` - Specific phrases to eliminate
- `structures.md` - Formulaic patterns to avoid
- `examples.md` - Before/after transformations