Stop Slop

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

18,493 stars 1,360 forksAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add hardikpandya/stop-slop --skill stop-slop
Manual install
git clone --depth 1 https://github.com/hardikpandya/stop-slop.git /tmp/stop-slop
mkdir -p ~/.claude/skills
cp -r /tmp/stop-slop/. ~/.claude/skills/stop-slop

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# Stop Slop

Eliminate predictable AI writing patterns from prose.

## Core Rules

1. **Cut filler phrases.** Remove throat-clearing openers, emphasis crutches, and all adverbs. See [references/phrases.md](references/phrases.md).

2. **Break formulaic structures.** Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See [references/structures.md](references/structures.md).

3. **Use active voice.** Every sentence needs a human subject doing something. No passive constructions. No inanimate objects performing human actions ("the complaint becomes a fix").

4. **Be specific.** No vague declaratives ("The reasons are structural"). Name the specific thing. No lazy extremes ("every," "always," "never") doing vague work.

5. **Put the reader in the room.** No narrator-from-a-distance voice. "You" beats "People." Specifics beat abstractions.

6. **Vary rhythm.** Mix sentence lengths. Two items beat three. End paragraphs differently. No em dashes.

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

8. **Cut quotables.** If it sounds like a pull-quote, rewrite it.

## Quick Checks

Before delivering prose:

- Any adverbs? Kill them.
- Any passive voice? Find the actor, make them the subject.
- Inanimate thing doing a human verb ("the decision emerges")? Name the person.
- Sentence starts with a Wh- word? Restructure it.
- Any "here's what/this/that" throat-clearing? Cut to the point.
Read the full skill on GitHub

Details

Skill name
stop-slop
License
MIT
Repo updated
17 March 2026

FAQ

What does the Stop Slop skill do?

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

How do I install the Stop Slop skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add hardikpandya/stop-slop --skill stop-slop. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Stop Slop popular?

It lives in hardikpandya/stop-slop, which has 18,493 GitHub stars and 1,360 forks.

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