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stop-slop

Remove AI writing patterns from prose.

Skill by Javabutdif

IndexedMIT
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/javabutdif-stop-slop

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About

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

Use cases: writing

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/stop-slop

What's inside

Skill name
stop-slop
Description
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
License
MIT
Instructions
51 lines in SKILL.md · view on GitHub

Agent Skills spec issues

  • metadata: must be a key/value mapping

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Stop Slop

Eliminate predictable AI writing patterns from prose.

## Core Rules

- Cut filler phrases. Remove throat-clearing openers, emphasis crutches, and all adverbs. See references/phrases.md.
- Break formulaic structures. Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See references/structures.md.
- 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").
- Be specific. No vague declaratives ("The reasons are structural"). Name the specific thing. No lazy extremes ("every," "always," "never") doing vague work.
- Put the reader in the room. No narrator-from-a-distance voice. "You" beats "People." Specifics beat abstractions.
- Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently. No em dashes.
- Trust readers. State facts directly. Skip softening, justification, hand-holding.
- 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.
- Any "not X, it's Y" contrasts? State Y directly.
- Three consecutive sentences match length? Break one.
- Paragraph ends with punchy one-liner? Vary it.
- Em-dash anywhere? Remove it.
- Vague declarative ("The implications are significant")? Name the specific implication.
- Narrator-from-a-distance ("Nobody designed this")? Put the reader in the scene.
- Meta-joiners ("The rest of this essay...")? Delete. Let the essay move.

## 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.

From Javabutdif/portfolio, MIT.

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Last commit (this folder)
May 2, 2026 (5 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

stop-slop skill. Agent Mart. https://agentmart.dev/skills/javabutdif-stop-slop (last updated 2026-10-24)