Stop Slop
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells. Triggers on: writing prose, editing drafts, reviewing content, 写作, 文案, 去AI味.
Install
npx skills add tomerose/stop-slop --skill stop-slopgit clone --depth 1 https://github.com/tomerose/stop-slop.git /tmp/stop-slop
mkdir -p ~/.claude/skills
cp -r /tmp/stop-slop/. ~/.claude/skills/stop-slopPersonal 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 — 去 AI 味写作
Eliminate predictable AI writing patterns from prose. 系统化检测并消除 AI 写作反模式。
## 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.
4. **Be specific.** No vague declaratives. Name the specific thing. No lazy extremes ("every," "always," "never").
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, scan for:
- [ ] Any adverbs? Kill them.
- [ ] Any passive voice? Find the actor, make them the subject.
- [ ] Inanimate thing doing a human verb? Name the person.
- [ ] Sentence starts with a Wh- word? Restructure.
- [ ] Any "here's what/this/that" throat-clearing? Cut to the point.
- [ ] Any "not X, it's Y" contrasts? State Y directly.Details
- Skill name
stop-slop- Repository
- tomerose/stop-slop
- License
- MIT
- Repo updated
- 16 October 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. Triggers on: writing prose, editing drafts, reviewing content, 写作, 文案, 去AI味.
How do I install the Stop Slop skill?
skills CLI (Claude Code, Cursor, Codex and more): npx skills add tomerose/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 tomerose/stop-slop, which has 12 GitHub stars and 0 forks.
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