stop-slop
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
Open source Repository Open in the app JSON README (API)
About
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
Details
- Kind
- Agent skills
- Topic
- No topic detected
- Publisher
- hardikpandya
- Origin
- skillssh
- Category
- ferramentas
- Stars
- 17,079
- Forks
- 1,241
- Open pull requests
- 25
- Last push
- 2026-03-17T18:50:39Z
- Repository state
- ativo
- License
- MIT
- Added
- 2026-08-30 15:21:15
- Updated
- 2026-09-10 14:03:55
- Origin id
hardikpandya/stop-slop/stop-slop
README
# Stop Slop A skill for removing AI tells from prose. <img width="3840" height="2160" alt="G-Yg4RVbIAAhVxW" src="https://github.com/user-attachments/assets/902afc15-1f40-4a9d-af24-8cd67afb8ebf" /> ## What this is AI writing has patterns. Predictable phrases, structures, rhythms. This skill teaches Claude (or any LLM) to catch and remove them. ## Skill Structure ``` stop-slop/ ├── SKILL.md # Core instructions ├── references/ │ ├── phrases.md # Phrases to remove │ ├── structures.md # Structural patterns to avoid │ └── examples.md # Before/after transformations ├── README.md └── LICENSE ``` ## Quick start **Claude Code:** Add this folder as a skill. **Claude Projects:** Upload `SKILL.md` and reference files to project knowledge. **Custom instructions:** Copy core rules from `SKILL.md`. **API calls:** Include `SKILL.md` in your system prompt. Reference files load on demand. ## What it catches **Banned phrases** - Throat-clearing openers, emphasis crutches, business jargon, all adverbs, vague declaratives, meta-commentary. See `references/phrases.md`. **Structural clichés** - Binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency, narrator-from-a-distance voice, passive voice. See `references/structures.md`. **Sentence-level rules** - No Wh- sentence starters, no em dashes, no staccato fragmentation, no lazy extremes, active voice required. ## 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. ## Author [Hardik Pandya](https://hvpandya.com) ## License MIT. Use freely, share widely.