Content
Plugin
stop-slop
A skill for removing AI tells from prose.
Plugin Signal45/100Fair
maintained36
capable14
documented75
adopted89
Install
$ npx -y skills add hardikpandya/stop-slop --agent claude-code
Run the curl in your terminal, the rest in Claude Code.
What's inside
README
1Stop Slop
A skill for removing AI tells from prose.
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
License
MIT. Use freely, share widely.
File tree
7hardikpandya/stop-slopView on GitHub
CHANGELOG.md LICENSE README.md references/ examples.md phrases.md structures.md SKILL.md
FAQ
stop-slop is a Claude Code plugin with 1 hand-picked skill for content work, indexed on Flowy. Install it with the command on its page. It includes stop-slop. Its skills do not fire on their own yet. Request auto-invocation to have Flowy route them as you prompt. Free and open source.
- What is stop-slop?
- A skill for removing AI tells from prose.
- How do I install stop-slop?
- Run these in Claude Code: npx -y skills add hardikpandya/stop-slop --agent claude-code. Then prompt normally.
- Does stop-slop auto-invoke its skills?
- Not yet. It is indexed on Flowy as a plain plugin. Request auto-invocation on its page and Flowy will route its skills for you as you prompt.
- Is stop-slop free?
- Yes. Flowy is free and open source, with nothing gated. You can read every skill in full before you install.