stop-slop
A skill file for removing AI tells from prose
Install with your AI
Paste into Claude Code, Cursor, or any agent — it reads the repo and wires the tool into your project.
⚠ Unverified source (community-unclaimed, low activity) — reveal the prompt
⚠ Unverified source (community-unclaimed, low activity). Inspect the repo before letting your agent install it. Install and set up stop-slop (claude-skill project) into my current project. Found on https://claudeers.com/stop-slop Repo: https://github.com/hardikpandya/stop-slop Homepage/docs: — Detected install method: claude-skill → # copy this skill into .claude/skills/stop-slop/ Category: other. Platforms: api. Read the repo's README for exact setup and env vars, then install it and wire it into my project. Claudeers Health Verdict: dormant; community-verified: false. Confirm the source before running anything.
# copy the skill dir into your project: # .claude/skills/stop-slop/ (or ~/.claude/skills/stop-slop/ for all projects)
git clone https://github.com/hardikpandya/stop-slop
// compatibility
| Platforms | api |
|---|---|
| Operating systems | — |
| AI compatibility | claude |
| License | MIT |
| Pricing | open-source |
| Language | — |
Stop 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.
// faq
What is stop-slop?
A skill file for removing AI tells from prose. It is open-source on GitHub.
Is stop-slop free to use?
stop-slop is open-source under the MIT license, so it is free to use.
What category does stop-slop belong to?
stop-slop is listed under skills in the Claudeers registry of Claude-compatible tools.
// embed badge
[](https://claudeers.com/stop-slop)
// retro hit counter
[](https://claudeers.com/stop-slop)
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