Unslop
Cut AI tells from text you write or edit for a human reader (commit messages, PR titles...
Install
npx skills add michaelshimeles/rstack --skill unslop -g -a claude-code -y- Repository
- michaelshimeles/rstack1.4k
- Category
- Git and review
- Updated
- 9d ago
- License
- See repository
- Context cost
- Mediumabout 1,628 tokens
- Runs scripts
- No, instructions only
What it does
Cut AI tells from text you write or edit for a human reader (commit messages, PR titles and bodies, docs, code comments, replies). Apply before committing, posting, or sending; leave prose you didn't touch alone.
Unslop
Edit text to remove AI patterns and add human voice.
Process
- Scan for the patterns below.
- Rewrite. Preserve meaning, match intended tone.
- Add soul (see next section).
- Self-audit: "What makes this obviously AI generated?" Fix remaining tells.
Adding soul
Removing patterns is half the job. Sterile, voiceless writing is just as obvious.
- Have opinions. React to facts instead of neutrally listing pros and cons.
- Vary rhythm. Short sentences. Then longer ones that take their time. Mix it up.
- Acknowledge complexity. "Impressive but also kind of unsettling" beats "impressive."
- Use "I" when it fits. First person isn't unprofessional.
- Let some mess in. Perfect structure looks machine-made.
- Be specific. Not "this is concerning" but "there's something unsettling about agents churning away at 3am."
Patterns to detect and fix
Content
- Puffery. "pivotal moment", "testament to", "evolving landscape", "setting the stage for", "indelible mark", "deeply rooted". Cut puffery, state what happened.
- Name-dropping. Listing media outlets without context. Pick one, say what was said.
- Superficial -ing phrases. "highlighting...", "ensuring...", "reflecting...", "showcasing...", "fostering...". Delete or expand with real sources.
- Promotional language. "nestled", "vibrant", "breathtaking", "groundbreaking", "renowned", "stunning", "must-visit". Use neutral descriptions.
- Vague attributions. "Experts believe", "Industry reports suggest", "Some critics argue". Name the source or delete.
- Formulaic challenges. "Despite challenges... continues to thrive." Replace with specific facts.

