Skills

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
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

  1. Scan for the patterns below.
  2. Rewrite. Preserve meaning, match intended tone.
  3. Add soul (see next section).
  4. 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

  1. Puffery. "pivotal moment", "testament to", "evolving landscape", "setting the stage for", "indelible mark", "deeply rooted". Cut puffery, state what happened.
  2. Name-dropping. Listing media outlets without context. Pick one, say what was said.
  3. Superficial -ing phrases. "highlighting...", "ensuring...", "reflecting...", "showcasing...", "fostering...". Delete or expand with real sources.
  4. Promotional language. "nestled", "vibrant", "breathtaking", "groundbreaking", "renowned", "stunning", "must-visit". Use neutral descriptions.
  5. Vague attributions. "Experts believe", "Industry reports suggest", "Some critics argue". Name the source or delete.
  6. Formulaic challenges. "Despite challenges... continues to thrive." Replace with specific facts.

Language

Read the whole SKILL.md on GitHub

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