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πŸ¦€ ClawHub

Ai Writing Humanizer

by @hosthobbit

Automatically strip AI writing patterns and stock phrases from user-facing prose before sending. Use when preparing longer texts to ensure a natural, human t...

Versionv0.1.0
Downloads1,421
Installs7
TERMINAL
clawhub install ai-writing-humanizer

πŸ“– About This Skill


name: ai-writing-humanizer description: Automatically strip AI writing patterns and stock phrases from user-facing prose before sending. Use when preparing longer texts to ensure a natural, human tone without obvious AI tells.

AI Writing Humanizer

Provide a cleaned, human-sounding version of input text by removing or rewriting common AI-generated writing patterns. Load this skill automatically for any user-facing prose longer than ~150 words.

Patterns Covered

  • Overuse of hedging phrases: "At the end of the day", "It's worth noting", "It is important to remember"
  • Stock transitions and signposts: "First", "Secondly", "Finally"
  • Structural markers: em dashes (β€”), parentheses for side notes, bullet-like serial lists
  • Predictable rule-of-three constructs: "X, Y, and Z" used as checklist language
  • Passive voice sections flagged by "was", "were", "has been"
  • Performed authenticity cues: "I hope this helps", "Let me know if you have any questions"
  • Usage

    1. Pass input text to scripts/humanize.py --input text.txt --output cleaned.txt. 2. For integrations, import humanize_text() from the script and apply before sending.

    Bundled Resources

  • scripts/humanize.py β€” Python script implementing regex-based pattern removal and light rewriting
  • references/signs-of-ai-writing.md β€” List of AI writing signs based on Wikipedia
  • tests/test_humanizer.py β€” Regression tests to detect patterns
  • πŸ’‘ Examples

    1. Pass input text to scripts/humanize.py --input text.txt --output cleaned.txt. 2. For integrations, import humanize_text() from the script and apply before sending.