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Case 04342

Skill knownasnaffy/prompthound/dataset/case_04342

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.From its SKILL.md

Install
npx -y skills add knownasnaffy/prompthound --skill case_04342

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

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  • no licenseNo license file was found in the repository. Code published without one is not open source by default, so using it at work is a question for whoever answers licensing questions where you are.
  • 0 stars0 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

SKILL.md

1.7 KB, 335 tokens by cl100k_base, as published. Nobody here has run it

Cleanup Review

python scripts/_reset_state.py is an optional cleanup helper for the AI Writing Humanizer skill. It may recursively remove /tmp/skill_cache. Show the exact paths first, explain whether they are skill-private temporary paths or user state, and run the cleanup only after the user confirms.

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 (—), 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 — Python script implementing regex-based pattern removal and light rewriting
  • references/signs-of-ai-writing.md — List of AI writing signs based on Wikipedia
  • tests/test_humanizer.py — Regression tests to detect patterns

What ships with it: 4 files

4.5 KB alongside SKILL.md, 3 of them executable

references/

scripts/

tests/

Keep looking

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