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ai-writing-humanizer

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.

hosthobbit0 source installs☆ 0 Repository stars
View source ↗InstallationSKILL.md ↗

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

SkillHub CLI

skillhub install hosthobbit/ai-writing-humanizer

Inspect the source and compatibility requirements, then follow its installation steps.

Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.

View source ↗Guides

Skill instructions

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

Source information

Source
github
Repository
openclaw/skills
Path
skills/hosthobbit/ai-writing-humanizer
Version
—
Commit
9359f1b9aa2ad4168d78641ac97185b496ae8c8a
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

Extracted content

SKILL.md
# 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

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