humanizer

Original：🇺🇸 English
Translated

Rewrite AI-generated text to sound natural and human-written. Removes LLM tells — cliché phrases, predictable structure, inflated language, and robotic patterns. Use when editing drafts, emails, articles, or any text that reads like it was written by AI.

3installs
Sourcecowork-os/cowork-os
Added on

NPX Install

npx skill4agent add cowork-os/cowork-os humanizer

Tags

Translated version includes tags in frontmatter
humanizer-toolai-text-rewritingllm-text-editingnatural-language-processingai-detection-evasion

SKILL.md Content

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Humanizer

Purpose

Rewrite AI-generated text to sound natural and human-written. Removes LLM tells — cliché phrases, predictable structure, inflated language, and robotic patterns. Use when editing drafts, emails, articles, or any text that reads like it was written by AI.

Routing

  • Use when: User asks to humanize text, make text sound less like AI, rewrite AI-generated content, remove AI tells, make writing more natural, or edit text to sound human-written
  • Do not use when: User wants to generate new content from scratch, translate text, or summarize text
  • Outputs: Rewritten text that reads naturally without AI writing markers
  • Success criteria: The output text would not be flagged by AI detection tools and reads like natural human writing

Trigger Examples

Positive

  • Use the humanizer skill for this request.
  • Help me with humanizer.
  • User asks to humanize text, make text sound less like AI, rewrite AI-generated content, remove AI tells, make writing more natural, or edit text to sound human-written
  • Humanizer: provide an actionable result.

Negative

  • User wants to generate new content from scratch, translate text, or summarize text
  • Do not use humanizer for unrelated requests.
  • This request is outside humanizer scope.
  • This is conceptual discussion only; no tool workflow is needed.

Parameters

NameTypeRequiredDescription
textstringNoThe text to humanize (or paste it directly in your message)
toneselectNoTarget tone for the rewrite

Runtime Prompt

  • Current runtime prompt length: 818 characters.
  • Runtime prompt is defined directly in 
    ../humanizer.json
    .