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humanize-ai-content

Transform AI-generated text into natural, publication-ready writing. Two modes: (1) TEXT MODE — generic humanization using 24 AI pattern detectors, 500+ vocabulary terms, and statistical analysis (burstiness, TTR, readability). Use when asked to humanize text, de-AI writing, or make content sound natural. (2) ARTICLE MODE — full editorial publishing pipeline for blog posts and comparison guides. Adds citation hyperlinks, internal product linking, featured image placement, SEO heading enhancement, FAQ schema, and authority structure preservation. Triggers: humanize text/content, de-AI writing, make content sound human, prepare article for publishing, polish AI blog post, publication-ready content.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/asif2bd/humanize-ai-content
Or

Humanize AI Content

Transform AI-generated writing into natural, human-sounding content ready for publication. Based on Wikipedia's Signs of AI Writing guide, Copyleaks stylometric research, and editorial best practices.


Mode Detection

Activate TEXT MODE when:

  • Asked to humanize a paragraph, essay, email, or short-form copy
  • No publishing pipeline context (no product names, citations, or article structure)
  • Goal is natural-sounding text only

Activate ARTICLE MODE when:

  • Content is a blog post, comparison guide, or long-form article
  • Request mentions publishing, WordPress, or specific product names
  • Content was produced by ai-authority-content or similar pipeline skills
  • Goal includes citation links, product links, or SEO optimization

When in doubt, run TEXT MODE first, then ask if ARTICLE MODE polish is needed.


TEXT MODE — Generic Humanization

Your Task

  1. Scan for all 24 patterns below
  2. Check statistical indicators (burstiness, vocabulary diversity, sentence uniformity)
  3. Rewrite problematic sections with natural alternatives
  4. Preserve the core meaning
  5. Match the intended tone (formal, casual, technical)
  6. Add actual personality — sterile text is just as obvious as AI slop

The 24 AI Writing Patterns

#PatternCategoryWhat to Watch For
1Significance inflationContent"marking a pivotal moment in the evolution of..."
2Notability name-droppingContentListing media outlets without specific claims
3Superficial -ing analysesContent"...showcasing... reflecting... highlighting..."
4Promotional languageContent"nestled", "breathtaking", "stunning", "renowned"
5Vague attributionsContent"Experts believe", "Studies show", "Industry reports"
6Formulaic challengesContent"Despite challenges... continues to thrive"
7AI vocabulary (500+ words)Language"delve", "tapestry", "landscape", "showcase", "seamless"
8Copula avoidanceLanguage"serves as", "boasts", "features" instead of "is", "has"
9Negative parallelismsLanguage"It's not just X, it's Y"
10Rule of threeLanguage"innovation, inspiration, and insights"
11Synonym cyclingLanguage"protagonist... main character...

Metadata

Author@asif2bd
Stars2387
Views0
Updated2026-03-09
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-asif2bd-humanize-ai-content": {
      "enabled": true,
      "auto_update": true
    }
  }
}
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.

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