humanizer-pro
Transform AI-generated text into authentic human writing. Detects and removes 24 AI patterns, replaces 500+ AI vocabulary terms, analyzes statistical signals (burstiness, vocabulary diversity), and injects personality through strategic misspellings, parenthetical asides, tangents, and random thoughts. Use when humanizing content, checking for AI tells, removing robotic patterns, adding natural voice, making text sound less polished, or when asked to write like a specific person. Works with social posts, articles, emails, marketing copy, documentation—any text that needs to sound genuinely human.
Why use this skill?
Eliminate robotic AI patterns and add natural personality to your text with Humanizer Pro. Remove AI-isms, fix burstiness, and sound genuinely human.
Install via CLI (Recommended)
clawhub install openclaw/skills/skills/kevjade/operator-humanizerWhat This Skill Does
Humanizer Pro is a sophisticated utility designed to strip away the synthetic "polish" that defines AI-generated content. Instead of just paraphrasing, it systematically deconstructs text by identifying 24 distinct AI behavioral patterns—such as significance inflation, sycophantic greetings, and redundant filler phrases—and replaces them with authentic human rhythms. It leverages a database of over 500 AI-specific vocabulary terms (Tier 1-3) to eliminate common giveaways like "delve," "tapestry," and "seamless." Beyond scrubbing robotic artifacts, the skill injects genuine personality through strategic techniques: adding parenthetical asides, natural tangents, and deliberate, subtle typos. By calculating burstiness and vocabulary diversity, it ensures the resulting output mirrors the irregular, unpredictable nature of human thought rather than the sterile predictability of an LLM.
Installation
To integrate Humanizer Pro into your OpenClaw environment, execute the following command in your terminal:
clawhub install openclaw/skills/skills/kevjade/operator-humanizer
This installs the necessary dependency modules and links the pattern reference library to your local agent configuration.
Use Cases
- Marketing Copy: Transform generic, robotic brand copy into engaging, relatable social media posts.
- Academic/Professional Writing: Polish drafts that sound too "AI-heavy" to ensure the writing voice remains grounded and individual.
- Email Correspondence: Humanize boilerplate business emails to build trust and prevent the "chatbot vibe."
- Content Creation: Revitalize SEO blog posts that suffer from repetitive sentence structure or overly optimistic, hollow conclusions.
Example Prompts
- "Humanizer Pro, take this draft about our new software and rewrite it so it sounds like a weary but passionate developer wrote it late at night. Add some asides and a bit of skepticism."
- "Review this email response for AI-isms. Remove the 'I hope this finds you well' filler and make the tone more direct and human. Use the personality injection features."
- "This article sounds like a press release. Use the humanizer-pro skill to break up the long sentences and inject some natural conversational flow."
Tips & Limitations
- Start with Small Batches: While the tool is powerful, personality injection works best when applied to shorter, targeted paragraphs.
- Verify Tone: Always review the "strategic misspellings." They are intended to build authenticity, not to reduce your credibility in formal documentation.
- Avoid Over-Humanization: If you are writing highly technical documentation, keep the personality injections minimal to maintain clarity.
- Pattern Updates: Periodically check the source repository for updates to the 24 AI patterns, as AI writing styles evolve rapidly.
Metadata
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Find the right skillPaste this into your clawhub.json to enable this plugin.
{
"plugins": {
"official-kevjade-operator-humanizer": {
"enabled": true,
"auto_update": true
}
}
}Tags(AI)
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Premium Skill Creator by Kevin Jeppesen (The Operator Vault). Create better OpenClaw skills with a premium first-use setup wizard pattern, minimal context bloat, and reusable scaffolding. Links: YouTube https://www.youtube.com/@kevin-jeppesen | Skool https://skool.com/operator-vault | Site https://theoperatorvault.io | X https://x.com/seo_ecom | LinkedIn https://www.linkedin.com/in/kevin-jeppesen/ | Facebook https://www.facebook.com/kevinjeppesen/
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