humanizer
Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.
Install via CLI (Recommended)
clawhub install openclaw/skills/skills/biostartechnology/humanizerWhat This Skill Does
The Humanizer skill is a sophisticated editing engine designed to strip away the tell-tale markers of synthetic text. Modern language models are trained on patterns that, when overused, create a 'robotic' or 'soulless' cadence. The Humanizer identifies and resolves these algorithmic tics, such as the overuse of the 'rule of three,' inflated symbolism, superficial analytical structures, and excessive conjunctive phrasing. Beyond simple structural cleaning, the skill is engineered to inject personality—what we call 'soul'—into your content. It helps transform sterile, neutral prose into dynamic, opinionated, and rhythmically varied writing that resonates with human readers.
Installation
To add this tool to your OpenClaw library, use the following terminal command:
clawhub install openclaw/skills/skills/biostartechnology/humanizer
Use Cases
- Content Marketing: Convert generic AI-generated blog drafts into engaging pieces that sound like they were written by a subject matter expert.
- Professional Correspondence: Refine AI-drafted emails to sound more authentic, personal, and less like a scripted template.
- Academic or Narrative Review: Edit creative writing or reports to ensure they possess a natural flow, acknowledging complexity rather than simply listing facts in a listicle format.
- Polishing Technical Documentation: Maintain technical accuracy while ensuring the tone is approachable and conversational rather than cold or repetitive.
Example Prompts
- "Humanizer, take this product announcement draft and rewrite it to sound more conversational, opinionated, and less like a generic press release. Add some actual personality to the opening paragraph."
- "I need to edit this executive summary. It reads too much like a bot wrote it. Please strip out the AI-isms, vary the sentence structure, and make it sound like a human with a perspective on the topic."
- "Review this tech article draft and apply the Humanizer skill to improve the flow. Ensure the tone is authentic and remove any repetitive analytical patterns like 'the rule of three'."
Tips & Limitations
- Preserve Context: The skill aims to keep your core message intact, but because it injects personal perspective, always review the final output to ensure the 'voice' matches your personal or brand identity.
- Subjectivity: Humanizing is an art, not a science. If the output feels too informal or too bold, you can always ask the agent to 'scale back the personality' while keeping the natural flow.
- Not a Fact-Checker: The Humanizer focuses on style, rhythm, and tone. It is not designed to verify the truthfulness of your claims, so ensure your factual data is verified separately before finalizing your text.
Metadata
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Find the right skillPaste this into your clawhub.json to enable this plugin.
{
"plugins": {
"official-biostartechnology-humanizer": {
"enabled": true,
"auto_update": true
}
}
}