humanizer
Humanize AI-generated text by detecting and removing patterns typical of LLM output. Rewrites text to sound natural, specific, and human. Uses 24 pattern detectors, 500+ AI vocabulary terms across 3 tiers, and statistical analysis (burstiness, type-token ratio, readability) for comprehensive detection. Use when asked to humanize text, de-AI writing, make content sound more natural/human, review writing for AI patterns, score text for AI detection, or improve AI-generated drafts. Covers content, language, style, communication, and filler categories.
Install via CLI (Recommended)
clawhub install openclaw/skills/skills/brandonwise/ai-humanizerWhat This Skill Does
The humanizer skill for OpenClaw is an advanced editorial agent designed to strip away the clinical, repetitive, and statistically predictable patterns characteristic of LLM-generated text. By leveraging a multi-layered analysis engine, it scans your draft for 24 distinct AI-writing markers—ranging from 'significance inflation' to specific filler phrases and structural quirks like the 'rule of three'. Beyond simple text replacement, the humanizer applies statistical analysis to ensure your content achieves a natural 'burstiness' (sentence length variation) and a human-like type-token ratio, moving your prose away from the flat, monotonous tone common in machine-generated outputs.
Installation
To integrate this agent skill into your OpenClaw environment, execute the following command in your terminal:
clawhub install openclaw/skills/skills/brandonwise/ai-humanizer
Ensure that you have the latest version of the OpenClaw agent runtime installed to maintain compatibility with the skill's pattern-detection database.
Use Cases
This skill is ideal for content marketers, ghostwriters, and developers who use AI tools for drafting but require a polished, authentic human voice for final publication. Use it to:
- De-AI professional blog posts or articles.
- Audit internal communications to ensure they don't sound like generic chatbot responses.
- Review academic or creative drafts for excessive hedging, sycophantic tone, or formulaic structures.
- Improve the readability scores of AI-generated documentation by injecting specific, domain-relevant terminology.
Example Prompts
- 'Humanize this marketing draft about cloud storage; it sounds too promotional and uses too many AI buzzwords like "tapestry" and "landscape".'
- 'Review this email for potential AI markers. It feels robotic and uses too many em-dashes and filler phrases. Rewrite it to sound more authoritative and direct.'
- 'Take this AI-generated summary and rewrite it to sound like a natural conversation. Focus on removing the "I hope this helps" and "In conclusion" tropes.'
Tips & Limitations
To get the best results, always specify the target tone (e.g., 'academic,' 'casual,' 'tech-focused'). While the humanizer is highly effective at catching 24 distinct patterns, human nuance—such as niche cultural references or highly specific emotional subtext—may still require a final human touch. Avoid processing highly sensitive legal documents through this tool unless you have reviewed the local data-handling policies of your OpenClaw setup.
Metadata
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Find the right skillPaste this into your clawhub.json to enable this plugin.
{
"plugins": {
"official-brandonwise-ai-humanizer": {
"enabled": true,
"auto_update": true
}
}
}