An AI-driven skill designed to identify AI writing patterns and rewrite text to make it sound natural, authentic, and uniquely human.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install humanizer-ai
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install humanizer-ai using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Humanizer AI?
The Humanizer AI skill is designed to bridge the gap between algorithmic generation and authentic human expression. It systematically scans text to detect telltale signs of AI authorship—such as repetitive sentence structures, overused transition words, and a lack of personal perspective—and transforms them into vibrant, engaging copy.
Unlike basic paraphrasing tools that simply swap synonyms, this skill injects soul, rhythm, and character into the writing. It addresses the emotional flatness of AI content by introducing varied sentence lengths, realistic nuance, and subjective opinions, making the final output indistinguishable from high-quality human writing.
Humanizer AI Use Cases
- De-AI Content Creation: Rewriting marketing copy, blog posts, or articles to remove high-frequency AI words and robotic phrasing.
- Polishing AI Drafts: Refining initial AI-generated drafts to make them sound natural and less like a Wikipedia page or a formal press release.
- Removing AI Chat Traces: Cleaning up residual conversational ticks from LLMs, such as starting with "Certainly!" or ending with "Hope this helps!"
- Adding Voice and Rhythm: Transforming flat, neutral reports into engaging pieces with distinct opinions, varied sentence flows, and authentic personality.
How Humanizer AI Works
- Scan for Patterns: Check the input text against a specialized dictionary of common AI markers, such as overused copula substitutes, negative parallelisms, and structural clichés.
- Rewrite Point by Point: Systematically replace detected problematic expressions and formulaic structures with natural, everyday vocabulary and direct phrasing.
- Inject Soul and Rhythm: Restructure the writing by varying sentence lengths, introducing subjective perspectives, allowing natural phrasing, and using first-person pronouns where appropriate to establish an authentic human voice.
- Generate Humanized Output: Deliver a brief revision summary detailing the changes made, followed by the fully humanized, natural-sounding final text.
Humanizer AI Setup
To activate the Humanizer AI skill within your Openclaw Skills environment, configure your project workspace to include the skill and its dependencies:
# Initialize the skill in your project workspace
openclaw install humanizer-ai
# Ensure the reference patterns directory is populated
mkdir -p references
touch references/patterns.md
Ensure that references/patterns.md contains the comprehensive list of AI patterns and high-frequency vocabulary for the scan engine to reference.
Humanizer AI Data Schema & Taxonomy
The Humanizer AI skill organizes its rewriting logic and data structure using reference markdown files and structured output formats:
Required Files
| File Path | Description |
|---|---|
references/patterns.md |
Contains the complete dictionary of AI patterns, high-frequency words, and rewrite guidelines. |
Output Format
The output generated by the skill is strictly organized into two sections:
- Revision Summary: A brief, bulleted explanation of what structural patterns and word choices were modified.
- Rewritten Text: The polished, final version of the text containing a natural human voice.
Humanizer AI Advanced Features
- Pattern Matching Customization: Extend
references/patterns.mdto add custom brand rules or exclude specific company jargon from being flagged as AI text. - Soul-First Restructuring: Dynamically adjusts the emotional tone and rhythm of the text, transitioning it from a dry, neutral point of view to an opinionated, engaging perspective.
- Multi-Agent Copyediting: Can be chained with other Openclaw Skills to automatically humanize raw outputs generated by backend coding or research agents before final delivery.
SKILL.md
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