A sophisticated editing skill that systematically removes AI writing signatures to produce text with authentic human soul and personality.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install wikipedia-humanizer
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 wikipedia-humanizer 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 Writing Editor?
The Humanizer skill for Openclaw Skills is a specialized writing editor designed to purge the distinct signatures of machine-generated text. Based on the comprehensive research from Wikipedia's AI Cleanup project, this tool identifies twenty-four distinct patterns—from inflated symbolism and promotional fluff to repetitive grammatical structures like the rule of three and em dash overuse. Unlike simple paraphrasers, this skill focuses on injecting rhythm, opinion, and complexity back into the prose to ensure it resonates as truly human-written.
By implementing this skill within your agent workflow, you can ensure that your content avoids the sterile, voiceless quality typical of modern LLMs. Using Openclaw Skills allows your agent to not only clean up technical 'tells' but also to take a stance, vary sentence length, and acknowledge nuance in a way that algorithmic generation often misses. It is an essential tool for anyone needing to maintain a high-quality, authentic digital presence.
Humanizer AI Writing Editor Use Cases
- Polishing AI-assisted blog posts to ensure they sound like a personal narrative.
- Removing promotional 'slop' and significance inflation from technical documentation.
- Refining Wikipedia contributions to meet strict community standards for neutral, human-written tone.
- Converting generic marketing copy into punchy, opinionated, and engaging content.
- Sanitizing professional correspondence to remove servile or sycophantic chatbot artifacts.
How Humanizer AI Writing Editor Works
- The skill scans the provided text for high-frequency AI vocabulary and structural patterns.
- It identifies and replaces vague attributions and 'weasel words' with specific, sourced data.
- Robotic formatting, such as excessive bolding and emoji-laden headers, is stripped away for a cleaner look.
- A 'soul injection' pass is performed to vary sentence rhythm and add a first-person perspective where appropriate.
- The skill runs a final anti-AI audit by asking 'What makes this obviously AI?' and revising based on the answer.
Humanizer AI Writing Editor Setup
To integrate the Humanizer into your agent, ensure you have the necessary file permissions for reading and editing. Use the following command to initialize the skill within your environment:
# Install the skill to your project
openclaw add humanizer
# Run a scan on specific files
openclaw run humanizer --path ./drafts/article.md
Humanizer AI Writing Editor Data Schema & Taxonomy
The Humanizer skill processes text through a multi-stage pipeline, tracking modifications via the following schema:
| Attribute | Description |
|---|---|
source_text |
The original markdown or plain text input. |
patterns_detected |
An internal list of identified AI signatures (e.g., 'rule of three', 'em dash overuse'). |
draft_rewrite |
The initial humanized version after the first pass. |
audit_report |
Brief bullet points identifying remaining AI tells after the draft pass. |
final_output |
The polished, high-quality humanized text string. |
Humanizer AI Writing Editor Advanced Features
- Multi-Pass Auditing: Automatically performs a self-critique to identify remaining robotic signatures before final output.
- Tone Matching: Adjusts the 'soul' level from formal technical reporting to highly personal, opinionated commentary.
- Bulk Processing: Uses Glob and Grep tools to identify and humanize AI patterns across entire directories of documentation.
- Wikipedia Compliance: Includes a specialized mode strictly adhering to the Signs of AI Writing guidelines maintained by WikiProject AI Cleanup.
SKILL.md
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