A specialized writing editor skill that identifies and strips away robotic AI patterns to restore a natural, human voice to your content.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install ai-text-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 ai-text-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 Text Refinement Skill?
The Humanizer skill is a sophisticated editing engine designed to bridge the gap between sterile AI-generated drafts and high-quality human prose. By leveraging insights from Wikipedia's AI Cleanup project, this extension for Openclaw Skills systematically scans for overused linguistic markers like "delve," "tapestry," and "pivotal," replacing them with concrete, punchy alternatives.
Beyond mere word replacement, it focuses on injecting soul into writing. This involves varying sentence rhythm, acknowledging complexity, and ensuring the final output reflects a genuine human perspective rather than a statistical average. It is an essential tool for developers and writers who use AI but require a final product that resonates with real readers.
Humanizer: AI Text Refinement Skill Use Cases
- Refactoring AI-generated documentation to sound more professional and less repetitive within Openclaw Skills workflows.
- Preparing blog posts or marketing copy by stripping away promotional fluff and rule of three clichés.
- Cleaning up technical reports to remove vague attributions like experts suggest in favor of specific, cited facts.
- Humanizing automated summaries or README files to ensure they don't trigger AI-detection patterns.
How Humanizer: AI Text Refinement Skill Works
- The skill scans the provided text or files using tools like Grep and Read to identify specific AI-generated markers.
- It categorizes detected issues into content, language, grammar, or style patterns based on a comprehensive 24-point checklist.
- The agent rewrites problematic sections to eliminate AI-isms while strictly preserving the original technical meaning.
- Personality and rhythm are injected by varying sentence lengths and adding specific, context-aware details.
- The final humanized version is written back to the workspace or presented to the user for final approval.
Humanizer: AI Text Refinement Skill Setup
To integrate the Humanizer skill into your environment, ensure you are running the latest version of the agent framework.
# Install the humanizer skill via the CLI
openclaw install humanizer
Configuration requires granting the skill access to specific file system tools. Ensure your configuration file allows the following tools: Read, Write, Edit, Grep, Glob, and AskUserQuestion. No additional API keys are required as the logic is processed via your existing LLM provider through Openclaw Skills.
Humanizer: AI Text Refinement Skill Data Schema & Taxonomy
The Humanizer skill processes raw text and markdown files, outputting refined content while maintaining a log of specific patterns addressed.
| Metadata Field | Description |
|---|---|
| Pattern Detected | The specific AI-ism identified, such as inflated symbolism or em dash overuse. |
| Original Text | The snippet of text flagged as sounding robotic or algorithmic. |
| Humanized Version | The rewritten text following natural language principles. |
| Pattern Category | Classification of the issue (e.g., Style, Language, or Communication Artifact). |
Humanizer: AI Text Refinement Skill Advanced Features
- Comprehensive detection of 24 distinct AI writing patterns based on the Wikipedia AI Cleanup project.
- Soul Injection logic that proactively adds first-person perspectives and acknowledges uncertainty where appropriate.
- Automated style correction including heading case normalization and curly-to-straight quote conversion.
- Support for bulk processing across entire directories using Glob and Grep tools.
- Detection and removal of collaborative communication artifacts like I hope this helps or as of my last training update.
SKILL.md
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