An AI-driven text editor that identifies and removes common robotic patterns to make writing sound authentic and human.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install humanizer-3
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-3 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?
The Humanizer skill for Openclaw Skills is a sophisticated editing tool designed to strip away the telltale signs of machine-generated prose. Based on comprehensive research from Wikipedia's AI cleanup initiatives, it systematically identifies issues like inflated symbolism, overused AI vocabulary, and repetitive sentence structures.
Beyond just cleaning text, it focuses on injecting soul—personality, opinion, and rhythmic variety—into the content. This ensures your writing resonates with real human readers rather than sounding like a sterile, algorithmic output. By using this tool within Openclaw Skills, developers and writers can ensure their content maintains a professional yet authentic voice.
Humanizer Use Cases
- Refining blog posts and articles generated by LLMs to ensure they don't trigger AI slop detectors.
- Updating technical documentation to sound more approachable and less like a sterile press release.
- Humanizing business communication to build better rapport with clients through a more personal voice.
- Cleaning up Wikipedia-style entries by removing promotional language and vague attributions.
- Polishing marketing copy by stripping out overused buzzwords like pivotal, testament, and groundbreaking.
How Humanizer Works
- Scan the provided text for specific AI markers such as superficial -ing analyses and Rule of Three overuse.
- Identify and flag vague attributions, promotional puffery, and robotic filler phrases.
- Rewrite problematic sections to favor simple copulas and varied sentence lengths.
- Inject a human pulse by adding first-person perspectives, opinions, or acknowledgments of complexity where appropriate.
- Perform a final anti-AI pass to catch any remaining linguistic tells before delivering the polished version.
Humanizer Setup
To use this skill within the Openclaw Skills framework, ensure your environment is configured to allow file system access.
# Ensure your agent has access to the humanizer skill definition
# Enable the following tools in your environment:
# Read, Write, Edit, Grep, Glob, AskUserQuestion
The skill requires access to standard file tools to process your documents and provide a humanized output.
Humanizer Data Schema & Taxonomy
The skill processes raw text and produces humanized versions while maintaining a clear audit trail.
| Component | Description |
|---|---|
| Draft Rewrite | The initial attempt at removing AI patterns from the source text. |
| AI Detection Audit | A list of remaining tells that still sound robotic after the first pass. |
| Final Rewrite | The refined, human-ready text after the final audit pass. |
| Summary of Changes | An optional breakdown of specific patterns removed (e.g., em dash overuse). |
Humanizer Advanced Features
- Multi-pass refinement logic that identifies remaining AI patterns after the first rewrite to ensure maximum naturalness.
- Integration with Grep and Glob tools within Openclaw Skills to scan and humanize large directories of text files simultaneously.
- Context-aware voice matching that adjusts the humanization process for formal, casual, or highly technical requirements.
- Soul-injection framework that prioritizes human elements like tangents and mixed feelings over sterile algorithmic perfection.
- Dynamic reference system based on the Wikipedia:Signs of AI writing database for up-to-date pattern detection.
SKILL.md
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