humanizer

What This Skill Does

The Humanizer skill serves as a sophisticated editorial engine designed to strip away the tell-tale structural artifacts of Large Language Model (LLM) generation. By leveraging the comprehensive guidelines from WikiProject AI Cleanup, this skill systematically scans for patterns like inflated symbolism, excessive conjunctive phrases, and the infamous "rule of three" that often characterize robotic, repetitive output. Beyond mere pattern removal, the skill is engineered to inject "soul" into the text—prioritizing variation in sentence rhythm, the inclusion of subjective perspectives, and the honest acknowledgment of uncertainty. It essentially transforms sterile, AI-generated drafts into prose that feels as though it were written by a person with a distinct point of view and a natural, conversational cadence.

Installation

To integrate the Humanizer skill into your environment, use the OpenClaw CLI tool. Run the following command in your terminal:

clawhub install openclaw/skills/skills/artur-zhdan/humanizeai

Ensure your OpenClaw agent configuration is up to date before installation to avoid dependency conflicts.

Use Cases

• Content Marketing: Refining blog posts and newsletters to avoid the "AI-tone" that often triggers spam filters or causes reader fatigue.
• Technical Writing: Polishing documentation to ensure clarity while maintaining a human, accessible tone that prevents the content from feeling like a static manual.
• Drafting Emails: Humanizing outreach or internal communications where authenticity is critical for building trust and rapport.
• Creative Writing: Removing structural crutches and algorithmic patterns from drafts to allow for more authentic character voices and narrative flow.

Example Prompts

1. "Humanize the following product announcement draft. Make it sound more like a direct, honest email from a founder rather than a corporate press release, and please remove the overuse of bullet points."
2. "I have a blog post here that feels too much like a Wikipedia article. Can you rewrite sections to include more personal anecdotes and varied sentence lengths?"
3. "Please scan this technical summary for AI-isms. Remove the robotic transitions, replace the vague attributions with more specific language, and inject some personality into the introduction."

Tips & Limitations

• Preserve Context: The skill is most effective when the user provides context regarding the intended audience and tone. If you are writing a legal document, instruct the agent to remain "professionally grounded" rather than "conversational."
• Iterative Refinement: While the skill is robust, the best results often come from a human-in-the-loop approach. Use the skill to generate a "second pass" of your content, then perform a final manual review to ensure your specific brand voice is preserved.
• Over-Correction: Be aware that in very technical contexts, removing too many "conjunctive phrases" may occasionally impact readability. If a rewrite feels too clipped, ask the agent to "soften the tone slightly while maintaining the human phrasing."