Humanizer

Humanizer is a prompt skill for OpenClaw agents that systematically removes the telltale signs of AI-generated writing.

Based on Wikipedia's comprehensive "Signs of AI Writing" guide (maintained by WikiProject AI Cleanup), it covers 24 documented patterns across 5 categories:

Content Patterns

• Undue significance inflation ("pivotal moment", "testament to")
• Vague attributions ("experts argue", "observers note")
• Promotional language ("nestled", "breathtaking", "vibrant")
• Formulaic challenges sections
• Superficial -ing analyses

Language Patterns

• Overused AI vocabulary words ("delve", "underscore", "tapestry")
• Copula avoidance ("serves as" instead of "is")
• Negative parallelisms ("not just X, it's Y")
• Rule of three overuse
• Elegant variation / synonym cycling

Style Patterns

• Em dash overuse
• Boldface overuse
• Inline-header bullet lists
• Title case headings
• Emoji decoration

Communication Patterns

• Chatbot artifacts ("I hope this helps!", "Great question!")
• Knowledge-cutoff disclaimers
• Sycophantic tone

Filler & Hedging

• Filler phrases
• Excessive hedging
• Generic positive conclusions

Includes a mandatory usage section for Twitter/X posts, content outputs, and all external-facing prose. Comes with a full worked example showing before, draft, AI audit, and final rewrite.