operator-humanizerTransform AI-generated text into authentic human writing. Detects and eliminates AI tells across 24 content/language/style/communication patterns, 500+ AI vo...
Install via ClawdBot CLI:
clawdbot install kevjade/operator-humanizerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 20, 2026
Marketing teams use this skill to rewrite AI-generated blog posts, social media captions, and email newsletters, removing robotic patterns like jargon and promotional language to sound authentic and engage audiences. It ensures content avoids banned vocabulary and structural clichés, making it relatable for B2C or B2B campaigns.
Researchers and students apply the skill to refine AI-assisted drafts of papers or reports, eliminating AI tells such as vague attributions and emphasis crutches to meet publication standards. It helps inject a natural academic voice by checking for statistical signals and adding personality through specific details.
Support teams utilize the skill to humanize automated chatbot responses or email templates, removing artifacts like sycophancy and generic conclusions to improve customer interactions. It transforms robotic language into conversational, empathetic communication that builds trust.
Writers and filmmakers employ the skill to edit AI-generated scripts or narratives, breaking structural clichés like binary contrasts and injecting rhythm variation for authentic dialogue. It ensures texts sound like real human speech, suitable for films, podcasts, or novels.
Corporate professionals use the skill to revise AI-crafted internal memos, presentations, or reports, cutting throat-clearing openers and passive voice to enhance clarity and professionalism. It makes business documents sound less polished and more direct, aligning with company culture.
Offer the skill as a cloud-based API or web app with tiered pricing (e.g., free for basic scans, premium for advanced pattern detection and personality injection). Revenue comes from monthly subscriptions targeting content creators and businesses needing bulk humanization.
Integrate the skill into popular platforms like WordPress, Google Docs, or Slack as a free plugin with paid upgrades for advanced features like real-time editing and reference file access. Revenue is generated through in-app purchases and enterprise licenses.
Provide personalized consulting or workshops to organizations on using the skill for specific use cases, such as marketing or customer service, with custom rule sets and ongoing support. Revenue is derived from project-based fees and retainer contracts.
💬 Integration Tip
Integrate the skill into existing content workflows by using its reference files as checklists, and test on small text samples first to adjust for specific voice requirements.
Scored Apr 15, 2026
Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.
Humanize AI-generated text to bypass detection. This humanizer rewrites ChatGPT, Claude, and GPT content to sound natural and pass AI detectors like GPTZero,...
You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.
Collaborative thinking partner for exploring complex problems through questioning
Humanize AI-generated text by detecting and removing patterns typical of LLM output. Rewrites text to sound natural, specific, and human. Uses 24 pattern detectors, 500+ AI vocabulary terms across 3 tiers, and statistical analysis (burstiness, type-token ratio, readability) for comprehensive detection. Use when asked to humanize text, de-AI writing, make content sound more natural/human, review writing for AI patterns, score text for AI detection, or improve AI-generated drafts. Covers content, language, style, communication, and filler categories.
Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comp...