chen-humanizerRemove 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...
Install via ClawdBot CLI:
clawdbot install cs995279497-byte/chen-humanizerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writingAudited Apr 17, 2026 · audit v1.0
Generated Oct 7, 2026
Editors run Chen Humanizer as the last step before publishing blog posts, whitepapers, and case studies that were drafted or expanded by LLMs. It strips telltale AI phrasing, tightens vague claims, and adjusts rhythm so the voice matches the brand instead of reading like generic ChatGPT output.
Researchers and academic editors use the skill to review literature reviews, abstracts, and grant narratives for AI-typical inflation, repetitive conjunctives, and superficial -ing analysis. It preserves technical accuracy while reducing the telltale patterns that journals and reviewers increasingly flag.
Editors at digital newsrooms apply the skill to draft articles produced with AI assistance, removing promotional tone and unsupported notability claims before publication. The tool helps maintain editorial standards while keeping the reporting style conversational and direct.
Technical writers and localization managers run support articles, release notes, and onboarding docs through the humanizer to replace stiff AI phrasing with clear, human-sounding instructions. It helps documentation read like it was written by a product expert rather than assembled from templates.
Solo creators and newsletter writers use the skill to review AI-assisted drafts before sending to subscribers, adding personality, opinions, and rhythm while cutting rule-of-three constructions and em dash overuse. It helps maintain a distinctive voice across high-volume publishing schedules.
Offer a limited free tier for basic AI-pattern detection and a paid subscription for full rewrites, saved style profiles, and team collaboration. The free version drives adoption among individual writers, while paid plans target content teams that need consistent brand voice across many documents.
License the humanizer as an API that plugs into content management systems, newsroom tools, and academic submission platforms. Platforms pay based on volume of text processed, enabling seamless AI-detection and rewriting inside the tools editors already use.
Package the skill with custom style guides, audit logs, and approval workflows for large marketing, media, or academic organizations. The enterprise offering includes onboarding, training, and support to enforce human-writing standards across many contributors.
💬 Integration Tip
Start with Read and Grep to scan existing text for flagged patterns, then use Edit or Write to apply targeted rewrites one section at a time. Use AskUserQuestion to confirm tone and voice preferences before making broad changes.
Scored Oct 7, 2026
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