zh-humanizerRemoves AI-style writing traces to make text sound naturally written by a real author, primarily in Chinese-language contexts.
Install via ClawdBot CLI:
clawdbot install nanbingxyz/zh-humanizerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 20, 2026
A marketing agency needs to adapt AI-generated campaign copy for Chinese social media platforms like WeChat and Douyin. The raw AI output often contains formal, generic phrasing that lacks the conversational tone and cultural nuance required to engage local audiences effectively. This skill helps rewrite the content to sound like it was crafted by a native copywriter, removing AI clichés and making it more relatable.
University students or researchers use AI tools to draft sections of papers or literature reviews. The initial drafts frequently exhibit 'AI writing features' such as repetitive structural templates, inflated language, and vague authoritative claims. This skill refines the text to meet academic standards for clarity and originality, ensuring it reads as a coherent human-authored work before submission.
HR or internal comms teams generate policy updates, training materials, or company announcements using AI assistants. The output can sound overly formal, promotional, or mechanically structured, which may reduce employee engagement. This skill humanizes the language to foster a more authentic and direct internal voice, improving readability and trust.
Online retailers use AI to generate bulk product descriptions for platforms like Taobao or JD.com. The AI text often relies on exaggerated marketing terms ('top-tier', 'all-in-one') and repetitive templates, making listings sound generic and untrustworthy. This skill rewrites descriptions to be more specific, objective, and persuasive, mimicking the style of a skilled salesperson.
A tech company localizes software documentation or user manuals from English to Chinese. Direct AI translation can produce stiff, unnatural prose filled with technical jargon and awkward phrasing. This skill post-processes the translated text to ensure it flows naturally for Chinese readers, removing translation artifacts and aligning with local technical writing conventions.
Offer the skill as part of a cloud-based writing assistant platform. Users pay a monthly or annual fee to access the humanization tool alongside other editing features. This model provides recurring revenue and scales easily with user growth, targeting businesses and professionals who regularly produce Chinese content.
License the core humanization engine as an API to other software developers, content management systems, or AI platforms. Clients integrate the functionality into their own applications, paying based on API call volume or through tiered licensing agreements. This model leverages B2B partnerships and expands market reach indirectly.
Develop a mobile app that allows users to paste text and receive humanized versions. Offer basic functionality for free with limited daily uses, then charge for premium features like batch processing, custom style templates, or advanced editing tools. This model attracts individual users and monetizes through in-app purchases or subscriptions.
💬 Integration Tip
Integrate this skill as a post-processing step in any content generation pipeline; ensure it runs after initial AI drafting but before final human review to maximize efficiency.
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...