humanizer-zh去除文本中的 AI 生成痕迹。适用于编辑或审阅文本，使其听起来更自然、更像人类书写。 基于维基百科的"AI 写作特征"综合指南。检测并修复以下模式：夸大的象征意义、 宣传性语言、以 -ing 结尾的肤浅分析、模糊的归因、破折号过度使用、三段式法则、 AI 词汇、否定式排比、过多的连接性短语。
Install via ClawdBot CLI:
clawdbot install liuxy951129-cpu/humanizer-zhGrade Good — 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 Mar 1, 2026
适用于研究生或研究人员润色论文初稿，去除AI辅助写作产生的模式化语言、过度强调和宣传性措辞，使论文表达更严谨自然，符合学术出版要求。
帮助营销团队或广告文案人员审查AI生成的宣传文案，去除生硬的广告式语言、三段式法则和过度使用的连接词，使内容更具说服力和人性化触感。
用于审阅公司内部报告、白皮书或客户提案中可能存在的AI写作痕迹，如模糊归因、虚假范围和公式化结构，提升文档的专业性和可信度。
辅助编辑处理AI生成的新闻稿或文章草稿，修正过度强调、肤浅分析和协作交流痕迹，确保内容中立、事实清晰，符合新闻行业标准。
为作家或内容创作者提供AI生成文本的后期处理，去除同义词循环、否定式排比等模式，注入个性、节奏变化和真实观点，增强作品感染力。
提供基于云端的文本编辑平台，用户按月或按年订阅使用。可集成到写作软件或浏览器扩展中，按处理字数或功能层级收费。
向企业或开发者提供API接口，按调用次数收费。适用于集成到内容管理系统、教育平台或写作工具中，实现批量文本处理。
面向企业或机构提供定制化文本审阅服务、员工培训和工作坊。帮助团队掌握识别和修复AI写作痕迹的技能，提升内容质量。
💬 Integration Tip
建议将技能集成到写作流程的后期编辑阶段，先使用AI生成初稿，再调用此技能进行人性化优化，以平衡效率与质量。
Scored Apr 19, 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 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.
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Humanize AI-generated text to bypass detection. This humanizer rewrites ChatGPT, Claude, and GPT content to sound natural and pass AI detectors like GPTZero,...
Remove AI writing patterns from text. Use when editing, reviewing, or rewriting text to sound more natural and human-written. Detects patterns like inflated symbolism, promotional language, em dash overuse, AI vocabulary, and sycophantic tone.
A conversational creative thought partner that reveals hidden brilliance in your ideas through critical observations and paradox hunting. Use when someone wants to explore ideas, discover breakthrough insights, crystallize unnamed concepts, or develop original frameworks for writing, content creation, product development, or any creative endeavor.