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.
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 15, 2026
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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...