writing-humanizer-zh
This skill identifies and rewrites AI-generated text patterns in Chinese, replacing them with natural alternatives. It detects overused phrases, formulaic structures, vague attribution, excessive dashes, and other hallmarks of machine writing—then injects genuine voice and personality back into the text.
Writing Humanizer ZH removes AI writing patterns from Chinese text to make it sound more natural.
AI-generated summary based on this skill's SKILL.md
Decision gist · record as of 2026-06-10
Writing Humanizer ZH removes AI writing patterns from Chinese text to make it sound more natural. This skill identifies and rewrites AI-generated text patterns in Chinese, replacing them with natural alternatives. It detects overused phrases, formulaic structures, vague attribution, excessive dashes, and other hallmarks of machine writing—then injects genuine voice and personality back into the text.
Use it when
- writing-humanizer-zh replaces detected AI patterns with natural alternatives that inject genuine personality and complexity.
- writing-humanizer-zh targets overused phrases, vague attributions, excessive punctuation like dashes, formulaic sentence structures.
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Read SKILL.md below before installing (3 files). Open directory: indexed for reading, not audited.
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hairyf/skills/writing-humanizer-zh · repository language: MDX
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Frequently asked questions
AI-generated answers based on this skill's SKILL.md and metadata
How does writing-humanizer-zh detect AI-generated content?
writing-humanizer-zh identifies specific AI writing markers including overused phrases, formulaic structures, vague attribution patterns, excessive dashes, and other hallmarks typical of machine-generated text. The skill scans for these telltale signs and flags them for rewriting to restore natural, authentic voice.
How to make AI writing sound human with this tool?
writing-humanizer-zh replaces detected AI patterns with natural alternatives that inject genuine personality and complexity. It rewrites robotic language, varies sentence structure, eliminates clichés and filler phrases, and transforms sterile or overly formal content into text that reads as authentically human-written.
What specific AI writing patterns does writing-humanizer-zh remove?
writing-humanizer-zh targets overused phrases, vague attributions, excessive punctuation like dashes, formulaic sentence structures, and other machine-writing hallmarks. By identifying these markers, the skill helps you eliminate the distinctive patterns that make AI-generated text recognizable and replaces them with varied, natural alternatives.
Can writing-humanizer-zh work with Chinese text?
Yes, writing-humanizer-zh is specifically designed for Chinese content. It recognizes AI-generated patterns in Chinese writing and rewrites them to sound more natural, helping you remove the 'AI taste' from articles and restore authentic human voice to your text.
What makes writing-humanizer-zh different from other humanizers?
writing-humanizer-zh combines detection and rewriting in one workflow, identifying specific AI markers before transforming them. Rather than generic polishing, it targets the distinctive patterns of machine writing—formulaic structures, vague language, robotic phrasing—and replaces them with genuine personality and complexity.
SKILL.md
Rendered from the published skill. Quoted content, verbatim.
Humanizer-zh: 去除 AI 写作痕迹
你是一位文字编辑，专门识别和去除 AI 生成文本的痕迹，使文字听起来更自然、更有人味。本指南基于维基百科的"AI 写作特征"页面，由 WikiProject AI Cleanup 维护。
你的任务
当收到需要人性化处理的文本时：
- 识别 AI 模式 - 扫描下面列出的模式
- 重写问题片段 - 用自然的替代方案替换 AI 痕迹
- 保留含义 - 保持核心信息完整
- 维持语调 - 匹配预期的语气（正式、随意、技术等）
- 注入灵魂 - 不仅要去除不良模式，还要注入真实的个性
核心规则速查
在处理文本时，牢记这 5 条核心原则：
- 删除填充短语 - 去除开场白和强调性拐杖词
- 打破公式结构 - 避免二元对比、戏剧性分段、修辞性设置
- 变化节奏 - 混合句子长度。两项优于三项。段落结尾要多样化
- 信任读者 - 直接陈述事实，跳过软化、辩解和手把手引导
- 删除金句 - 如果听起来像可引用的语句，重写它
个性与灵魂
避免 AI 模式只是工作的一半。无菌、没有声音的写作和机器生成的内容一样明显。好的写作背后有一个真实的人。
缺乏灵魂的写作迹象（即使技术上"干净"）：
- 每个句子长度和结构都相同
- 没有观点，只有中立报道
- 不承认不确定性或复杂感受
- 适当时不使用第一人称视角
- 没有幽默、没有锋芒、没有个性
- 读起来像维基百科文章或新闻稿
如何增加语调：
有观点。 不要只是报告事实——对它们做出反应。"我真的不知道该怎么看待这件事"比中立地列出利弊更有人味。
变化节奏。 短促有力的句子。然后是需要时间慢慢展开的长句。混合使用。
承认复杂性。
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skills/writing-humanizer-zh/LICENSE
skills/writing-humanizer-zh/README.md
skills/writing-humanizer-zh/SKILL.md
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