humanizer-zh
Humanizer-zh is a text editing skill that identifies and removes common AI-generated writing patterns to make content sound more natural and human-like. It provides a structured process for rewriting text by eliminating filler phrases, formulaic structures, and vague attributions while injecting personality and specific detail.
Is humanizer-zh safe to install?
Safe to install: our audit of humanizer-zh's source files found 0 shell commands, 0 external URLs, file reads and writes (low risk). Every command and URL listed appears verbatim in the skill's source. The skill performs text processing and editing. It does not execute shell commands or make network requests.
How we audit skills: our security review methodology.
Who is this skill for?
Editors, writers, and content reviewers who need to refine AI-generated drafts to improve readability and authenticity.
What can you do with it?
- Editing AI-generated articles to remove robotic phrasing.
- Reviewing text for excessive use of filler words and AI-specific vocabulary.
- Refining content to improve sentence rhythm and structural variety.
- Replacing vague attributions with specific, verifiable details.
- Evaluating text quality using a provided 50-point scoring system.
How good is this skill?
Quality score: 5/10. The skill provides a comprehensive and well-structured guide for humanizing text. It is highly specific and actionable, though it relies on manual user input for the editing process rather than automated batch processing.
What does the skill file contain?
# 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： 1. **识别 AI 模式** - 扫描下面列出的模式 2. **重写问题片段** - 用自然的替代方案替换 AI 痕迹 3. **保留含义** - 保持核心信息完整 4. **维持语调** - 匹配预期的语气（正式、随意、技术等） 5. **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： 1. **删除填充短语** - 去除开场白和强调性拐杖词 2. **打破公式结构** - 避免二元对比、戏剧性分段、修辞性设置 3. **变化节奏** - 混合句子长度。两项优于三项。段落结尾要多样化 4. **信任读者** - 直接陈述事实，跳过软化、辩解和手把手引导 5. **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"）...
Frequently asked questions
What specific AI patterns does this skill target?
It targets patterns such as exaggerated symbolism, promotional language, superficial analysis ending in -ing, vague attribution, excessive dash usage, the rule of three, AI-specific vocabulary, negative parallelism, and excessive connective phrases.
How does the skill evaluate the quality of the rewritten text?
It uses a 50-point scale across five dimensions: directness, rhythm, trust in the reader, authenticity, and refinement.
Does the skill require external API access?
No, the skill operates based on internal guidelines and logic derived from the Wikipedia 'Signs of AI writing' project.
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