humanizer-zh SKILL.md skillA
humanizer-zh from nicholyx/ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nicholyx/ai-skills/humanizer-zh@git:20260516.dd241a9Pins git:20260516.dd241a9 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nicholyx/ai-skills
- Path
.agents/skills/humanizer-zh/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260516.dd241a9, committed May 16, 2026
- First version recorded
- May 16, 2026
- Size
- 18,898 bytes
- Repository stars
- 6
- License
- Apache-2.0
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。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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"）： - 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。** 真实的人有复杂的感受。"这令人印象深刻但也有点不安"胜过"这令人印象深刻"。 **适当使用"我"。** 第一人称不是不专业——而是诚实。"我一直在思考……"或"让我困扰的是……"表明有真实的人在思考。 **允许一些混乱。** 完美的结构感觉像算法。跑题、题外话和半成型的想法是人性的体现。 **对感受要具体。** 不是"这令人担忧"，而是"凌晨三点没人看着的时候，智能体还在不停地运转，这让人不安"。 ### 改写前（干净但无灵魂）： > 实验产生了有趣的结果。智能体生成了 300 万行代码。一些开发者印象深刻，另一些则持怀疑态度。影响尚不明确。 ### 改写后（鲜活）： …
Read the whole file at its exact version.
How to install
mdr add nicholyx/ai-skills/humanizer-zh@sha256:e0edbdbc90086442The line at the top of this page pins the label git:20260516.dd241a9, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_kitjancrxus4ngyi)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on May 16, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260516.dd241a9 latest | 2026-05-16 | dd241a9 | 18,898 B | A | view · diff |
| git:20260516.4d9ab13 | 2026-05-16 | 4d9ab13 | 18,610 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (18898 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
nicholyx/ai-skills · 6 stars · license Apache-2.0 · pushed 2026-10-18 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_kitjancrxus4ngyi GET https://markdownregistry.com/api/v1/resolve?ref=nicholyx/ai-skills/humanizer-zh GET https://markdownregistry.com/api/v1/blob/e0edbdbc9008644263d5573fb59beac95794e188fd99c35012bfd79e9ae4beeb
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from nicholyx/ai-skills
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