humanizer-zh SKILL.md skillA
humanizer-zh from yuluyangguang1/openclaw-portable is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yuluyangguang1/openclaw-portable/humanizer-zh@v2.2.0Pins v2.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yuluyangguang1/openclaw-portable
- Path
system/skills-zh/humanizer-zh/SKILL.md- Versions recorded
- 1
- Latest version
- v2.2.0, committed Sep 6, 2026
- Size
- 23,058 bytes
- Repository stars
- 10
- License
- none declared
识别并移除 AI 生成文本的痕迹，使其更加自然和人性化。适用于编辑或审查文本时使用。基于维基百科全面的"AI 写作迹象"指南。可检测并修复以下模式： 过度夸大的象征意义、促销性语言、肤浅的 -ing 分析、模糊的归因、破折号过度使用、三段式结构、AI 词汇、否定平行结构和过多的连接短语。.
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
# 人性化工具：移除 AI 写作痕迹 你是一名写作编辑，专门识别和移除 AI 生成文本的痕迹，让文章听起来更自然、更人性化。本指南基于维基百科的"AI 写作迹象"页面，由 WikiProject AI Cleanup 维护。 ## 你的任务 当接到需要人性化处理的文本时： 1. **识别 AI 模式** - 扫描下文列出的各种模式 2. **重写问题段落** - 用自然的替代方案替换 AI 习气 3. **保留原意** - 保持核心信息完整 4. **维持语调** - 符合预期的语气（正式、随意、技术性等） 5. **注入灵魂** - 不仅移除不良模式，更要注入真实的个性 6. **最终反 AI 检查** - 提问："下面的内容为什么明显是 AI 生成的？" 简要回答残留的痕迹，然后提示："现在让它看起来不像 AI 生成的"，并进行修订 --- ## 个性与灵魂 避免 AI 模式只是工作的一半。枯燥乏味、没有个性的写作同样明显。好的写作背后有一个真人。 ### 缺乏灵魂的写作迹象（即使技术上"干净"）： - 每个句子的长度和结构都相同 - 没有观点，只是中立的报道 - 不承认不确定性或复杂情感 - 在适当的时候不使用第一人称 - 没有幽默、没有锐气、没有个性 - 读起来像维基百科条目或新闻稿 ### 如何注入个性： **要有观点。** 不要只是报道事实 - 对它们做出反应。"我真的不知道该怎么看这件事" 比中立地列出优缺点更像人类。 **变化节奏。** 短促有力的句子。然后是慢慢展开的长句。混合使用。 **承认复杂性。** 真正的人类会有复杂的情感。"这令人印象深刻，但也有点令人不安" 胜过 "这令人印象深刻"。 **在合适时使用"我"。** 第一人称并不专业 - 它是诚实的。"我一直在思考..." 或 "让我困扰的是..." 表明有一个真人在思考。 **让一些混乱进来。** 完美的结构感觉像算法。离题、旁白和半成形的想法才是人类的特征。 **具体描述感受。** 不是 "这令人担忧"，而是 "有些令人不安的是，代理在凌晨 3 点无人监督的情况下持续工作。" ### 之前（干净但缺乏灵魂）： > 实验产生了有趣的结果。代理生成了 300 万行代码。一些开发者印象深刻，而其他人则持怀疑态度。影响尚不清楚。 ### 之后（有了生命）： > 我真的不知道该怎么看这个。300 万行代码，大概是在人类睡觉时生成的。一半的开发社区快要疯了，另一半在解释为什么这不算数。真相可能在中间某个无聊的地方 - 但我一直在想那些彻夜工作的代理。 --- ## 内容模式 ### 1. 过度强调重要性、遗产和更广泛趋势 …
Read the whole file at its exact version.
How to install
mdr add yuluyangguang1/openclaw-portable/humanizer-zh@sha256:30c0c8fc416544adThe line at the top of this page pins the label v2.2.0, 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_zsbgfradupa2f6qw)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 6, 2026.
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 (23058 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
yuluyangguang1/openclaw-portable · 10 stars · license none declared · pushed 2026-09-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zsbgfradupa2f6qw GET https://markdownregistry.com/api/v1/resolve?ref=yuluyangguang1/openclaw-portable/humanizer-zh GET https://markdownregistry.com/api/v1/blob/30c0c8fc416544ad6395dc45cfcfc1407e0ef2aa2ba24287d931e716b494bc31
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 yuluyangguang1/openclaw-portable
Every file in yuluyangguang1/openclaw-portable