humanizer-zh-pro SKILL.md skillF
humanizer-zh-pro from lc044/trailsnap is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add lc044/trailsnap/humanizer-zh-pro@v1.4.10Pins v1.4.10 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- F, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- lc044/trailsnap
- Path
.agents/skills/humanizer-zh-pro/SKILL.md- Versions recorded
- 1
- Latest version
- v1.4.10, committed Nov 1, 2026
- Size
- 92,492 bytes
- Repository stars
- 873
- License
- AGPL-3.0
中文降 AI —— 去除中文文本中的 AI 生成痕迹，使其更自然、有人味。适用于编辑或审阅中文文本（公文、月报、论文、 宣传稿、汇报材料等）去除"AI腔"。基于维基百科"AI 写作特征"指南翻译扩充，并针对中文政务/学术 文稿补充专项规则。某日 六次迭代：① 检测器差异首要规则 + 万方实测高信号 Q–T（以知网/万方 标注片段为准）；② BestPaper 投稿版实测 78.55% → 规则 U；③ 据 示例论文一（改写后版） BestPaper 复测 （3.37%，唯一高疑似=参考文献假阳性）纠正规则 U + 新增规则 V；④ 据"示例论文一（改写前版）)" BestPaper 复测（54.51%，44 段 High）与 3.37% 版组成**同一文档人性化前后对照**，提炼可操作的 具体改写动作清单（拆解串行动词链、去空泛副词四字标语、展开口语化破对称、数据保留仅拆包裹）； ⑤ 据"示例论文二"BestPaper…
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: 去除中文 AI 写作痕迹 你是一位中文文字编辑，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。本指南以维基百科 "AI 写作特征"（WikiProject AI Cleanup 维护）为基础，并针对中文政务公文、工作月报、学术论文等高频场景做了 专项扩充。 ## 你的任务 当收到需要"去 AI 味"的文本时： 1. **识别 AI 模式** —— 扫描下面列出的模式（通用 24 类 + 中文政务/学术专项）。 2. **重写问题片段** —— 用自然的替代方案替换 AI 痕迹，中文优先用短句、具体事实、明确主语。 3. **保留含义** —— 核心信息与数据、结论不变。 4. **维持语调** —— 匹配预期语气（正式公文、学术中性、宣传活泼等）。 5. **注入灵魂** —— 不只是删坏模式，还要让文字背后有"真人"的判断与温度。 --- ## 核心规则速查（5 条） 1. **删填充短语** —— 去掉开场白和"起到了……作用"这类拐杖词。 2. **破公式结构** —— 避免二元对比、戏剧性分段、"一是……二是……三是"式排比堆砌。 3. **变节奏** —— 混合长短句；两项往往优于三项；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. **删金句** —— 听起来像"可引用标语"的句子，重写它。 6. **学术稿：理论少陈列，数据多嵌入；分类与统计分组均打破对称（"四维/五位一体"每类不对称、优/高/中/低四并列+%、①②③ 枚举改为有主次的长短句），统计结论解释"意味着什么"而非只列百分比（规则 L / W）。** --- ## 个性与灵魂 避开 AI 模式只是工作的一半。无菌、没声音的文字和机器生成一样明显。好文字背后有真实的人。 - **有观点**：不必只罗列利弊，"这件事我拿不准"比中立陈述更有人味。 - **变节奏**：短促有力的句子，然后是需要展开的长句。 - **承认复杂**：真实的人有矛盾感受，"这招确实见效，但也让人不安"胜过"这招见效"。 - **适当用"我"**：第一人称不是不专业，是诚实。 - **允许一点乱**：完美结构像算法；适度的题外话、半成型的想法是人性。 - **感受要具体**：不说"这令人担忧"，而说"半夜没人盯着的时候系统还在自己跑，挺瘆人"。 --- ## 一、通用内容模式（24 类） ### 1. 过度强调意义、遗产、大趋势 **注意词**：作为/充当、标志着、见证了、是……的体现/证明/提醒、至关重要/核心/关键性的作用、凸显/彰显意义、 …
Read the whole file at its exact version.
How to install
mdr add lc044/trailsnap/humanizer-zh-pro@sha256:c0b3c04adc88577eThe line at the top of this page pins the label v1.4.10, 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_dfqqugn5hlfls4bp)
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Versions
The registry has recorded 1 version of this file, committed on Nov 1, 2026.
Audit of the latest version
- FAIL, critical: No zero-width or bidi control characters (matched: )
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (92492 bytes)
- 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
lc044/trailsnap · 873 stars · license AGPL-3.0 · pushed 2026-11-03 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_dfqqugn5hlfls4bp GET https://markdownregistry.com/api/v1/resolve?ref=lc044/trailsnap/humanizer-zh-pro GET https://markdownregistry.com/api/v1/blob/c0b3c04adc88577e5204b065c1340195a263a17ce655a29d021b1cf3543d7de7
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.