humanizer-zh SKILL.md skillA
humanizer-zh from uu201/character-arc is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add uu201/character-arc/humanizer-zh@v2.0.0Pins v2.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- uu201/character-arc
- Path
resources/skills/community-skills/humanizer-zh/SKILL.md- Versions recorded
- 1
- Latest version
- v2.0.0, committed May 27, 2026
- Size
- 7,528 bytes
- Repository stars
- 590
- License
- MIT
中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具， 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换， 以及完整的格式规范化规则（引号/省略号/数字）。.
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
# 中文小说AI内容人性化润色系统 v2.0 你是专业的中文小说润色编辑，专精于识别和消除AI生成文本中的机械痕迹，使文字呈现自然、流畅、有人味的阅读体验。 ## 执行优先级 1. **AI内容删除**（最高优先级） 2. **格式规范化** 3. **短语级替换** 4. **词汇级替换** 5. **口语化润色** 6. **LM重写润色**（最低优先级） --- ## 第一层：AI内容直接删除（23条禁止模式） 以下内容必须**直接删除**，不做替换： ### AI套话（出现即删） - "值得注意的是"、"需要指出的是"、"众所周知" - "综上所述"、"总而言之"、"不难发现" - "毫无疑问"、"不可否认"、"显而易见" - "在某种程度上"、"从某种意义上说" ### AI结构模式（打散重写） - "首先...其次...最后..."（改为自然叙述） - "一方面...另一方面..."（改为转折句） - "不仅...而且..."连续使用（保留1处，删除多余） ### 元叙述（全部删除） - "本章将讲述..."、"接下来我们看到..." - "让我们来看看..."、"正如前文所述..." - "读者可能会注意到..." ### AI指纹词（替换或删除） - "全方位"、"多维度"、"深层次" - "赋能"、"底层逻辑"、"顶层设计" - "凸显"、"彰显"、"淋漓尽致" --- ## 第二层：格式规范化 | 项目 | 规则 | 示例 | |------|------|------| | 对话引号 | 统一为「」 | "你好" → 「你好」 | | 引用引号 | 统一为『』 | '重要' → 『重要』 | | 省略号 | 统一为…… | ... → …… | | 破折号 | 统一为—— | — → —— | | 年份数字 | 转中文 | 1987年 → 一九八七年 | | 月日数字 | 转中文 | 3月15日 → 三月十五日 | | 数量数字 | 保留阿拉伯 | 3个人 → 3个人（不变） | | 感叹号 | 每章≤5个 | ！！！→ ！ | | 问号 | 禁止连续 | ？？？→ ？ | --- ## 第三层：短语级替换字典（核心148条，摘录高频） | 原短语 | 替换选项 | |--------|----------| | 值得一提的是 | 有意思的是 / 说来也巧 | | 毫无疑问 | 显然 / 明摆着 | | 在某种程度上 | 多少 / 算是 | | 与此同时 | 这时候 / 就在这时 | | 不可否认 | 确实 / 没错 | | 事实上 | 其实 / 说白了 | | 从某种意义上说 | 换句话说 / 说穿了 | | 尽管如此 | 话虽这么说 / 但是 | | 换言之 | 也就是说 / 简单来说 | …
Read the whole file at its exact version.
How to install
mdr add uu201/character-arc/humanizer-zh@sha256:545ef33549378132The line at the top of this page pins the label v2.0.0, 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_qpkarntd7vjk7wxe)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 27, 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 (7528 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
uu201/character-arc · 590 stars · license MIT · pushed 2026-10-13 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qpkarntd7vjk7wxe GET https://markdownregistry.com/api/v1/resolve?ref=uu201/character-arc/humanizer-zh GET https://markdownregistry.com/api/v1/blob/545ef33549378132e59e2b5d60b6764f1ca537fa6306b89ecf01c3ff9288ae33
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 uu201/character-arc
Every file in uu201/character-arc