lls-human-writing-editor SKILL.md skillA
lls-human-writing-editor from philrobinluo/ai-coevolution-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add philrobinluo/ai-coevolution-skills/lls-human-writing-editor@git:20260728.30a6cbaPins git:20260728.30a6cba in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- philrobinluo/ai-coevolution-skills
- Path
skills/lls-human-writing-editor/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260728.30a6cba, committed Jul 28, 2026
- First version recorded
- Jul 28, 2026
- Size
- 6,904 bytes
- Repository stars
- 4
- License
- a license file GitHub does not identify
在不改变事实、立场和作者身份的前提下，把已有文章、演讲、邮件或口播草稿编辑得更具体、自然、可朗读并保留个人声音。用于删除模板套话、重复结论、假性结构、抽象名词和无信息修辞，恢复动作、细节、句子节奏和真实取舍时；必须保留事实账本与修改边界，不虚构经历、采访、情绪、数字或作者从未表达的观点。.
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
<!-- workbuddy-install: published; slug: lls-human-writing-editor --> ## 在 WorkBuddy 中找到并安装 **Skill slug：`lls-human-writing-editor`** 在 WorkBuddy 新会话粘贴： ```text 请按 https://skillhub.cn/install/skillhub.md 检查 SkillHub，搜索 `lls-human-writing-editor`；仅在 slug 完全一致时安装到 `~/.workbuddy/skills/`。安装后读取 `~/.workbuddy/skills/lls-human-writing-editor/SKILL.md`，核对 name、version 和实际路径，然后新开会话触发该 Skill。 ``` 也可以打开左侧「技能」→「添加技能 / 查找技能」，搜索 `lls-human-writing-editor` 后安装；界面文字可能随 WorkBuddy 版本变化。 # 罗老师真人化写作编辑 ## 它不做什么 本 Skill 不负责“骗过 AI 检测器”，也不通过故意加错别字、口头禅或随机情绪伪装成人类。目标是提高文字的真实性、信息密度和可读性。 没有作者经历、采访或细节时，列出待补问题，不代替作者编造。 ## 必要输入 ```text 原稿： 用途与受众： 作者身份和关系： 必须保留的事实、数字、术语和引语： 可以删改的范围：轻改 / 结构改 / 重写 作者真实语气样本（可选）： 禁用词与隐私边界： 目标长度与是否需要朗读： ``` ## 一、建立事实账本 先提取并锁定： - 人名、组织、日期、数字； - 因果与时间顺序； - 直接引语； - 作者明确观点； - 未核验或待确认内容； - 不能公开的私人信息。 改写后逐项对照。文风调整不授权改变事实强度。 ## 二、诊断模板腔 标记具体问题而不是笼统说“AI 味”： - 开头用大背景空转，迟迟不进入事件； - 每段“首先、其次、最后”但内容不需要枚举； - 大量“赋能、生态、价值、维度、意义”等抽象名词； - 连续三个结构完全相同的句子； - 同一结论用不同词重复； - 没有主体的“得到提升、实现优化”； - 无证据的“显著、极大、全面、必然”； - 每段末尾都上升到宏大意义； - 伪引语、伪故事和不属于作者的情绪。 每处标注“为什么妨碍理解”和“准备怎样处理”。 ## 三、确定作者声音 从真实样本提取可观察特征： - 平均句长和停顿方式； - 常用动词与称呼； - 直接还是委婉； - 是否爱用例子、反问、对比； - 专业术语密度； - 允许的幽默程度； - 与读者的关系。 …
Read the whole file at its exact version.
How to install
mdr add philrobinluo/ai-coevolution-skills/lls-human-writing-editor@sha256:b350cea13d79d1aeThe line at the top of this page pins the label git:20260728.30a6cba, 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_ohisvnbpnkxi4ufn)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, all committed on Jul 28, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260728.30a6cba latest | 2026-07-28 | 30a6cba | 6,904 B | A | view · diff |
| git:20260728.7cf7926 | 2026-07-28 | 7cf7926 | 3,584 B | A | view · diff |
| v1.1.0 | 2026-07-28 | b17ce21 | 3,773 B | A | view · diff |
| v1.0.0 | 2026-07-28 | 540ced8 | 3,082 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 (6904 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
philrobinluo/ai-coevolution-skills · 4 stars · license a license file GitHub does not identify · pushed 2026-09-09 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ohisvnbpnkxi4ufn GET https://markdownregistry.com/api/v1/resolve?ref=philrobinluo/ai-coevolution-skills/lls-human-writing-editor GET https://markdownregistry.com/api/v1/blob/b350cea13d79d1ae1d02cb19423847e3d76d1751e949c8bcde7b1fe4194be4ca
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.