lov-human-writing SKILL.md skillA
lov-human-writing from lovstudio/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add lovstudio/skills/lov-human-writing@v0.4.0Pins v0.4.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- lovstudio/skills
- Path
skills/human-writing/SKILL.md- Versions recorded
- 4
- Latest version
- v0.4.0, committed Sep 25, 2026
- First version recorded
- Aug 30, 2026
- Size
- 14,082 bytes
- Repository stars
- 72
- License
- MIT
用作者性账本、篇章审计和 30 项中文表层度量改进稿件，保留真实判断并定位过度解释、 单线因果和强行收束。Use when users say“去 AI 味”“保留我的判断”或 "humanize this Chinese draft".
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
# 文稿润色师 · Text Editor 先确认文章里哪些判断、取舍和不确定性真正属于作者，再审篇章结构，最后才用 可计算指标处理套话与节奏。产出是一份作者性账本、一份带原文证据的篇章报告、 改好的稿子和改前改后的表层指标对照。 ## Triggers ### Activate when - 「这篇稿子 AI 味太重，帮我改一下」「润色得像人写的」「加点人味」 - 「公众号发之前查一下」，但不承诺通过平台检测，也不输出 AI 概率 - 「量一下这篇有多像 AI」「哪几句最像机器写的」 - "humanize this Chinese draft" / "de-AI my article" - "help me make this read like a human wrote it" - "use the metrics to check how AI this draft sounds" ### Do not activate when - 只要写新稿、不涉及去 AI 味 → 用 `lov-writing-style` 等文风类能力。 - 只要一份检测报告、不要改写 → 仍用本 Skill，但在 Step 3 停下。 - 要模仿某个具体作者的文风 → `lov-style-clone`。 - 英文稿件 → 本引擎的指标（「的」字率、四字格、句读切分）只对中文成立。 ## Internal workflows 本仓库只暴露 `lov-human-writing` 一个 Skill。四个阶段是按需读取的内部工作流， 没有独立名称、触发器或安装入口： - `references/workflows/authorship-ledger.md` — 作者性账本； - `references/workflows/discourse-audit.md` — 篇章审计； - `references/workflows/editorial-rewrite.md` — 证据约束改写； - `references/workflows/surface-audit.md` — 30 项表层度量与复测。 完整任务依次执行四阶段；只审计时跳过改写；只要确定性指标时读取 surface workflow。 ## User Profile (cross-session) Every generated Skill is connected to the shared `user-profile/v1` contract in `skill.yaml`. Read the shared user, brand, workspace, preferences, and this …
Read the whole file at its exact version.
How to install
mdr add lovstudio/skills/lov-human-writing@sha256:9d94375599b0dee3The line at the top of this page pins the label v0.4.0, 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_6vocm5kare6242jz)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 30, 2026 and Sep 25, 2026, about one every 9 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.4.0 latest | 2026-09-25 | 4b67fd1 | 14,082 B | A | view · diff |
| v0.3.1 | 2026-09-07 | a09848e | 13,553 B | A | view · diff |
| v0.3.1 | 2026-08-31 | 028a4c8 | 13,587 B | A | view · diff |
| v0.3.0 | 2026-08-30 | bb1c104 | 13,587 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 (14082 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
lovstudio/skills · 72 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_6vocm5kare6242jz GET https://markdownregistry.com/api/v1/resolve?ref=lovstudio/skills/lov-human-writing GET https://markdownregistry.com/api/v1/blob/9d94375599b0dee389ccb04851f670961af02a9cfd88a4c4119ef98c906b7f7f
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.