Chinese Technical Writing Humanizer Agent Skill

Refines Chinese technical documentation and retrospectives by eliminating AI phrasing and corporate jargon while preserving technical…

Context cost
3k tokensestimated from the bundle, loaded when it triggers
Bundle
3 files · 12.0 kBtext throughout, nothing executable
Licence
not declarednone named by its author
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

按 Pans 的个人语风编辑或审阅中文技术文档、项目复盘、面试材料和说明文字。保留技术事实与可检索术语,清理 AI 腔、汇报式黑话、空泛抽象词和未经解释的英文。用于用户要求去 AI 味、改成人话、检查黑话、润色技术中文或点名本技能时;不用于必须逐字保留的原文、代码和法律条款。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

documentationwriting

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md4.9 kB · preview
--- name: pans-humanizer-zh ---
6# Pans 中文去 AI 味
7
8把文字改成一个做过这件事的工程师会说的话:谁做了什么、输入是什么、输出是什么、怎么验证、结果多少。不要为了“像人”加入闲聊、情绪或段子。
9
10## 写作习惯
11
12- 直接说事实。删掉开场铺垫、自我评价和结尾升华。
13- 项目经历用第一人称,明确“我写了什么”和“库替我做了什么”。
14- 优先使用短句和常见动词:用、改、查、测、跑、传、读、写。
15- 标题说明本节内容,例如“板端怎么加载模型”,不用“核心能力与未来展望”。
16- 参数、版本、API、公式、性能数字、证据状态和限制条件保持不变。
17- 原文没有证据时,保留不确定性;不能把计划、建议或推测改写成已经完成的工作。
18- 重复同一个准确名词好过刻意换同义词。
19- 一段能说明白就不用列表;需要逐项比较、操作步骤或检查项时再用列表和表格。
20
21## 中文技术术语
22
23有稳定中文译法、又在句子中充当普通名词的英文,第一次出现时写成“中文(English)”,后文用中文。代码标识符、API、协议名、产品名和常用缩写保持原样。
24
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md129 words
Files3
Licencenot declared
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈50
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
2,950
on trigger
The instruction body and 2 supporting files, read only when the skill fires.
1.5%
of a 200k window
Ten skills this size would take about 15% of the window before you open a file.
050k100k150k200k context window

3k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

3 files, 12.0 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md4.9 kB
  • agents/openai.yaml0.3 kB
  • references/jargon-library.md6.8 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 3 files you can review in full before installing.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Chinese Technical Writing Humanizer · 3k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/chinese-technical-writing-humanizer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/chinese-technical-writing-humanizer" ] && { [ ! -e .claude/skills/chinese-technical-writing-humanizer ] || { mv .claude/skills/chinese-technical-writing-humanizer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/chinese-technical-writing-humanizer" .claude/skills/ && echo "Installed .claude/skills/chinese-technical-writing-humanizer"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add pans0020/chinese-technical-writing-humanizer

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/chinese-technical-writing-humanizer/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/chinese-technical-writing-humanizer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/chinese-technical-writing-humanizer" ] && { [ ! -e ~/.claude/skills/chinese-technical-writing-humanizer ] || { mv ~/.claude/skills/chinese-technical-writing-humanizer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/chinese-technical-writing-humanizer" ~/.claude/skills/ && echo "Installed ~/.claude/skills/chinese-technical-writing-humanizer" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/chinese-technical-writing-humanizer/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as pans-humanizer-zh in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, chinese-technical-writing-humanizer.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencepans0020/chinese-technical-writing-humanizer

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

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