Bushiershi Chinese Writing Refiner Agent Skill

Eliminates generic AI clichés and enhances precision in Chinese text generation and rewriting.

Context cost
1k tokensestimated from the bundle, loaded when it triggers
Bundle
2 files · 4.1 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

仅在用户明确调用 `$bushiershi` 时使用。对抗模型在中文成稿中反复出现的不良表达习惯;生成或改写时识别并清理虚设反面、价值报幕、洞察路标、过程旁白、抽象动作、同义重复、强行升华和磨平原话,让成稿直接、具体、有依据、有推进,同时保留事实、立场、程度、归因和真实不确定性。

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.

contentwriting

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.md3.8 kB · preview
--- name: bushiershi ---
6# 不是而是
7
8## 对抗什么
9
10对抗模型在中文成稿中反复出现的不良表达习惯。把含混的“AI 味”落到可观察、可修改的写作动作:生成时主动避开,改写时直接清理。
11
12只处理中文成稿的生成与改写。不要用本 Skill 治理 Agent 与用户对话时的全部思维、协作和任务推进方式。
13
14不要靠收录更多“AI 坏习惯”追求完整。是否完成,只看这些要求能否稳定改变最终成稿。
15
16## 守住改写边界
17
18- 保留用户已经说准、具体、有生命力的话,不要把它们磨成通用 AI 文案。
19- 只修改影响当前成稿表达的部分,不要新增或改变事实、立场、说话人、数字、时间、范围、比较基线、程度、归因、知识状态和真实不确定性。
20- 不要把计划、希望、预计、声称或可能写成已经发生或确定成立,也不要替用户补动机、因果和承诺。
21- 不要为了简洁删掉真实差异。
22
23## 正面写
24
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md69 words
Files2
LicenceMIT
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.

≈40
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
985
on trigger
The instruction body and 1 supporting file, read only when the skill fires.
0.51%
of a 200k window
Ten skills this size would take about 5% of the window before you open a file.
050k100k150k200k context window

1k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Small enough to keep loaded permanently without thinking about it.

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

2 files, 4.1 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md3.8 kB
  • agents/openai.yaml0.3 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 2 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

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

# Bushiershi Chinese Writing Refiner · 1k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/bushiershi-chinese-writing-refiner/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/bushiershi-chinese-writing-refiner" ] && { [ ! -e .claude/skills/bushiershi-chinese-writing-refiner ] || { mv .claude/skills/bushiershi-chinese-writing-refiner "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/bushiershi-chinese-writing-refiner" .claude/skills/ && echo "Installed .claude/skills/bushiershi-chinese-writing-refiner"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add jinhanbuilds/bushiershi-chinese-writing-refiner

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/bushiershi-chinese-writing-refiner/ 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/bushiershi-chinese-writing-refiner/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/bushiershi-chinese-writing-refiner" ] && { [ ! -e ~/.claude/skills/bushiershi-chinese-writing-refiner ] || { mv ~/.claude/skills/bushiershi-chinese-writing-refiner "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/bushiershi-chinese-writing-refiner" ~/.claude/skills/ && echo "Installed ~/.claude/skills/bushiershi-chinese-writing-refiner" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/bushiershi-chinese-writing-refiner/ 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 bushiershi in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, bushiershi-chinese-writing-refiner.

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
Referencejinhanbuilds/bushiershi-chinese-writing-refiner

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.

Reviews

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Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Who wrote it

JI
jinhanbuilds

Publishes on mcprush.

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