PR&AI Manuscript Submission Readiness Audit Agent Skill

Audits Chinese AI and pattern recognition manuscripts against official submission standards and peer-review requirements for the PR&AI…

Context cost
2.3k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 9.1 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

在向《模式识别与人工智能》(Pattern Recognition and Artificial Intelligence, PR&AI) 正式提交稿件前做投稿就绪审计时调用。覆盖官方投稿系统 manu46.magtech.com.cn/Jweb_prai 的"作者中心"在线投稿、上传前病毒检查、字数 18000~44000 字长文体例、中文摘要(约200字)+英文摘要(约200词)报道性四要素、中英文关键词(3~5)、中图分类号(TP)、GB/T 7714 参考文献中英文对照、编辑部重复率检测红线、栏目归属与稿件类型,并在提交前做退稿风险分诊。适用于把一份模式识别/人工智能方向的中文原创长文打磨到符合本刊同行评审门槛的场景。

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.

documentation

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.md9.1 kB · preview
--- name: prai-submission ---
6# 《模式识别与人工智能》投稿就绪审计
7
8在把稿件上传到《模式识别与人工智能》(Pattern Recognition and Artificial Intelligence, PR&AI) 在线
9投稿系统之前,先跑完这份审计。PR&AI 是由中国自动化学会、国家智能计算机研究开发中心与中国科学院
10合肥智能机械研究所主办、科学出版社出版、创刊于 1989 年的 CCF 推荐 B 类模式识别/人工智能专业中文
11月刊,以高水平原创**长文**为主。它按期刊稿件走同行评审,因此投稿被当作一篇要经受编辑初审、专家
12外审、主编终审的完整学术论文来评判,而不是一次会议式的一轮定稿。以下事实于 2026-07-09 通过官方
13投稿系统、CNKI 期刊主页与 CCF 推荐中文科技期刊目录交叉核验(见
14resources/official-source-map.md),凡本刊未公开确认的数字均标注 **待核实**,请以投稿系统内最新
15《投稿指南》为准。
16
17## 一、投稿系统与账号
18
19- 本刊通过官网"**作者中心**"在线投稿,投稿入口为 http://manu46.magtech.com.cn/Jweb_prai/(玛格
20 泰克 Magtech 平台);编辑部邮箱 bjb@iim.cas.cn,电话 0551-65591176,编辑部在**合肥**。
21- **上传前务必对稿件文件做病毒检查**(官方投稿须知明确要求"确认文件未携有病毒")。
22- 注册时填写的题名、作者、单位、通信作者与研究方向决定编辑分派外审专家的匹配度,务必用**真实终稿
23 信息**,不要用占位标题。
24- 备用官网 http://prai.hfcas.ac.cn/(合肥智能机械研究所域)可用于核对期刊定位与联系方式。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md370 words
Files1
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.

≈90
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
2,185
on trigger
The instruction body, read only when the skill fires.
1.1%
of a 200k window
Ten skills this size would take about 11% of the window before you open a file.
050k100k150k200k context window

2.3k 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

1 file, 9.1 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md9.1 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 1 file 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.

# PR&AI Manuscript Submission Readiness Audit · 2.3k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/pr-ai-manuscript-submission-readiness-audit/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/pr-ai-manuscript-submission-readiness-audit" ] && { [ ! -e .claude/skills/pr-ai-manuscript-submission-readiness-audit ] || { mv .claude/skills/pr-ai-manuscript-submission-readiness-audit "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/pr-ai-manuscript-submission-readiness-audit" .claude/skills/ && echo "Installed .claude/skills/pr-ai-manuscript-submission-readiness-audit"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add brycewang-stanford/pr-ai-manuscript-submission-readiness-audit

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

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
Referencebrycewang-stanford/pr-ai-manuscript-submission-readiness-audit

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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