Paper Review & Stopline Gatekeeper Agent Skill

Evaluates manuscripts using A/B/C severity grading and pre-submission checks to determine whether to continue editing or finalize for…

Context cost
19.5k tokensestimated from the bundle, loaded when it triggers
Bundle
12 files · 77.9 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

核对论文原文中的具体技术疑问及笔记表述,也负责全文技术内容、论证、结果与结论的一致性审查、A/B/C 停稿审查、明确要求的模拟审稿,以及受邀审稿人的外部同行评审。用户问“这段总结准确吗”“这个指标对应哪里”“图表或公式是什么意思”时,按 source_check 只核对相关内容;普通论文总结和 Zotero 笔记读写由现有 Zotero 插件承接。全文审查、按严重程度审稿、预判审稿意见或填写 EDAS/审稿表进入对应模式。投稿格式和材料合规检查转 journal-submission;准备投稿或最终 Submit 不自动触发全文审稿,终稿文字审校用 ieee-manuscript-edit。

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.

content

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.md10.0 kB · preview
--- name: paper-review ---
7# 论文审查
8
9## 作用
10
11根据当前请求选择局部原文核对、停稿审查、投稿前把关或外部同行评审。
12
13只有停稿审查把问题分成三类,再给出是否继续修改的结论:
14
15- A 类:必须修改
16- B 类:建议优化
17- C 类:风格偏好
18
19## 流程
20
211. 先读取请求和已有材料,确定是论文局部疑问还是完整文稿审查。
222. 判断用户角色和模式,不能把真实外部审稿当成普通原文核对或作者侧模拟审稿:
23 - 原文核对(source_check):用户要解释或核实论文中的技术关系、图表、公式、数值,或校正已有阅读笔记时,读取 [references/source-check.md](references/source-check.md)。直接回答相关问题;跳过第 3-6 步、A/B/C 输出和投稿审查门。需要 Zotero 读写时使用现有 Zotero 插件。
24 - 日常审查(默认):读取 [references/stopline-checklist.md](references/stopline-checklist.md) 作为统一审查口径,走下面第 3-6 步。
25 - 模拟审稿:用户明确要求预判审稿意见、模拟审稿人或相应完整把关时,走 [references/submission-gauntlet.md](references/submission-gauntlet.md)(先 9 维预检后模拟审稿),目标刊口径参考 journal-submission 的期刊画像及当前官方说明。仅要求投稿格式或材料检查时转 journal-submission;普通全文内容审查使用日常审查,不自动增加模拟审稿。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md285 words
Files12
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.

≈90
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
19,385
on trigger
The instruction body and 11 supporting files, read only when the skill fires.
9.7%
of a 200k window
Ten skills this size would take about 97% of the window before you open a file.
050k100k150k200k context window

19.5k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

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

12 files, 77.9 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md10.0 kB
  • agents/openai.yaml0.3 kB
  • assets/external-review-en-template.md2.4 kB
  • assets/external-review-paste-ready-template.md0.8 kB
  • assets/external-review-zh-template.md2.1 kB
  • evals/evals.json19.7 kB
  • references/external-peer-review.md8.2 kB
  • references/reader-test.md1.2 kB
  • references/stopline-checklist.md9.2 kB
  • references/submission-gauntlet.md6.4 kB
  • references/trigger-evals.json10.5 kB
  • references/upstream-sources.md7.1 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 12 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.

# Paper Review & Stopline Gatekeeper · 19.5k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/paper-review-stopline-gatekeeper/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/paper-review-stopline-gatekeeper" ] && { [ ! -e .claude/skills/paper-review-stopline-gatekeeper ] || { mv .claude/skills/paper-review-stopline-gatekeeper "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/paper-review-stopline-gatekeeper" .claude/skills/ && echo "Installed .claude/skills/paper-review-stopline-gatekeeper"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add sanantonio021/paper-review-stopline-gatekeeper

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

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
Referencesanantonio021/paper-review-stopline-gatekeeper

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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