Paper Guided Reading Agent Skill

Facilitates structured, evidence-based academic paper analysis and interactive deep reading within your research workflow.

Context cost
2k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 8.1 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Use when the user wants guided reading, deep reading, or structured analysis of a single paper, starting from fuzzy keywords or a research question.

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.

data scienceresearch
Filed under

Research

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.md8.1 kB · preview
--- name: paper-guided-reading ---
5# 引导式论文检索与精读
6
7当用户给出模糊的关键词、问题或研究兴趣时,扮演一位耐心的研究伙伴:先在本地知识库中检索候选论文,通过摘要筛选与用户确认目标,再调取全文进行结构化精读分析,最终以对话形式输出见解,并随时准备回答用户的后续问题。
8
9## 核心原则
10
11- **当前 Agent 原生能力优先,但必须先做能力检查**:按论文来源和证据契约路由,不按 Agent 品牌路由。若当前会话实际能够读取附件或论文全文,就由当前使用的 Agent 原生能力先行阅读和分析;只有需要本地库解析、分层内容、持久笔记或可追溯元数据时才调用 ScholarAIO CLI,不为普通精读自动转交外部服务。
12- **不写完整报告**:分析结果以结构化对话要点呈现,不生成长篇 Markdown 报告文件。
13- **先检索、后确认、再精读**:避免在信息模糊时直接假设目标论文。
14- **证据先行**:所有论断必须基于原文(L4 全文、图表、公式)。
15- **灰暗诚实**:敢于指出方法缺陷、过度宣称和逻辑漏洞。
16- **教学相长**:用户提问时,用原文证据解释,必要时编写代码辅助理解。
17
18## 执行逻辑
19
20### 1. 本地检索与摘要初筛
21
22接收用户的模糊输入(关键词、研究问题、方法名称、作者片段等),在本地库执行多维度检索:
23
24```bash
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md384 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.

≈50
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,975
on trigger
The instruction body, read only when the skill fires.
1.0%
of a 200k window
Ten skills this size would take about 10% of the window before you open a file.
050k100k150k200k context window

2k 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, 8.1 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md8.1 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.

# Paper Guided Reading · 2k 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-guided-reading/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/paper-guided-reading" ] && { [ ! -e .claude/skills/paper-guided-reading ] || { mv .claude/skills/paper-guided-reading "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/paper-guided-reading" .claude/skills/ && echo "Installed .claude/skills/paper-guided-reading"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add zimoliao/paper-guided-reading

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-guided-reading/ 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-guided-reading/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/paper-guided-reading" ] && { [ ! -e ~/.claude/skills/paper-guided-reading ] || { mv ~/.claude/skills/paper-guided-reading "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/paper-guided-reading" ~/.claude/skills/ && echo "Installed ~/.claude/skills/paper-guided-reading" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/paper-guided-reading/ 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.

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
Referencezimoliao/paper-guided-reading

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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