JQTE Literature Review Assistant Agent Skill

Guides the construction of quantitative economics literature reviews by mapping method lineages and identifying specific data application…

Context cost
1.4k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 5.4 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 building the literature review for a 《数量经济技术经济研究》 (JQTE) manuscript — organizing it around the method lineage (how a quantity has been measured / a series forecast / a structure decomposed) and the China-data application gap, rather than a chronological pile of recent empirical citations. Use after the topic and contribution type are set.

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.md5.4 kB · preview
--- name: jqte-literature-review ---
6# 文献综述(jqte-literature-review)
7
8## 触发时机
9
10- 综述只按时间堆近年实证,看不出方法演进
11- 引用一堆"X 影响 Y",但没交代"前人怎么量/怎么预测/怎么分解"
12- 讲不清本文方法相对前沿的位置与缺口
13
14## 本刊综述的核心:方法脉络 + 应用缺口
15
16JQTE 的综述不是验证某个理论命题的对话,而是**把"测度/预测/分解某对象"的方法谱系讲清**,并指出本文落在哪个缺口:
17
181. **测度/方法源流**:该量(TFP、效率、某指数、某结构)历史上用什么方法量?各方法的假设与局限?
192. **前沿进展**:近年方法的改进(如非参/半参效率前沿、混频、机器学习计量、动态 SDA)。
203. **中国数据应用缺口**:在中国数据/口径下,现有做法的不足(数据可得性、口径不一致、参数难校准),本文如何补。
21
22## 引用结构建议
23
24| 层 | 内容 |
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md287 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.

≈100
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,250
on trigger
The instruction body, read only when the skill fires.
0.68%
of a 200k window
Ten skills this size would take about 7% of the window before you open a file.
050k100k150k200k context window

1.4k 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, 5.4 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md5.4 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.

# JQTE Literature Review Assistant · 1.4k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/jqte-literature-review-assistant/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/jqte-literature-review-assistant" ] && { [ ! -e .claude/skills/jqte-literature-review-assistant ] || { mv .claude/skills/jqte-literature-review-assistant "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/jqte-literature-review-assistant" .claude/skills/ && echo "Installed .claude/skills/jqte-literature-review-assistant"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add brycewang-stanford/jqte-literature-review-assistant

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

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/jqte-literature-review-assistant

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.

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