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Agent Skill · 研究检索

lit-review-assistant(点燃审稿助理)

lit-review-assistant 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

lit-review-assistant 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 30,957。

总安装 2,791周安装 114GitHub Stars 375下载 903核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:lit-review-assistant(点燃审稿助理)
来源仓库:https://github.com/meleantonio/awesome-econ-ai-stuff
仓库路径:skills/lit-review-assistant
安装命令:
npx skills add https://github.com/meleantonio/awesome-econ-ai-stuff --skill lit-review-assistant
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/meleantonio/awesome-econ-ai-stuff --skill lit-review-assistant

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于经济学领域文献的快速检索与要点归纳。适合查找计量模型、数据集或政策分析报告相关内容。可生成研究空白识别表与未来方向建议。lit-review-assistant 属于研究检索类 Skill,可作为该场景下的辅助能力补充。需注明所用数据库范围,如 SSRN、JSTOR 或 arXiv。

输出结果应区分已验证结论与待同行评议的观点。

来源仓库内路径:skills/lit-review-assistant

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/meleantonio/awesome-econ-ai-stuff --skill lit-…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

lit-review-assistant 怎么安装?

在终端执行 npx skills add https://github.com/meleantonio/awesome-econ-ai-stuff --skill lit-review-ass…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

lit-review-assistant 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

lit-review-assistant 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

lit-review-assistant 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

lit-review-assistant 用的人多吗?

公开数据是累计安装 2,791 次,近一周安装 114 次,下载 903 次,GitHub 375 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

lit-review-assistant 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
lit-review-assistant

点燃审稿助理 · 本页

2,791375需要联网未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Literature Review Assistant

Purpose

This skill helps economists conduct literature reviews by structuring searches, summarizing papers, and synthesizing findings. It provides templates for organizing literature and identifying research gaps.

When to Use

  • Starting a literature review for a new project
  • Finding related work for a paper's introduction
  • Synthesizing existing evidence on a topic
  • Identifying gaps in the literature

Instructions

Step 1: Define the Research Domain

Ask the user:

  1. What is your specific research question?
  2. What's the scope? (Narrow field survey vs. cross-disciplinary review)
  3. What databases do you have access to? (JSTOR, EconLit, Google Scholar, NBER)
  4. What time period is relevant?
  5. Are there seminal papers to start from?

Step 2: Structure the Search

Help define search terms:

  1. Primary terms: Core concepts (e.g., "minimum wage", "employment")
  2. Methodological filters: (RCT, IV, difference-in-differences)
  3. Outcome terms: What effects are measured
  4. Geographic/temporal scope: If relevant

Step 3: Organize and Synthesize

Create a structured summary for each paper:

  • Citation
  • Research question
  • Data and methods
  • Key findings
  • Limitations
  • How it relates to user's project

Step 4: Identify Patterns and Gaps

  • What do papers agree on?
  • Where are disagreements?
  • What questions remain unanswered?
  • What methods haven't been applied?

Example Output: Literature Summary Template

# Literature Review: [TOPIC]

## Search Strategy

**Databases:** EconLit, NBER, Google Scholar, SSRN
**Date range:** 2010-2024
**Search terms:**
- ("minimum wage" OR "wage floor") AND (employment OR jobs)
- ("minimum wage") AND ("difference-in-differences" OR "DiD")

**Inclusion criteria:**
- Peer-reviewed or NBER working papers
- Focused on [specific outcome]
- Uses causal identification strategy

---

## Seminal Papers

### Card and Krueger (1994)
**Citation:** Card, D., & Krueger, A. B. (1994). Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania. *American Economic Review*, 84(4), 772-793.

**Research Question:** What is the effect of minimum wage increases on employment?

**Data & Method:**
- DiD comparing NJ (treatment) to PA (control)
- Survey of fast-food restaurants before/after NJ minimum wage increase

**Key Findings:**
- No negative employment effect found
- Employment slightly increased in NJ relative to PA

**Contribution:** Challenged conventional view; pioneered quasi-experimental methods in labor economics

**Limitations:**
- Single state, short time horizon
- Potential survey response bias

---

### Cengiz et al. (2019)
**Citation:** Cengiz, D., Dube, A., Lindner, A., & Zipperer, B. (2019). The Effect of Minimum Wages on Low-Wage Jobs. *Quarterly Journal of Economics*, 134(3), 1405-1454.

**Research Question:** Do minimum wage increases destroy jobs or compress the wage distribution?

**Data & Method:**
- Bunching estimator using 138 minimum wage events
- Examine employment distribution around minimum wage

**Key Findings:**
- Jobs below the new minimum wage disappear
- But replaced by jobs just above the minimum
- No significant overall employment loss

**Contribution:** Novel bunching methodology; large-scale evidence

---

## Synthesis: What We Know

| Finding | Evidence Quality | Consensus Level |
|---------|-----------------|-----------------|
| Small minimum wage increases have minimal employment effects | Strong (multiple RCTs/quasi-experiments) | High |
| Effects may be heterogeneous by region | Medium | Growing |
| Large increases (e.g., $15) less studied | Limited | Low |

## Research Gaps

1. **Mechanism:** How do firms absorb higher labor costs? (Prices, profits, productivity?)
2. **Long-run effects:** Most studies focus on 1-2 years
3. **Geographic heterogeneity:** Do effects differ in low vs. high cost-of-living areas?
4. **Spillovers:** Effects on workers earning above minimum wage

## Connection to Your Project

Your study of [SPECIFIC QUESTION] can contribute by:
- [How your work fills a gap]
- [What new data/method you bring]

Paper Summary Template

## [Author(s)] ([Year])

**Title:** [Full title]

**Published in:** [Journal/Working Paper Series]

**Research Question:** [One sentence]

**Data:**
- Source: [Dataset name]
- Period: [Years]
- Sample: [N observations, unit of analysis]

**Identification Strategy:** [Method in one sentence]

**Main Findings:**
1. [Key result 1 with magnitude]
2. [Key result 2]
3. [Robustness/heterogeneity]

**Limitations:**
- [Main concern 1]
- [Main concern 2]

**Relevance to your project:** [One sentence on how it connects]

**Key quote:** "[Most important direct quote]" (p. XX)

Search Strategy Tips

Google Scholar Operators

  • "exact phrase" - Exact matching
  • author:surname - Papers by specific author
  • source:journal - Papers in specific journal
  • -exclude - Exclude terms
  • [year]..[year] - Date range

Finding Seminal Papers

  1. Check citations in recent survey papers
  2. Look for papers with 1000+ citations
  3. Check JEL codes in EconLit
  4. Review "related articles" in Google Scholar

Building Citation Networks

  1. Start with 2-3 seminal papers
  2. Check what recent papers cite them (forward citations)
  3. Check their references (backward citations)
  4. Identify clusters of related work

Best Practices

  1. Use reference managers (Zotero, Mendeley, BibDesk)
  2. Create annotated bibliographies as you read
  3. Track search queries for reproducibility
  4. Update regularly before submission
  5. Balance breadth and depth - cover field but focus on closest work

Common Pitfalls

  • ❌ Only citing papers that support your argument
  • ❌ Not engaging with contradictory findings
  • ❌ Confusing correlation with causation when summarizing
  • ❌ Citing papers you haven't actually read
  • ❌ Missing important recent papers

References

Changelog

v1.0.0

  • Initial release with templates and search strategies

平台分布

Codex

35.02%
按下载量换算316

Claude

32.92%
按下载量换算297

Cursor

17.39%
按下载量换算157

Gemini CLI

10.68%
按下载量换算96

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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