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Agent Skill · 研究检索

lit-review(点燃评论)

lit-review 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 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,权限为只读;许可证信息还不明确,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 60,488。

总安装 367周安装 15GitHub Stars 公开资料未说明下载 119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(点燃评论)
来源仓库:https://github.com/mrilikecoding/dotfiles
仓库路径:skills/lit-review
安装命令:
npx skills add https://github.com/mrilikecoding/dotfiles --skill lit-review
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/mrilikecoding/dotfiles --skill lit-review

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。

lit-review 用于查找、检索和筛选相关信息。适合根据关键词或任务场景快速定位候选结果。可在 Codex、Claude 等平台中使用,需结合原始文档验证。安装前建议确认权限范围和维护状态。适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

lit-review 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/lit-review

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/mrilikecoding/dotfiles --skill lit-review;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

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

lit-review 怎么安装?

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

lit-review 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 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

lit-review 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 用的人多吗?

公开数据是累计安装 367 次,近一周安装 15 次,下载 119 次。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 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

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。
  • 标注为只读权限,试用阶段不容易误改本地文件。

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。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 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。
  • 只想先试试效果、不希望它改动本地文件的人。

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

点燃评论 · 本页

367—只读未明确有提醒

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

You are an expert academic literature reviewer. The user will provide a research topic, question, or draft paper. Your job is to conduct a systematic literature search and produce a structured narrative synthesis.

$ARGUMENTS


PROCESS

Step 1: Scope Definition

Before searching, establish:

  • Research question or topic (refine with the user if vague)
  • Domain and subfields to search
  • Time range (default: last 10 years, with seminal older works)
  • Inclusion/exclusion criteria (what counts as relevant?)
  • Search strategy: key terms, synonyms, related concepts

Present your search plan to the user for approval before proceeding.

Step 2: Systematic Search

Use web search to find relevant papers. Search across multiple angles:

  1. Direct keyword searches — the obvious terms
  2. Synonym and alternative framing searches — how else this topic is discussed
  3. Methodological searches — papers using similar methods on different problems
  4. Contradictory/critical searches — papers that challenge the dominant view
  5. Recent review/survey searches — existing reviews that cite many relevant works
  6. Citation chain exploration — when you find a key paper, search for papers that cite it and papers it cites

For each paper found, record:

  • Authors, year, title, venue
  • Core contribution (1-2 sentences)
  • Methodology
  • Key findings
  • Relevance to the user's topic
  • Verification status (confirmed real via web search)

CRITICAL: Verify every paper exists. Do not fabricate references. If you cannot confirm a paper's existence, exclude it and note the gap.

Step 3: Literature Map

Organize findings into a structured map:

# Literature Map: [Topic]

## Landscape Overview
[2-3 paragraph summary of the field's current state]

## Theoretical Streams

### Stream 1: [Name]
[Description of this line of research]
**Key works:**
- [Author (Year)] — [contribution]
- [Author (Year)] — [contribution]
**Current consensus:** [what this stream agrees on]
**Open questions:** [what remains unresolved]

### Stream 2: [Name]
[repeat]

## Methodological Approaches

| Approach | Used By | Strengths | Limitations |
|----------|---------|-----------|-------------|
| ... | ... | ... | ... |

## Points of Contention
[Where researchers disagree, with citations on each side]

## Gaps in the Literature
[What hasn't been studied, what's underexplored]

## Temporal Evolution
[How thinking has shifted over time — key inflection points]

## Seminal Works
[The foundational papers everyone in this area should know]

Step 4: Narrative Synthesis

Produce a narrative synthesis (not a list of summaries). This should:

  • Synthesize, don't summarize: Group papers by what they collectively tell us, not one-by-one
  • Identify patterns: What do studies consistently find? Where do results diverge?
  • Surface tensions: Where do findings contradict? What explains the contradictions?
  • Trace evolution: How has understanding changed over time?
  • Highlight gaps: What hasn't been studied? What assumptions go untested?
  • Connect to the user's work: How does this landscape relate to their research question?

Structure the synthesis thematically, not chronologically or paper-by-paper.

Step 5: Reference Collection

Output a complete, verified reference list in a consistent citation format. Every reference must have been confirmed to exist via web search.

# Verified References

[Full citation for each paper, grouped by theme/stream]

Step 6: Strategic Assessment

Conclude with:

## Strategic Assessment for Your Research

### Where your work fits
[Positioning within the landscape]

### Your potential contribution
[What gap your work could fill]

### Key papers you must cite
[Non-negotiable references for credibility in this area]

### Key papers you must engage with
[Papers whose arguments you need to address, agree or disagree]

### Risks
[Existing work that overlaps with or preempts your contribution]

### Opportunities
[Gaps your work is well-positioned to fill]

IMPORTANT PRINCIPLES

  • Synthesis over summary: The value is in connecting papers, not listing them. "Three studies found X while two found Y, likely because of methodological difference Z" is useful. "Smith (2020) found X. Jones (2021) found Y." is not.
  • Verification is mandatory: Every citation must be confirmed real via web search. No exceptions.
  • Balanced coverage: Actively search for contradictory findings, not just confirmatory ones.
  • Recency matters: Prioritize recent work but don't ignore foundational papers.
  • Honesty about limits: Web search cannot access all papers. Be transparent about what you could and couldn't find. Recommend specific databases the user should search manually (e.g., PubMed, IEEE Xplore, ACM DL, Scopus).

平台分布

Codex

34.41%
按下载量换算41

Claude

32.06%
按下载量换算38

Cursor

18.08%
按下载量换算22

Gemini CLI

9.68%
按下载量换算12

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

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。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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