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lit-review点燃评论

Agent Skill

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。

总安装

367

周安装

15

GitHub Stars

公开资料未说明

下载量

119
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

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

简介

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。

SKILL.md

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).

适合场景

01

用户想查找某类 Agent Skill 时

02

需要根据任务场景推荐可安装能力包时

03

需要对比不同来源的安装命令和来源信息时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

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 warning/failed 结果,不能写成本站确认安全。当前只有一个来源,正式发布前建议补源仓库或其他目录站核验。

来源信息

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