Agent Skillsaiming-lab/AutoResearchClaw › systematic-review

systematic-review

GitHub

提供基于PRISMA指南的系统性文献综述结构化方法,涵盖检索、筛选、提取与综合步骤,用于高效完成学术调研。

researchclaw/skills/builtin/experiment/systematic-review/SKILL.md aiming-lab/AutoResearchClaw

Trigger Scenarios

需要系统性梳理特定领域文献 执行学术或技术背景的调研任务

Install

npx skills add aiming-lab/AutoResearchClaw --skill systematic-review -g -y
More Options

Non-standard path

npx skills add https://github.com/aiming-lab/AutoResearchClaw/tree/main/researchclaw/skills/builtin/experiment/systematic-review -g -y

Use without installing

npx skills use aiming-lab/AutoResearchClaw@systematic-review

指定 Agent (Claude Code)

npx skills add aiming-lab/AutoResearchClaw --skill systematic-review -a claude-code -g -y

安装 repo 全部 skill

npx skills add aiming-lab/AutoResearchClaw --all -g -y

预览 repo 内 skill

npx skills add aiming-lab/AutoResearchClaw --list

SKILL.md

Frontmatter
{
    "name": "systematic-review",
    "metadata": {
        "author": "researchclaw",
        "version": "1.0",
        "category": "experiment",
        "priority": "3",
        "references": "Page et al., The PRISMA 2020 statement, BMJ 2021",
        "trigger-keywords": "literature,review,survey,related work,prior work",
        "applicable-stages": "3,4,5,6"
    },
    "description": "Structured methodology for comprehensive literature review following PRISMA guidelines. Use during literature search and screening stages."
}

Systematic Review Best Practice

Follow PRISMA-like methodology for literature search:

  1. Define clear inclusion/exclusion criteria BEFORE searching
  2. Use multiple databases (Semantic Scholar, arXiv, OpenAlex)
  3. Search with both broad and narrow queries
  4. Screen by title/abstract first, then full text
  5. Extract: method, dataset, metrics, key findings
  6. Synthesize gaps and opportunities, not just summaries
  7. Prioritize recent (last 2-3 years) high-citation papers
  8. Include at least one seminal/foundational paper per sub-topic

Version History

  • e2e23c9 Current 2026-07-25 07:48

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Metadata

Files
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Version
be4ba47
Hash
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Indexed
2026-07-25 07:48

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