Research Ideation

Galaxy-Dawn/claude-scholar/skills/research-ideation

作者 Galaxy-Dawn903787345d6aec134086afa2b97715a78fbde519無授權條款5.7K 個星標收錄於 2026年10月9日更新於 2026年10月9日儲存庫2 週前更新

This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or mentions research project initiation phase. Provides comprehensive guidance for research startup workflow from idea generation to planning.

AI 產生的概覽

指導研究啟動階段:腦力激盪構想、文獻回顧、找出研究缺口、定義問題、選擇方法與擬定計畫。

功能
此技能為啟動研究專案提供結構化指引,協助從模糊的興趣推進到可追溯的研究契約。內容涵蓋 5W1H 構想腦力激盪、文獻檢索與綜合、五類研究缺口分析、SMART 研究問題陳述、方法選擇與研究規劃。它會視情況產出研究問題卡、文獻回顧、研究提案與 BibTeX 參考文獻,並可將論文整理進 Zotero 分類並附上 PDF。
適用情境
適用於開始新的研究專案、需要把研究興趣轉化為具體研究問題,或需要系統性文獻回顧、缺口分析、方法選擇與研究計畫時。
執行需求
僅為說明性內容,未附指令稿。文獻檢索依賴跨學術資料庫的網路搜尋;Zotero 整合需要已設定且可寫入的 Zotero MCP 伺服器;PDF 自動附加使用 Unpaywall。

Research Ideation

Supports the complete workflow for the research project initiation phase, from vague idea to a traceable research contract: research question, hypothesis, evidence needs, falsification criteria, method selection, and next action.

Core Features

1. Idea Brainstorming (5W1H Framework)

Systematically brainstorm research ideas using the 5W1H framework:

  • What: What problem or phenomenon to study
  • Why: Why this problem is important
  • Who: Target audience and stakeholders
  • When: Time scope and context of the research
  • Where: Application scenarios and domains
  • How: Preliminary research methodology ideas

Integration with superpowers:brainstorming: Can invoke the superpowers:brainstorming skill for interactive brainstorming to help rapidly generate and evaluate research ideas.

2. Literature Review

Systematically search, analyze, and synthesize related literature:

  • Build effective search keywords
  • Search via WebSearch across academic databases (arXiv, Google Scholar, etc.)
  • Screen and evaluate paper quality
  • Identify research trends and gaps
  • Generate structured literature reviews from evidence-labeled sources
  • Zotero Integration: Papers are automatically added to Zotero via DOI, organized into topic-based collections, and open-access PDFs are auto-attached for full-text reading

3. Gap Analysis

Systematically identify and evaluate research gaps:

  • Literature gaps: Identify topics or questions not yet sufficiently studied
  • Methodological gaps: Discover limitations and improvement opportunities in existing methods
  • Application gaps: Identify opportunities for theory-to-practice transfer
  • Interdisciplinary gaps: Discover research opportunities at the intersection of different fields
  • Temporal gaps: Identify new research needs arising from changes over time

Analysis Dimensions:

  • Coverage of research topics
  • Comparison of strengths and weaknesses of existing methods
  • Completeness of experimental setups
  • Availability of datasets and benchmarks
  • Gap between theory and practice

4. Research Question Definition

Formulate specific research questions based on literature analysis:

  • Identify research gaps and opportunities
  • Apply SMART principles to formulate questions
  • Evaluate importance, novelty, and feasibility
  • Define research objectives and expected contributions
  • Write a Research Question Card that states the hypothesis, current evidence, missing evidence, support criteria, falsification criteria, and minimal next action
  • Apply the proposal readiness gate before turning a card into a polished proposal

5. Method Selection

Select appropriate research methods:

  • Analyze strengths and weaknesses of existing methods
  • Evaluate method applicability
  • Identify required technologies and resources
  • Consider method feasibility

6. Research Planning

Develop detailed research plans:

  • Plan research timeline
  • Define milestones and deliverables
  • Identify potential risks
  • Assess resource requirements

When to Use

Scenarios for This Skill

Use the research-ideation skill in the following situations:

  1. Starting a new research project - Have research interests but no clear research question yet
  2. Literature review - Need to systematically understand a research field
  3. Research question formulation - Need to transform vague ideas into specific research questions
  4. Method selection - Need to choose appropriate research methods and technical approaches
  5. Research planning - Need to plan research timeline and resources

Typical Workflow

Research interest → Idea brainstorming (5W1H) → Research Question Card → Evidence Records → Gap analysis → Proposal readiness gate → Select method or experiment → Decision

Conditional Outputs:

  • research-question-card.md - Always generate this for research startup or intake.
  • literature-review.md - Generate only when evidence-labeled sources are sufficient for synthesis.
  • research-proposal.md - Generate only when a selected Research Question Card passes the evidence gate.
  • references.bib - Generate only when reliable citation metadata exists.
  • Zotero collection with organized papers and PDFs - Create only when Zotero is configured, writable, and the user is not asking for dry-run/audit mode.

Integration with Other Systems

Complete Research Workflow

research-ideation (Research initiation)    ↓Experiment execution (completed by user)    ↓results-analysis (Results analysis)    ↓ml-paper-writing (Paper writing)

Data Flow

  • Research Question Card → Guides literature scope, experiment design, and method selection
  • Evidence Records → Carry source type, claim strength, and allowed/forbidden wording into literature synthesis, project knowledge, and later claim audit
  • Proposal Readiness Gate → Prevents abstract-only or webpage-placeholder evidence from becoming a polished proposal
  • Experimental results → results-analysis for statistical analysis and claim candidates
  • Analysis results → results-report and ml-paper-writing with explicit evidence limits

Zotero Integration

Through the Zotero MCP server, the research-ideation workflow automates literature management:

  • Paper Discovery: WebSearch finds relevant papers across academic databases
  • Auto-Import: Extract DOI / arXiv ID / landing-page URLs from search results, then use zotero_add_items_by_identifier to prefer paper/preprint imports before any webpage fallback
  • Collection Organization: zotero_create_collection creates topic-based collections with standard sub-collections (Core Papers, Methods, Applications, Baselines, To-Read)
  • PDF Attachment: zotero_add_items_by_identifier(..., attach_pdf=true) runs a PDF cascade (landing-page PDF hints → direct PDF → Unpaywall), and zotero_find_and_attach_pdfs can be used as a follow-up sweep for remaining items
  • Full-Text Reading: zotero_get_item_fulltext reads indexed PDF content for analysis and note-taking
  • Library Search: zotero_search_items and zotero_get_collection_items browse existing papers to avoid duplicates

Key Configuration

  • Literature search scope: Papers from the last 3 years by default, configurable
  • Output format: Markdown format for easy editing and version control
  • Citation management: Generates references in BibTeX format
  • Zotero collection naming: Research-{topic}-{YYYY} format
  • PDF auto-attach: Enabled by default for open-access papers via Unpaywall

Additional Resources

Reference Files

Detailed methodology guides, loaded on demand:

  • references/5w1h-framework.md - 5W1H Framework Guide

    • What, Why, Who, When, Where, How — six dimensions
    • Systematic approach to brainstorming research ideas
    • Integration with superpowers:brainstorming
    • Usage examples and best practices
  • references/literature-search-strategies.md - Literature Search Strategies

    • Keyword construction techniques
    • Academic database selection (arXiv, Google Scholar)
    • Search tips and screening criteria
    • Paper quality evaluation methods
    • DOI extraction and Zotero auto-import workflow
  • references/zotero-integration-guide.md - Zotero MCP Integration Guide

    • Available Zotero MCP tools (browse, add, cite)
    • Collection organization strategy and naming conventions
    • Automated workflow: WebSearch → DOI → Zotero import → PDF attach
    • Full-text reading and structured note-taking
    • Common issues and troubleshooting
  • references/gap-analysis-guide.md - Gap Analysis Guide

    • 5 types of Gap Analysis (literature, methodological, application, interdisciplinary, temporal)
    • 5 analysis dimensions
    • Systematic approach to identifying research opportunities
    • Usage examples and best practices
  • references/research-question-formulation.md - Research Question Formulation

    • Applying SMART principles
    • Question type classification (exploratory, confirmatory, applied)
    • Evaluation criteria (importance, novelty, feasibility)
    • Defining research objectives and contributions
  • references/research-contract.md - Research Contract

    • Research Question Card template
    • Evidence Record template
    • Claim Candidate template
    • Claim strength rules
  • references/method-selection-guide.md - Method Selection Guide

    • Common research method classification
    • Method applicability analysis
    • Strengths and weaknesses comparison
    • Resource requirement assessment
  • references/research-planning.md - Research Planning

    • Timeline planning methods
    • Milestone definition techniques
    • Risk identification and mitigation
    • Resource allocation strategies

Example Files

Complete working examples:

  • examples/example-literature-review.md - Literature Review Example

    • Demonstrates structured literature review format
    • Includes research trend analysis and gap identification
  • examples/example-research-proposal.md - Research Proposal Example

    • Demonstrates complete research proposal structure
    • Includes complete examples of question, method, and plan

來源與署名

來源:Galaxy-Dawn/claude-scholar位於skills/research-ideation提交9037873

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