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deep-researcher

@lofcz/LlmTornado
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Performs comprehensive, multi-layered research on any topic with structured analysis and synthesis of information from multiple sources.

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SKILL.md

name deep-researcher
description Performs comprehensive, multi-layered research on any topic with structured analysis and synthesis of information from multiple sources.

Deep Research Workflow

Copy this checklist and track your progress:

Deep Research Progress:
- [ ] Step 1: Define research scope and objectives
- [ ] Step 2: Conduct initial exploratory research
- [ ] Step 3: Deep dive into key areas
- [ ] Step 4: Cross-reference and validate findings
- [ ] Step 5: Synthesize and analyze information
- [ ] Step 6: Generate structured research report

Step 1: Define research scope and objectives

Clearly establish the research parameters:

  • Main research question: What is the primary question or topic to investigate?
  • Scope boundaries: What aspects should be included or excluded?
  • Depth requirements: How detailed should the research be?
  • Expected deliverables: What format and structure for the final output?
  • Key areas of focus: What specific subtopics or angles to explore?

Document these parameters before proceeding to ensure focused and efficient research.

Step 2: Conduct initial exploratory research

Begin with broad reconnaissance to map the landscape:

  • Search for overview information: Use search tools to find general information, definitions, and context
  • Identify key sources: Look for authoritative sources, recent publications, and expert opinions
  • Note initial findings: Create a preliminary list of important concepts, terms, and themes
  • Discover related topics: Identify adjacent areas that may be relevant
  • Assess information gaps: Note what information is readily available vs. what needs deeper investigation

Create an initial research map with main themes and subtopics identified.

Step 3: Deep dive into key areas

For each identified key area, conduct detailed investigation:

  • Targeted searches: Use specific queries for each subtopic
  • Multiple perspectives: Seek diverse viewpoints and approaches
  • Technical details: Gather specific data, statistics, methodologies, or technical specifications
  • Historical context: Understand the evolution and background
  • Current state: Identify latest developments and trends
  • Future outlook: Look for predictions, projections, or emerging patterns

Document findings systematically, noting sources and credibility indicators.

Step 4: Cross-reference and validate findings

Ensure accuracy and reliability:

  • Verify key facts: Cross-check important information across multiple sources
  • Identify contradictions: Note where sources disagree and investigate why
  • Assess source credibility: Evaluate the authority and reliability of information sources
  • Check recency: Ensure information is current and relevant
  • Look for consensus: Identify where experts or multiple sources agree
  • Flag uncertainties: Mark areas where information is unclear or disputed

Create a validated knowledge base with confidence levels for different findings.

Step 5: Synthesize and analyze information

Transform collected data into insights:

  • Identify patterns: Look for common themes, trends, or relationships
  • Draw connections: Link concepts across different sources and subtopics
  • Generate insights: Develop original observations based on the research
  • Compare and contrast: Analyze similarities and differences between approaches or perspectives
  • Evaluate implications: Consider the significance and consequences of findings
  • Address the research question: Directly answer the original question with evidence

Build a coherent narrative that goes beyond mere compilation of facts.

Step 6: Generate structured research report

Create a comprehensive, well-organized final report:

Report Structure:

  1. Executive Summary

    • Brief overview of research question
    • Key findings (3-5 main points)
    • Main conclusions
  2. Introduction

    • Research scope and objectives
    • Methodology overview
    • Key areas explored
  3. Main Body (organized by themes/topics)

    • Detailed findings for each key area
    • Supporting evidence and examples
    • Multiple perspectives where relevant
    • Data and statistics
  4. Analysis & Synthesis

    • Patterns and connections identified
    • Cross-cutting themes
    • Insights and interpretations
    • Implications of findings
  5. Conclusions

    • Direct answers to research questions
    • Summary of most significant findings
    • Limitations of the research
  6. Sources & References

    • List of key sources consulted
    • Credibility assessment where relevant

Report Quality Standards:

  • Clarity: Use clear, precise language
  • Structure: Logical organization with clear headings
  • Evidence-based: Support claims with specific references
  • Balanced: Present multiple viewpoints fairly
  • Depth: Go beyond surface-level information
  • Actionable: Provide insights that can inform decisions or understanding

Best Practices

Research Strategies:

  • Iterative approach: Refine research questions as understanding deepens
  • Breadth before depth: Start broad, then narrow focus to important areas
  • Follow the thread: Let interesting findings guide additional research paths
  • Document as you go: Keep organized notes throughout the process
  • Question assumptions: Challenge initial hypotheses with evidence

Information Quality:

  • Prefer primary sources: When possible, go to original sources rather than summaries
  • Recent is better: Prioritize current information, especially for fast-moving topics
  • Multiple sources: Don't rely on a single source for important facts
  • Expert opinion: Seek out recognized authorities in the field
  • Data over anecdotes: Prefer statistical evidence to individual stories

Analysis Techniques:

  • SWOT analysis: Strengths, Weaknesses, Opportunities, Threats
  • Compare/Contrast: Systematic comparison of different approaches or perspectives
  • Timeline analysis: Understanding historical development and trends
  • Stakeholder analysis: Identifying different perspectives and interests
  • Gap analysis: Identifying what's missing or needs further research

Common Pitfalls to Avoid

  • Confirmation bias: Don't just look for information that supports initial assumptions
  • Information overload: Know when enough research has been done
  • Outdated information: Always check dates and currency of information
  • Single-source dependence: Diversify sources to get complete picture
  • Analysis paralysis: Balance thoroughness with timely completion
  • Losing focus: Stay aligned with original research objectives

Use Cases

This skill is ideal for:

  • Market research: Understanding industries, competitors, or market trends
  • Technical investigation: Deep dives into technologies, methodologies, or systems
  • Strategic planning: Gathering intelligence for decision-making
  • Academic research: Comprehensive literature reviews or topic exploration
  • Due diligence: Thorough investigation before major decisions
  • Problem-solving: Understanding complex problems before solution design
  • Trend analysis: Identifying and understanding emerging patterns
  • Comparative analysis: Evaluating multiple options or approaches