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AGENT SKILL

deep-researcher

deep-researcher 是面向文档处理、商业与营销、研究的 Agent Skill,来自 lofcz/LLMTornado。查看技能说明、操作步骤与使用约定,并通过原项目了解详细用法。

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

SKILL.md

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namedeep-researcher
descriptionPerforms 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

来源:lofcz/LLMTornado · MIT 许可 · 许可原文 · MD 为来源页保存的历史版本