Deep Research
This skill conducts comprehensive research on complex topics using a multi-agent architecture, producing detailed reports similar to academic journals or whitepapers.
Purpose
The deep-research skill transforms broad research questions into thorough, well-cited reports using a three-agent system:
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Lead Agent (You): Conducts interviews, plans research, orchestrates subagents
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Researcher Agents: Execute web searches and save findings to files
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Report-Writer Agent: Synthesizes research notes into final report
When to Use This Skill
Use this skill when the user requests:
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In-depth research on a complex topic
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A comprehensive report or analysis
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Research that requires multiple sources and synthesis
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Deep investigation similar to academic or whitepaper standards
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Detailed analysis with proper citations
Do NOT use this skill for:
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Simple fact-finding queries
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Single-source information lookup
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Code-only research within repositories
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Quick exploratory searches
Agent Architecture
Lead Agent (You - the Orchestrator)
Role: Interview user, plan research threads, spawn and coordinate subagents
Tools allowed: Task (to spawn subagents), AskUserQuestion, Write (for research plan only)
Responsibilities:
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Conduct user interview to scope research
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Perform initial reconnaissance
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Decompose topic into 10+ research threads
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Spawn researcher agents in parallel
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Spawn report-writer agent after research completes
Researcher Agents
Role: Execute focused research on assigned subtopic
Tools allowed: WebSearch, WebFetch, Write
Responsibilities:
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Search the web for information on assigned topic
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Fetch and analyze relevant pages
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Save structured research notes to research_notes/ directory
Output format: Each researcher saves a markdown file to research_notes/[subtopic-slug].md with:
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Summary of findings
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Key facts and data points
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Source URLs with brief descriptions
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Notable quotes or excerpts
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Conflicts or gaps identified
Report-Writer Agent
Role: Synthesize all research notes into final report
Tools allowed: Read, Glob, Write
Responsibilities:
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Read all files from research_notes/ directory
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Identify themes, patterns, and conflicts across sources
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Structure and write the final report
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Create the sources bibliography
Research Process
Phase 1: Interview and Scope Definition
Start by interviewing the user to understand their research needs. Ask questions about:
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Research objectives: What are they trying to understand or decide?
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Depth and breadth: How comprehensive should the research be?
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Target audience: Who will read this report?
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Key questions: What specific questions need answering?
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Time constraints: Is this time-sensitive information?
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Scope boundaries: What should be explicitly included or excluded?
The interview should be thorough but efficient. Use the AskUserQuestion tool to gather this information in 2-3 rounds of questions maximum.
Phase 2: Initial Reconnaissance
After the interview, perform initial reconnaissance to identify the research landscape:
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Conduct 3-5 broad web searches to map the topic space
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Identify key subtopics, domains, and areas of focus
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Note promising sources, authoritative voices, and research gaps
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Create a research plan outlining 10+ specific research threads
Save the research plan to research_plan.md documenting:
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The research threads identified
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Which researcher will handle each thread
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Expected output from each researcher
Phase 3: Parallel Research (Researcher Agents)
Launch 10+ researcher agents in parallel using the Task tool. Each agent receives a focused research assignment.
Spawning researcher agents:
Task tool with:
- subagent_type: "general-purpose"
- prompt: Include these elements:
- Clear statement: "You are a RESEARCHER agent"
- Specific subtopic assignment
- Tool restrictions: "Only use WebSearch, WebFetch, and Write tools"
- Output instructions: "Save your findings to research_notes/[subtopic].md"
- Format requirements for the research notes file
Example researcher prompt:
You are a RESEARCHER agent investigating: "Technical implementation of quantum error correction"
YOUR TOOLS: Only use WebSearch, WebFetch, and Write.
TASK:
- Use WebSearch to find authoritative sources on quantum error correction implementation
- Use WebFetch to extract detailed information from promising sources
- Save your findings to research_notes/quantum-error-correction.md
OUTPUT FORMAT (save to research_notes/quantum-error-correction.md):
Quantum Error Correction Implementation
Summary
[2-3 paragraph summary of key findings]
Key Findings
- [Bullet points of important facts, data, techniques]
Sources
- [URL] - [Brief description of what this source contributed]
- [URL] - [Brief description] ...
Notable Quotes
"[Relevant quote]" - Source
Gaps and Conflicts
- [Any conflicting information or areas needing more research]
Launch all researcher agents in a single message with multiple Task tool calls for true parallelism.
Phase 4: Report Generation (Report-Writer Agent)
After all researcher agents complete, spawn a single report-writer agent:
Spawning the report-writer agent:
Task tool with:
- subagent_type: "general-purpose"
- prompt: Include these elements:
- Clear statement: "You are a REPORT-WRITER agent"
- Tool restrictions: "Only use Read, Glob, and Write tools"
- Instructions to read all files from research_notes/
- Report structure requirements
- Output file paths for report and sources
Example report-writer prompt:
You are a REPORT-WRITER agent synthesizing research findings into a final report.
YOUR TOOLS: Only use Read, Glob, and Write.
TASK:
- Use Glob to list all files in research_notes/
- Use Read to load each research notes file
- Synthesize findings into a comprehensive report
- Write the final report to [topic]-report.md
- Write the sources bibliography to [topic]-sources.md
REPORT STRUCTURE:
- Executive Summary (2-3 paragraphs)
- [Adaptive middle sections based on topic]
- Critical Analysis
- Conclusions
- References (numbered citations)
SOURCES FILE STRUCTURE:
Research Sources for [Topic]
[1] Source Title
- URL: [url]
- Accessed: [date]
- Type: [Academic paper / Blog post / Documentation / News article]
- Key Points: [bullet points]
- Relevance: [why this source matters]
WRITING GUIDELINES:
- Use numbered citations [1], [2], etc.
- Cross-reference findings across multiple researcher notes
- Note any conflicts or gaps in the research
- Use clear, precise academic language
- Include tables for comparisons where appropriate
Phase 5: Output and Summary
After the report-writer completes:
Inform the user of the generated files:
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[topic]-report.md : Main research report
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[topic]-sources.md : Complete bibliography
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research_notes/ : Directory of raw research (can be deleted)
Provide a brief verbal summary of key findings
Offer to answer follow-up questions or expand on any section
File Structure
./ ├── research_plan.md # Your research plan (Phase 2) ├── research_notes/ # Researcher agent outputs (Phase 3) │ ├── subtopic-1.md │ ├── subtopic-2.md │ └── ... ├── [topic]-report.md # Final report (Phase 4) └── [topic]-sources.md # Bibliography (Phase 4)
Logging and Observability
Track research progress by documenting in research_plan.md :
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Research threads assigned: List each subtopic and its researcher
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Status tracking: Note when each researcher completes
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Issues encountered: Document any gaps or conflicts found
This provides transparency into the research process and helps with debugging or expanding research later.
Best Practices
Agent Separation
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Lead agent: ONLY spawns agents and coordinates - no direct research
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Researchers: ONLY search, fetch, and write notes - no synthesis
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Report-writer: ONLY reads notes and writes report - no new research
This separation ensures clean handoffs and reproducible results.
Research Quality
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Prioritize authoritative, recent sources (especially for time-sensitive topics)
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Cross-reference claims across multiple researcher notes
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Note conflicting information or perspectives
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Distinguish between facts, expert opinions, and speculation
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Be transparent about limitations in available information
Efficiency
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Launch all researcher agents truly in parallel (single message, multiple Task tool calls)
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Use model="haiku" for researcher agents to reduce costs
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Use model="sonnet" for report-writer agent for better synthesis
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Clear task delineation prevents redundant research
Common Patterns
Comparative Research
When comparing technologies, approaches, or solutions:
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Assign one researcher per option being compared
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Assign one researcher for cross-cutting concerns (performance, cost, etc.)
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Report-writer creates comparison tables
Technical Deep-Dives
When researching technical topics:
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Assign researchers to: fundamentals, implementation, case studies, limitations
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Report-writer structures from basics to advanced
Market/Landscape Research
When surveying a domain or market:
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Assign researchers to: major players, emerging players, trends, analysis firms
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Report-writer categorizes and evaluates the landscape
Historical/Evolution Research
When investigating how something developed:
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Assign researchers to different time periods or key events
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Report-writer creates timeline and connects to present