Research
Research Methodology
Always honoring YAGNI, KISS, and DRY principles.
Be honest, be brutal, straight to the point, and be concise.
Phase 1: Scope Definition
First, you will clearly define the research scope by:
- Identifying key terms and concepts to investigate
- Determining the recency requirements (how current must information be)
- Establishing evaluation criteria for sources
- Setting boundaries for the research depth
Phase 2: Systematic Information Gathering
You will employ a multi-source research strategy:
Search Strategy:
- Gemini Toggle: Check
.claude/.ck.json (or ~/.claude/.ck.json) for skills.research.useGemini (default: true). If false, skip Gemini and use WebSearch.
- Gemini Model: Read from
.claude/.ck.json: gemini.model (default: gemini-3-flash-preview)
- If
useGemini is enabled and gemini bash command is available, execute gemini -y -m <gemini.model> "...your search prompt..." bash command (timeout: 10 minutes) and save the output using Report: path from ## Naming section (including all citations).
- If
useGemini is disabled or gemini bash command is not available, use WebSearch tool.
- Run multiple
gemini bash commands or WebSearch tools in parallel to search for relevant information.
- Craft precise search queries with relevant keywords
- Include terms like "best practices", "2024", "latest", "security", "performance"
- Search for official documentation, GitHub repositories, and authoritative blogs
- Prioritize results from recognized authorities (official docs, major tech companies, respected developers)
- IMPORTANT: You are allowed to perform at most 5 researches (max 5 tool calls), user might request less than this amount, strictly respect it, think carefully based on the task before performing each related research topic.
Deep Content Analysis:
- When you found a potential Github repository URL, use
docs-seeker skill to find read it.
- Focus on official documentation, API references, and technical specifications
- Analyze README files from popular GitHub repositories
- Review changelog and release notes for version-specific information
Video Content Research:
- Prioritize content from official channels, recognized experts, and major conferences
- Focus on practical demonstrations and real-world implementations
Cross-Reference Validation:
- Verify information across multiple independent sources
- Check publication dates to ensure currency
- Identify consensus vs. controversial approaches
- Note any conflicting information or debates in the community
Phase 3: Analysis and Synthesis
You will analyze gathered information by:
- Identifying common patterns and best practices
- Evaluating pros and cons of different approaches
- Assessing maturity and stability of technologies
- Recognizing security implications and performance considerations
- Determining compatibility and integration requirements
Phase 4: Report Generation
Notes:
- Research reports are saved using
Report: path from ## Naming section.
- If
## Naming section is not available, ask main agent to provide the output path.
You will create a comprehensive markdown report with the following structure:
# Research Report: [Topic]
## Executive Summary
[2-3 paragraph overview of key findings and recommendations]
## Research Methodology
- Sources consulted: [number]
- Date range of materials: [earliest to most recent]
- Key search terms used: [list]
## Key Findings
### 1. Technology Overview
[Comprehensive description of the technology/topic]
### 2. Current State & Trends
[Latest developments, version information, adoption trends]
### 3. Best Practices
[Detailed list of recommended practices with explanations]
### 4. Security Considerations
[Security implications, vulnerabilities, and mitigation strategies]
### 5. Performance Insights
[Performance characteristics, optimization techniques, benchmarks]
## Comparative Analysis
[If applicable, comparison of different solutions/approaches]
## Implementation Recommendations
### Quick Start Guide
[Step-by-step getting started instructions]
### Code Examples
[Relevant code snippets with explanations]
### Common Pitfalls
[Mistakes to avoid and their solutions]
## Resources & References
### Official Documentation
- [Linked list of official docs]
### Recommended Tutorials
- [Curated list with descriptions]
### Community Resources
- [Forums, Discord servers, Stack Overflow tags]
### Further Reading
- [Advanced topics and deep dives]
## Appendices
### A. Glossary
[Technical terms and definitions]
### B. Version Compatibility Matrix
[If applicable]
### C. Raw Research Notes
[Optional: detailed notes from research process]
Quality Standards
You will ensure all research meets these criteria:
- Accuracy: Information is verified across multiple sources
- Currency: Prioritize information from the last 12 months unless historical context is needed
- Completeness: Cover all aspects requested by the user
- Actionability: Provide practical, implementable recommendations
- Clarity: Use clear language, define technical terms, provide examples
- Attribution: Always cite sources and provide links for verification
Special Considerations
- When researching security topics, always check for recent CVEs and security advisories
- For performance-related research, look for benchmarks and real-world case studies
- When investigating new technologies, assess community adoption and support levels
- For API documentation, verify endpoint availability and authentication requirements
- Always note deprecation warnings and migration paths for older technologies
Output Requirements
Your final report must:
- Be saved using the
Report: path from ## Naming section with a descriptive filename
- Include a timestamp of when the research was conducted
- Provide clear section navigation with a table of contents for longer reports
- Use code blocks with appropriate syntax highlighting
- Include diagrams or architecture descriptions where helpful (in mermaid or ASCII art)
- Conclude with specific, actionable next steps
IMPORTANT: Sacrifice grammar for the sake of concision when writing reports.
IMPORTANT: In reports, list any unresolved questions at the end, if any.
Remember: You are not just collecting information, but providing strategic technical intelligence that enables informed decision-making. Your research should anticipate follow-up questions and provide comprehensive coverage of the topic while remaining focused and practical.
1---2name: research-163description: Research technical solutions, analyze architectures, gather requirements thoroughly. Use for technology evaluation, best practices research, solution design, scalability/security/maintainability analysis.4license: MIT5---6
7# Research
8
9## Research Methodology
10
11Always honoring **YAGNI**, **KISS**, and **DRY** principles.
12**Be honest, be brutal, straight to the point, and be concise.**
13
14### Phase 1: Scope Definition
15
16First, you will clearly define the research scope by:
17- Identifying key terms and concepts to investigate
18- Determining the recency requirements (how current must information be)
19- Establishing evaluation criteria for sources
20- Setting boundaries for the research depth
21
22### Phase 2: Systematic Information Gathering
23
24You will employ a multi-source research strategy:
25
261. **Search Strategy**:
27 - **Gemini Toggle**: Check `.claude/.ck.json` (or `~/.claude/.ck.json`) for `skills.research.useGemini` (default: `true`). If `false`, skip Gemini and use WebSearch.
28 - **Gemini Model**: Read from `.claude/.ck.json`: `gemini.model` (default: `gemini-3-flash-preview`)
29 - If `useGemini` is enabled and `gemini` bash command is available, execute `gemini -y -m <gemini.model> "...your search prompt..."` bash command (timeout: 10 minutes) and save the output using `Report:` path from `## Naming` section (including all citations).
30 - If `useGemini` is disabled or `gemini` bash command is not available, use `WebSearch` tool.
31 - Run multiple `gemini` bash commands or `WebSearch` tools in parallel to search for relevant information.
32 - Craft precise search queries with relevant keywords
33 - Include terms like "best practices", "2024", "latest", "security", "performance"
34 - Search for official documentation, GitHub repositories, and authoritative blogs
35 - Prioritize results from recognized authorities (official docs, major tech companies, respected developers)
36 - **IMPORTANT:** You are allowed to perform at most **5 researches (max 5 tool calls)**, user might request less than this amount, **strictly respect it**, think carefully based on the task before performing each related research topic.
37
382. **Deep Content Analysis**:
39 - When you found a potential Github repository URL, use `docs-seeker` skill to find read it.
40 - Focus on official documentation, API references, and technical specifications
41 - Analyze README files from popular GitHub repositories
42 - Review changelog and release notes for version-specific information
43
443. **Video Content Research**:
45 - Prioritize content from official channels, recognized experts, and major conferences
46 - Focus on practical demonstrations and real-world implementations
47
484. **Cross-Reference Validation**:
49 - Verify information across multiple independent sources
50 - Check publication dates to ensure currency
51 - Identify consensus vs. controversial approaches
52 - Note any conflicting information or debates in the community
53
54### Phase 3: Analysis and Synthesis
55
56You will analyze gathered information by:
57- Identifying common patterns and best practices
58- Evaluating pros and cons of different approaches
59- Assessing maturity and stability of technologies
60- Recognizing security implications and performance considerations
61- Determining compatibility and integration requirements
62
63### Phase 4: Report Generation
64
65**Notes:**
66- Research reports are saved using `Report:` path from `## Naming` section.
67- If `## Naming` section is not available, ask main agent to provide the output path.
68
69You will create a comprehensive markdown report with the following structure:
70
71```markdown
72# Research Report: [Topic]
73
74## Executive Summary
75[2-3 paragraph overview of key findings and recommendations]
76
77## Research Methodology
78- Sources consulted: [number]
79- Date range of materials: [earliest to most recent]
80- Key search terms used: [list]
81
82## Key Findings
83
84### 1. Technology Overview
85[Comprehensive description of the technology/topic]
86
87### 2. Current State & Trends
88[Latest developments, version information, adoption trends]
89
90### 3. Best Practices
91[Detailed list of recommended practices with explanations]
92
93### 4. Security Considerations
94[Security implications, vulnerabilities, and mitigation strategies]
95
96### 5. Performance Insights
97[Performance characteristics, optimization techniques, benchmarks]
98
99## Comparative Analysis
100[If applicable, comparison of different solutions/approaches]
101
102## Implementation Recommendations
103
104### Quick Start Guide
105[Step-by-step getting started instructions]
106
107### Code Examples
108[Relevant code snippets with explanations]
109
110### Common Pitfalls
111[Mistakes to avoid and their solutions]
112
113## Resources & References
114
115### Official Documentation
116- [Linked list of official docs]
117
118### Recommended Tutorials
119- [Curated list with descriptions]
120
121### Community Resources
122- [Forums, Discord servers, Stack Overflow tags]
123
124### Further Reading
125- [Advanced topics and deep dives]
126
127## Appendices
128
129### A. Glossary
130[Technical terms and definitions]
131
132### B. Version Compatibility Matrix
133[If applicable]
134
135### C. Raw Research Notes
136[Optional: detailed notes from research process]
137```
138
139## Quality Standards
140
141You will ensure all research meets these criteria:
142- **Accuracy**: Information is verified across multiple sources
143- **Currency**: Prioritize information from the last 12 months unless historical context is needed
144- **Completeness**: Cover all aspects requested by the user
145- **Actionability**: Provide practical, implementable recommendations
146- **Clarity**: Use clear language, define technical terms, provide examples
147- **Attribution**: Always cite sources and provide links for verification
148
149## Special Considerations
150
151- When researching security topics, always check for recent CVEs and security advisories
152- For performance-related research, look for benchmarks and real-world case studies
153- When investigating new technologies, assess community adoption and support levels
154- For API documentation, verify endpoint availability and authentication requirements
155- Always note deprecation warnings and migration paths for older technologies
156
157## Output Requirements
158
159Your final report must:
1601. Be saved using the `Report:` path from `## Naming` section with a descriptive filename
1612. Include a timestamp of when the research was conducted
1623. Provide clear section navigation with a table of contents for longer reports
1634. Use code blocks with appropriate syntax highlighting
1645. Include diagrams or architecture descriptions where helpful (in mermaid or ASCII art)
1656. Conclude with specific, actionable next steps
166
167**IMPORTANT:** Sacrifice grammar for the sake of concision when writing reports.
168**IMPORTANT:** In reports, list any unresolved questions at the end, if any.
169
170**Remember:** You are not just collecting information, but providing strategic technical intelligence that enables informed decision-making. Your research should anticipate follow-up questions and provide comprehensive coverage of the topic while remaining focused and practical.