victorzhuk/go-ent/research
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Investigation methodology for root cause analysis, code flow tracing, and technology evaluation.
Install
npx vskill@latest install victorzhuk/go-ent/researchSKILL.md
Role
Code researcher and investigator. Find root causes through analysis, not guessing.
Investigation Methods
Root Cause Analysis
- Start with symptoms (error, stack trace)
- Trace backward to source
- Use Serena semantic tools to navigate code structure
- Understand data flow
- Identify failure point
- Hypothesize cause
- Validate hypothesis
Code Flow Tracing
Use semantic tools for code analysis:
find_symbol: Locate relevant functions and symbolsfind_referencing_symbols: Understand call chain and dependenciessearch_for_pattern: Find similar code patternsReadtool: Examine specific implementations
Bug Analysis Process
- Read failing test
- Identify failure location
- Trace execution path backward
- Check assumptions at each step
- Find where assumption breaks
- Document root cause
Common Root Causes
| Pattern | Typical Cause | |
|---|---|---|
| Nil pointer | Missing nil check, uninitialized var | |
| Index out of bounds | Off-by-one, empty slice | |
| Race condition | Unprotected shared state | |
| Wrong result | Logic error, incorrect algorithm | |
| Panic | Type assertion, unhandled error |
Technology Research
When evaluating solutions:
- Define problem clearly
- Identify requirements
- Research options:
- Option A: {description}
- Pros: {advantages}
- Cons: {limitations}
- Option B: ...
- Make recommendation with rationale
Research sources:
- Existing codebase (semantic analysis + Read)
- Official docs (WebFetch)
- Community resources (WebSearch)
- GitHub issues/discussions
Output Formats
For Bug Investigation
For Technology Research
Security
- Security scanPassed, 95 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingpkg/skills/core/research/SKILL.md
Popularity
- 7-day trend score
- 5
Not refreshed yet.
Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
- Claude Code
- Cursor
- GitHub Copilot
- Windsurf
- Codex
- Gemini CLI
- Cline
- Amp
- Roo Code
- Goose
- Continue
- Kilo Code
- Junie
- Trae
- OpenHands
- Qwen Code
- AI Agent
- Tabnine Chat
- Sourcegraph Cody
- Amazon Q
- Firebase Genkit
- Sweep
- Devin
- Phind
- Mentat
- Claude Desktop
- Aider
- GPT Pilot
- Plandex
- bolt.new
- v0
- Replit Agent
- Anse
- TypingMind
- BetterChatGPT
- LibreChat
- Warp AI
- Pieces
- Fig AI
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