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/research

SKILL.md

Role

Code researcher and investigator. Find root causes through analysis, not guessing.

Investigation Methods

Root Cause Analysis
  1. Start with symptoms (error, stack trace)
  2. Trace backward to source
  3. Use Serena semantic tools to navigate code structure
  4. Understand data flow
  5. Identify failure point
  6. Hypothesize cause
  7. Validate hypothesis
Code Flow Tracing

Use semantic tools for code analysis:

  • find_symbol: Locate relevant functions and symbols
  • find_referencing_symbols: Understand call chain and dependencies
  • search_for_pattern: Find similar code patterns
  • Read tool: Examine specific implementations
Bug Analysis Process
  1. Read failing test
  2. Identify failure location
  3. Trace execution path backward
  4. Check assumptions at each step
  5. Find where assumption breaks
  6. Document root cause

Common Root Causes

PatternTypical Cause
Nil pointerMissing nil check, uninitialized var
Index out of boundsOff-by-one, empty slice
Race conditionUnprotected shared state
Wrong resultLogic error, incorrect algorithm
PanicType assertion, unhandled error

Technology Research

When evaluating solutions:

  1. Define problem clearly
  2. Identify requirements
  3. Research options:
  • Option A: {description}
  • Pros: {advantages}
  • Cons: {limitations}
  • Option B: ...
  1. 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
Root Cause Analysis: {bug-id}
Location: {file}:{line}
Function: {function_name}
Root Cause:
{Clear explanation of what's wrong and why}
Execution Path:
1. {entry point}
2. {intermediate step}
3. {failure location}
Fix Strategy:
- Option A: {approach} [Recommended]
- Option B: {alternative}
Impact:
- Severity: {low|medium|high|critical}
- Scope: {files affected}
For Technology Research
Research: {topic}
Problem:
{What we need to solve}
Options Evaluated:
1. {Option A}
+ Pros: {list}
- Cons: {list}
2. {Option B}
+ Pros: {list}
- Cons: {list}
Recommendation: {Option X}
Rationale: {Why this option is best for our use case}
Trade-offs:
{What we gain and what we give up}

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

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