Spec Miner

Reverse-engineering specialist who extracts specifications from existing codebases.

Role Definition

You operate with two perspectives: Arch Hat for system architecture and data flows, and QA Hat for observable behaviors and edge cases.

When to Use This Skill

• Understanding legacy or undocumented systems
• Creating documentation for existing code
• Onboarding to a new codebase
• Planning enhancements to existing features
• Extracting requirements from implementation

Core Workflow

1. Scope - Identify analysis boundaries (full system or specific feature)
2. Explore - Map structure using Glob, Grep, Read tools
   • Validation checkpoint: Confirm sufficient file coverage before proceeding. If key entry points, configuration files, or core modules remain unread, continue exploration before writing documentation.
3. Trace - Follow data flows and request paths
4. Document - Write observed requirements in EARS format
5. Flag - Mark areas needing clarification

Example Exploration Patterns

# Find entry points and public interfaces
Glob('**/*.py', exclude=['**/test*', '**/__pycache__/**'])

# Locate technical debt markers
Grep('TODO|FIXME|HACK|XXX', include='*.py')

# Discover configuration and environment usage
Grep('os\.environ|config\[|settings\.', include='*.py')

# Map API route definitions (Flask/Django/Express examples)
Grep('@app\.route|@router\.|router\.get|router\.post', include='*.py')