Context Hunter
Before writing code, investigate how similar problems are already solved in this codebase.
Before Implementation
Discover Existing Patterns
- •Find analogous features: Search for code that solves similar problems. Study it before proposing your approach.
- •Trace data flow: How does similar data move through the system? Note caching, validation, and error handling patterns.
- •Identify utilities: Search for existing helpers before creating new ones.
Detect Unwritten Conventions
Look for implicit rules encoded in the codebase:
- •Schema patterns:
deleted_atcolumns indicate soft-deletion. Audit columns indicate tracking requirements. - •Naming patterns: Note consistency in
user_idvsuserIdvsuserID. - •Test patterns: What's tested thoroughly reveals team priorities.
Verify Assumptions
- •Run the test suite to understand current state
- •Check linter and formatter configs
- •Read recent commits in affected areas
- •Examine database schemas for constraints
During Implementation
Match Existing Code
Your changes should be indistinguishable from existing code:
- •Use the same patterns, abstractions, and utilities
- •Follow the same error handling approach
- •Respect module boundaries
- •Match naming conventions exactly
Surface Concerns
When you discover conflicts between requirements and existing patterns:
- •Ask clarifying questions before proceeding
- •Flag risks you've identified
- •Offer alternatives that align with codebase conventions
Checklist
Before proposing changes, confirm:
- • Studied analogous features in the codebase
- • Checked for reusable utilities
- • Reviewed test patterns for similar functionality
- • Noted naming and schema conventions
- • Verified approach matches existing patterns