SuperAPI AI Directory

context-hunter

Coding & development

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Updated 10-16 05:47

About this skill

Context Hunter

Before writing code, investigate how similar problems are already solved in this codebase.

Before Implementation

Discover Existing Patterns

  1. Find analogous features: Search for code that solves similar problems. Study it before proposing your approach.
  2. Trace data flow: How does similar data move through the system? Note caching, validation, and error handling patterns.
  3. Identify utilities: Search for existing helpers before creating new ones.

Detect Unwritten Conventions

Look for implicit rules encoded in the codebase:

  • Schema patterns: deleted_at columns indicate soft-deletion. Audit columns indicate tracking requirements.
  • Naming patterns: Note consistency in user_id vs userId vs userID.
  • 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