Extract Authentication Bypass Patterns From Code

Extract Observability Gaps From Async Code Patterns

Scan a codebase for async operations (promises, callbacks, event handlers) that lack logging, tracing, or error instrumentation.

Extract Database Query N+1 Patterns From Code

Scan a codebase for N+1 query problems where loops trigger repeated database calls instead of batch operations.

Extract Retry Logic Patterns From a Codebase

Find every retry mechanism in your code and classify by strategy, timeout, and failure modes.

Extract State Machine Transitions From Code

Map every state change, transition rule, and guard clause in a codebase to find incomplete or missing state paths.