Extract Observability Gaps From Async Code Patterns

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 Common Error Handling Anti-patterns

Find catch blocks that swallow errors, log-only failures, and missing error recovery logic across your codebase.

Extract Webhook Failure Recovery Gaps From Code

Find every webhook handler missing retry logic, dead-letter queues, or failure callbacks.

Extract Authentication Bypass Patterns From Code

Scan a codebase to find authentication checks that are skipped, incomplete, or conditionally disabled.