Extract Flaky Test Patterns From Test Logs

Extract Performance Bottlenecks From Runtime Logs

Parse application logs to identify slow operations, memory spikes, and latency patterns causing user friction.

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 Authentication Bypass Patterns From Code

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