A security scanner is only as good as the knowledge it encodes. Ours didn’t come from a textbook — it came from engineers who spent time understanding how AI-generated code actually fails, running tests against real targets, and refining what we look for based on what we found.
The patterns we scan for — credentials leaking through API responses, exposed admin interfaces, misconfigured authentication middleware — each one represents a real class of vulnerability that someone took the time to document, reproduce, and teach the scanner to recognise. That work is not automated. It’s people. And it never fully stops: every new application we review sharpens the ruleset and prepares us for the next category of issues.
We want to thank everyone who contributed their time, knowledge, and patience to this work. The tool exists and works because you do.