mad-proxy transparently hijacks HTTP/HTTPS traffic, enforces granular domain-level block/allow logic via YAML, and logs every event for live threat analysis. Built on mitmproxy, it empowers adversary simulation, defensive validation, and real-time policy enforcement directly in the browser kill chain.