A new graph-driven methodology called RIFT-Bench automates adversarial attacks on autonomous AI agents. It uses a two-phase process to extract system structures and deploy adaptive scans. This approach allows researchers to unify security evaluations across diverse architectures. Practitioners can now identify vulnerabilities in decision-making loops without relying on domain-specific manual testing.