A new graph representation-driven methodology called RIFT-Bench automates the discovery and scanning of vulnerabilities in agentic AI. It uses a hierarchical structure to deploy adaptive adversarial attacks across diverse architectures. This allows researchers to unify security evaluations for autonomous systems. Practitioners can now benchmark heterogeneous agents against a standardized attack framework.