A new graph representation-driven methodology called RIFT-Bench enables unified security evaluations across diverse agentic architectures. It uses a two-phase process to discover system structures and deploy adaptive adversarial attacks. This approach moves beyond static LLM vulnerability tests. Practitioners can now benchmark autonomous decision-making systems against a standardized, dynamic framework to identify structural security gaps.