CAX-Agent is a new lightweight agent harness designed to improve the reliability of MAPDL finite-element simulations by implementing structured execution control and fault recovery strategies. Its evaluation shows that the model-driven recovery approach significantly outperforms traditional methods, indicating a potential advancement in automation for engineering simulations.