A new simulation platform, SPAR, is developed for AUV fault recovery using large language models. The platform evaluates LLM-assisted mission management on low-power AUVs, demonstrating improved diagnosis and mitigation of unanticipated faults. The architecture extends recovery from detection to mitigation, and the methodology enables ensemble testing of LLMs for fault recovery.