A new framework uses the JSBSim 6-DoF engine to generate 23-channel health monitoring data for general aviation aircraft. It integrates FMEA-driven fault injection with an LLM to produce interpretable diagnostic reports. This approach solves the problem of scarce real-world fault data. Practitioners can now simulate rare failure modes to train more robust diagnostic systems.