Based on the analytical characteristics and evaluation indicator system of rural public transit, a service quality gap model considering passenger demand and a comprehensive evaluation model using set pair analysis (SPA) were applied to the study of rural public transit service. A case study in Cixi city of China was used to validate the models. The results show that SPA is practicable to evaluate the service quality of rural public transit.