China’s coastal village is a typical synthesis of material and intangible culture, such as natural landscape, marine pasture, and belief in the sea god. Simultaneously, it is also a valuable resource that can be universally utilized for the development of innovative industries such as the marine industry and leisure fisheries. However, with the rapid development of industrialization and urbanization, the coastal village has not received much attention and the eco-environment has been damaged to some extent. Rural resilience development becomes the future trend of humanistic ecological wellbeing communities, while being able to circumvent rural vulnerability to varying degrees in a wave of global rural revitalization. Thus, establishing an evaluation system for resilience development of coastal rural eco-environment can provide a baseline for rural revitalization for sustainability. This article constructs an evaluation system for the rural resilience development based on the DPSER (driver, pressure, state, effect, and response) model. 29 indicators and corresponding weights of drivers, pressures, states, effects, and responses are evaluated using the objective and subjective weighting methods. Thereby, the study ascertained the conditions and dilemmas of resilience development of coastal rural eco-environment, and revealed that the response indicators have the greatest influence. This evaluation system can not only contribute to quantify the qualitative assessment or take the qualitative social assessment of resilience to a quantitative level, but it can also provide guidance and apply to the issues of well-being sharing and social equity in resilience development of rural areas.