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In the face of rapid urbanization and globalization, the continual loss of rural landscapes is occurring globally because of declining rural industries, abandoned farmlands and aging local populations. These problems highlight the versatility and diverse values of cultural ecosystem services (CES) to provide feasible responses for rural landscapes. To utilize CES and ensure the sustainability of rural landscapes in Taiwan, this study combined multiple-criteria decision analysis (MCDA) and a development evaluation structure that can effectively address interdependent factors for practical application. This study presents the importance of different evaluation compositions with clear weights. The results indicated that the “global technotopia” scenario is the highest priority, followed by the “Satoyama–Satoumi renaissance” scenario, and the other two.