Since the Central Rural Work Conference in 2017 first proposed to take the road of socialist rural revitalization with Chinese characteristics, all townships have been actively exploring the road of rural revitalization that conforms to local characteristics. Right now, since February 2018, “Park City” has been promoted, and a series of measures have been implemented, which are of great significance to the sustainable development of urban and rural areas. It is of great strategic significance to explore a road to rural revitalization under the background of park cities and to implement the construction and implementation of township spaces. The Anyue County Party Committee and County Government attaches great importance to it, actively organizes, conducts in-depth research, and successfully completes the “Territorial spatial master planning of Wenhua Town, Anyue County”, which not only aims to realize the formation of intensive and efficient production space, moderate living space, and ecological space with beautiful scenery and safety. The harmonious, open, efficient, attractive and quality territorial space pattern has laid a solid foundation for the construction of a lemon culture agricultural tourism town, and also reflects the concept of some park cities. This paper conducts research and discussion on its planning formulation, summarizes the formulation of the existing township-level territorial space master planning, and puts forward some innovative suggestions for rural revitalization in the context of park cities.