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• Maximising conservation benefits on state-owned land. • Quantifying land costs, ecological values and human values in an integrated climate context. • Adaptation of model parameters to research sites based on machine learning. • Ecological corridors avoiding the objective fragmentation of the Marxan model results. • Phased implementation of conservation plans. In China, especially in countries with state-owned land use rights, the loss of urban bird diversity due to rapid urbanisation can't be contained or ameliorated by equitably weighing the ecological and economic values of land. Climate change could further threaten urban bird biodiversity and ultimately lead to a "tragedy of the commons". The Beijing Ecological Cultivation Area (BECA) is one such area that has suffered from low eco-efficiency due to climate change and chaotic management. There is a need to find more effective solutions for urban bird conservation to reduce the negative impacts of rapid urbanisation while avoiding wasting more conservation costs. For this purpose, the protection priorities for BECA based on 4 global future climate models (RCP2.6, RCP4.5, RCP6.0 and RCP8.5) for the years 2041–2060, 56 species of local resident birds in the "Beijing Terrestrial Wildlife - Birds" were used as study subjects, which were identified through systematic conservation planning (scp) with combinatorial modelling (MaxEnt-Marxan). In addition, three scenarios were innovatively developed in Marxan with maximum respect for the original land use types. The eco-efficiency and eco-corridor of these three scenarios were compared and identified through ArcGis. The results of the survey show that 'Comprehensive Conservation' has the largest mean distribution area, with the results for RCP 2.6–8.5 being: 52.34%; 65.25%; 48.34%; and 45.42%. It had the highest spatial continuity, the lowest fragmentation, and the highest conservation efficiency. Moreover, We recommend a phased implementation of the conservation plans and and suggest planning options for three landform types: High-altitude mountain; Medium or Low-altitude shallow mountainous; and Water conservation areas. It is important to establish ecological corridors from the Huairou district's northern part to the Yanqing district's northeastern part and beyond. This paper quantifies the land costs, ecological values and human impact factors of the planning area in a comprehensive climate context with the theme of conserving urban bird diversity. This study aims to maximise the conservation benefits of urban bird diversity and to provide basic research for ecological conservation on state-owned land. [ABSTRACT FROM AUTHOR]