Biodiversity plays a crucial role in the global ecosystem and is essential for the sustainable development of human society. Constructing scientifically ecological networks is the foundation of biodiversity conservation. While previous studies have focused on constructing urban ecological networks with an emphasis on ecological security and habitat quality, there remains a need for methods that align with biodiversity and conservation objectives at the urban agglomeration scale. In light of future climatic and environmental changes and the rapid pace of urbanization, this study focuses on the Beijing–Tianjin–Hebei urban agglomeration, a leading urban cluster in China. This study explores the development of ecological networks at the scale of urban agglomerations through the forecasting of bird species distributions with different migration habits, a critical indicator of biodiversity. The identification of ecological sources utilized 3 methodologies: morphological spatial pattern analysis, habitat quality assessment, and species distribution forecasting, together pinpointing 134 pivotal ecological sources. Utilizing circuit theory, the research delineates 117 primary ecological corridors, 285 secondary corridors, 9 potential ecological corridors, and 1,134 ecological nodes. By conducting a comprehensive analysis of the current state and spatial distribution patterns of various ecological network components, the study proposes specific implementation strategies. The findings offer vital spatial guidance for the planning of future urban conglomerates and the formulation of corresponding policies, thereby facilitating national ecological protection and restoration initiatives.