The “one-stop” student community initiative in universities serves as a pivotal measure to foster students’ holistic development and enhance faculty-student integration, playing a crucial role in campus cultural development and student community governance. However, challenges such as uncoordinated community development, inadequate digital governance, and fragmented educational collaboration persist during implementation. To address these issues, universities should explore optimization strategies and implement targeted measures, including digital empowerment, substantive enhancement, and the establishment of a “co-constructed, shared, and co-governed” “one-stop” student community. Continuous refinement of the community framework will ensure sustained improvements in educational outcomes.