Since the 20th century, the number of disasters, economic losses, and people affected by disasters occurred in cities all over the world has been increasing significantly due to increased contradictions in population, resources, and the environment. Therefore, anti-disaster capability as the core concept of research on urban sustainable development has become a common concern in many disciplines, such as ecology, disaster management, and climate change. To summarize the basic connotations, characteristics, and quantitative assessment methods of anti-disaster capability in urban disaster, and to extract its context and development trend, our study analyzed the concept and characteristics of anti-urban disaster capability, examined the mutual relationship among anti-disaster capability, adaptation, vulnerability, and resilience, and reviewed the concepts of and assessment research on three concentrated fields (i.e., adaptation, vulnerability, and resilience) on the basis of global literature on anti-disaster capability. On this basis, our study then analyzed the main problems in current research on anti-disaster capability, overlooked the key issues and the future research direction of anti-disaster capability. The findings will provide an important technical reference for the implementation of integrated disaster management and mitigation measures.