The rapid expansion of the cultural industry and the escalating demand for innovation have led to a growing attention on the sustainable development of cultural and creative parks. This study aims to provide a comprehensive review and prospectus of the literature on the sustainable development of these parks using CiteSpace knowledge mapping. We analyzed 662 publications from 2012 to 2023 in the Web of Science database using bibliometric methods, such as descriptive statistical analysis, network analysis, and co-citation analysis. Our findings indicate that research hotspots in the sustainable development of cultural and creative parks focus on cultural ecosystems, environmental conservation, cultural landscapes, creative tourism, park management, and urban renewal. Three primary research themes emerged: ecological service systems, assessment models, and multidimensional value. We propose five future prospects: (1) diversifying sustainable development strategies; (2) coordinating development with urban, regional, and global sustainable development goals; (3) enhancing interdisciplinary research; (4) deepening stakeholder participation; and (5) improving the evaluation index system for sustainable development. This study offers a systematic guiding framework for constructing multidimensional value for the sustainable development of cultural and creative parks, providing valuable insights for future theoretical and practical research.