In order to gain a deeper understanding of the research status and future directions in the field of leisure agriculture, this paper took the relevant literature published in the CSSCI journals and Peking University core journals collected by CNKI from 2012 to 2023 as the data sources, and used CiteSpace software to analyze the dynamic trends of collaborating authors, collaborating institutions, research trends, and publication volume in this field. The results indicate that the majority of authors have rich connections among themselves, but some teams still have limited network connections. The research institutions are still mainly universities, and their connections withindustries are not close enough. The research topics focus on "rural tourism", "models", "industrial upgrading", etc., mainly focusing on 12 themes including leisure agriculture strategies, rural tourism, influencing factors, development difficulties, industrial integration, low-carbon transformation, and key areas. The related research shows the development trend from macro to micro, and from single discipline extension to interdisciplinary intersection. Future research can delve deeper into the diversity of research teams, the expansion of research content, and the innovation of research contexts. The conclusions can provide theoretical basis and practical guidance for comprehensively promoting rural revitalization.