Abstract: The development of agricultural enterprises is an important pillar to achieve the strategic goal of Rural Revitalization. It has become the driving force of rural industry development, and has gradually become a hot issue in academic research in recent years. This paper uses econometric method and CiteSpace software to visually analyze 214 documents about agricultural enterprises in CSSCI database, to show the development context and future trend of agricultural enterprise research. It is found that there are more scholars in the field of economic management in the research of agricultural enterprises. They focused on the management performance of agricultural enterprises, explored the impact of internal and external factors of enterprises on the performance. However, there are few studies from sociology, political science and other disciplines. In addition, it lacks the research on the differentiation of agricultural enterprise types. Therefore, it will be the future direction of the subdivided agricultural enterprises research and crossover study.