Chinese economy is undergoing a transformation towards high-quality development. As the foundation of the national economy, agriculture must also adapt to the trend of social and economic development, transform its development mode, and transform towards high-quality agricultural development. The implementation of the rural revitalization strategy must be supported by high-quality agriculture; In the context of rural revitalization, we should focus on the new forms and new connotations of high-quality agricultural development. By establishing an agricultural development quality evaluation index system with 13 indicators from 5 dimensions, including economic benefits, comprehensive production capacity, social services, coordinated development, and sustainable development, we can use the comprehensive index evaluation system to analyze the current situation of agricultural development quality in Guangxi and identify the shortcomings and deficiencies that constrain high-quality agricultural development. The research results of comprehensive indicator evaluation and comparative analysis based on factor analysis method indicate that the overall level of agricultural development quality in Guangxi needs to be improved, with problems such as slow development and improvement speed, common shortcomings that restrict development, relative dispersion of agricultural leading enterprises, and insufficient utilization of agglomeration effect advantages. Based on this, it is proposed to promote the development of agriculture in Guangxi towards branding and intensive scale, cultivate diversified agricultural management entities, improve the agricultural production guarantee system, and accelerate the development of agriculture towards green direction.