Abstract: 14 indicators were selected from four aspects: production efficiency, industrial benefit, green production and social benefit, and the method of combining entropy method and analysis and coordination degree was used to analyze and evaluate the high-quality agricultural development of Hunan Province from 2012 to 2021. (1) It was found that from the perspective of time, the high-quality agricultural development level of Hunan Province gradually increased from 2012 to 2021, but the gap between the 14 cities and prefectures was large. (2) From the spatial dimension, the level of high-quality agricultural development in Hunan Province declined from the east to the west, among which, the comprehensive index of East Hunan and North Hunan ranked the top, while the comprehensive index of high-quality agricultural development in West Hunan was lower. (3) From the perspective of the coordination between the various development factors constructed, the coordination between the various elements had improved from 2012 to 2021, but for Hunan Province as a whole, the development level needed to maintain the momentum and further increase. Therefore, it was necessary to further expand the advantageous industries of agriculture and rural areas, strengthen the high-quality integration and coordinated development of regional agricultural industries, and promote the high-quality development of agriculture in accordance with local conditions.