In order to study the influence of digital inclusive finance on the innovation of agricultural enterprises, 213 observable values were obtained by consulting the data of agricultural enterprises, and descriptive statistics, correlation analysis, multiple regression analysis, endogeneity test and robustness test were carried out by using Stata16.0 software. The results show that the digital inclusive finance and its sub-indices can significantly promote the innovation of agricultural enterprises, and increase 1% in the digital inclusive finance index will lead to an average increase of 0.356 4% in the innovation of agricultural enterprises as the explained variable. The coverage of digital inclusive finance and the depth of digital inclusive finance will increase by 1% on average, which will promote the innovation of agricultural enterprises by 0.338 8% and 0.378 5% respectively.