This study aims to establish a scientific and rational evaluation system to accurately assess the comprehensive performance of mines in Binzhou City. Given the limitations of traditional mine evaluation methods, the Analytic Hierarchy Process (AHP) and entropy weight method are introduced, combined with fuzzy comprehensive evaluation, to address uncertainties and subjective biases in the evaluation process. By constructing a fuzzy comprehensive evaluation model based on AHP and the entropy weight method, an empirical analysis of mines in Binzhou City was conducted. The results provide reliable theoretical support for mine management decision-making.