Hunan is an agricultural province with abundant output of agricultural products and frequent agricultural products logistics activities. However, the level of its agricultural products logistics is still low and the “negative external effect” of high energy consumption, big loss, environment pollution and waste of resources still exists in the logistics process. The agricultural products logistics of Hunan Province needs to take a green development way with attributes of efficient energy-saving and low wastage. Based on factor analysis and cluster analysis, this paper analyzed agricultural products logistics conditions of 14 cities of Hunan province, from the perspective of supply, demand and energy consumption. Relevant development countermeasures were given according to the results of empirical analysis.