The optimal layout of the industrial chain of agricultural machinery forgings is of great significance for promoting the overall development of agriculture. The following are some suggestions for optimizing the layout: Improve the production technology level of agricultural machinery forgings: strengthen technology research and development, introduce advanced equipment and production processes, and improve product quality and production efficiency. Establish a complete supply chain system: Cooperate with agricultural machinery manufacturers, suppliers and sales channels to form a stable supply chain to ensure the timely supply and distribution of agricultural machinery forgings. Strengthen cooperation between industries: The industrial chain of agricultural machinery forgings involves many links, such as forging, processing, assembly, etc. Strengthen communication and cooperation between different links, reduce production costs, improve product quality. Promote technological innovation and application: encourage enterprises to carry out technological innovation to improve the added value of products and market competitiveness. At the same time, promote the application of agricultural machinery forgings, improve the degree of automation and intelligent level of agricultural machinery. Enhance the overall strength of agricultural machinery forgings enterprises: through merger and reorganization, the introduction of capital and technology, improve the scale and competitiveness of enterprises, so that enterprises can cope with market changes and challenges. Strengthen personnel training and skill upgrading: train professional and technical agricultural machinery forgings practitioners to enhance their innovation ability and technical level. Through the above optimization layout, it can promote the healthy development of the industrial chain of agricultural machinery forgings, enhance the level of agricultural modernization, and promote the comprehensive development of agriculture.