Abstract This study aimed to investigate the effect of storage time on the fermentation quality, bacterial community structure, and metabolic profiles of Jinmu grain grass silage. It was ensiled in vacuum bags for 60 days. Samples were collected after 0, 3, 7, 15, 30, and 60 days of ensiling. Nutritional analysis revealed no significant differences in dry matter (DM), ether extract (EE), crude protein (CP), neutral detergent fiber (NDF), or acid detergent fiber (ADF) across storage periods (p > 0.05), but relative feeding value (RFV) significantly increased at 30 and 60 days (p < 0.05). Fermentation quality improved with prolonged storage, pH values declined to 4.01 at 60 days, while lactic acid (LA) and acetic acid (AA) increased significantly (p < 0.05). Butyric acid(BA) was undetected. 16S rDNA sequencing showed bacterial diversity (Chao1, Simpson, and Shannon indices) increased significantly at 30 and 60 days (p < 0.01); The relative abundance of Lacticaseibacillus, and Amylolactobacillus at 30 days were significantly higher than 0 and 60 days (p < 0.05); The relative abundance of Stenotrophomonas, Serratia, Comamonas, GKS98_freshwater_group, and Sphingobium at 60 days were significantly higher than 0 and 30 days (p < 0.05). Comprehensive targeted metabolomics identified 2958 metabolites. There were 256 differential metabolites shared by the comparison groups at 0, 30, and 60 days. The pathways for enrichment of differential metabolites mainly include plant hormone signal transduction, Histidine metabolism, arginine biosynthesis, etc. In conclusion, the storage time of Jinmu grain grass silage can enhance its fermentation quality by influencing microbial communities and metabolic pathways. Keywords: Jinmu grain grass silage, storage time, nutritional composition, fermentation quality, bacterial community, metabolomics 1. Introduction As a global powerhouse in animal husbandry, China’s livestock sector is of significant international importance. However, the nation faces the persistent challenge of supporting a vast population with limited arable land, resulting in low per-capita grain availability [[36]1]. This constraint has led to a critical shortage of feed resources, which now acts as a major bottleneck constraining the sustainable development of both the animal husbandry and feed industries in China [[37]2]. Consequently, enhancing the development and utilization of alternative feed resources is imperative to ensure the nation’s food security and agricultural sustainability. Jinmu grain grass is a plant species belonging to the genus Pennisetum of the Poaceae family. It is rich in nutrients, containing more than 18 essential amino acids and various vitamins that are beneficial to animal growth [[38]3]. Moreover, its leaves have no burrs (steel hairs), which is conducive to digestion by livestock and poultry. Under the suitable climatic conditions for growing farmland in the western region, the annual output of fresh grass is 40 to 60 tons per mu. The Jinmu grain grass grown in Xinjiang can be harvested three times a year, usually from August to November [[39]4]. The feed after ensiling is soft, juicy, fragrant, and palatable, and the nutritional value of the feed is improved, which is conducive to increasing the feed intake and digestion and utilization rate of livestock and poultry [[40]5]. Therefore, ensiling processing can ensure the year-round supply of Jinmu grain grass for livestock and poultry and reduce nutrient loss during feed storage. In addition, the plants of Jinmu grain grass are tall, upright, and clustered, with well-developed root systems, wide adaptability, high stress resistance, fast growth rate, strong regenerative capacity, high yield, and are resistant to acid, high temperature, drought, and cold, as well as diseases and pests. They will not die within −30 °C and can be planted in most areas of China. Meanwhile, Jinmu grain grass is a typical four-carbon plant with a high photosynthetic rate, which can prevent soil erosion and is suitable for desertification control [[41]6]. To sum up, Jinmu grain grass is an ideal feed resource for livestock and poultry. However, the application of Jinmu grain grass as a feed resource has not been widely promoted, and there are few reports on the mechanism of its silage in enhancing nutritional value and the fermentation mechanism of the micro-ecosystem. Therefore, in this study, Jinmu grain grass was processed into silage to explore the changes in its nutritional components and silage quality at different storage times. The effects at 30 and 60 days of ensiling on the bacterial community of Jinmu grain grass were analyzed with 16Sr DNA sequencing, and comprehensive targeted metabolomics was conducted to screen the differential metabolites and metabolic pathways of each comparison group between 0, 30, and 60 days. By studying the nutritional composition, fermentation quality, microbial quantity, bacterial community structure, and metabolic characteristics of Jinmu grain grass at different storage times, the changes in its microbial community and metabolites were revealed. The aim of this study was to investigate the effects of storage time on the fermentation quality, bacterial community structure, and metabolic profiles of Jinmu grain grass silage. The results are expected to provide theoretical references for