Mitigating the increasingly prominent energy and environmental issues arising from the rapid expansion of industry through the realization of green and sustainable development has become a global focus. Compared to traditional fossil energy sources, biomass resources offer a diverse range of supply channels. Therefore, in an industrial system dominated by fossil energy, the deep exploration and utilization of biomass resources are crucial for environmental restoration. Against the backdrop of “carbon peaking” and “carbon neutrality,” replacing traditional fossil fuels with biomass resources presents broad application prospects, promoting the utilization of environmental resources and pointing the way towards future green and circular development. Metal-organic Frameworks (MOFs), characterized by their high specific surface area, large porosity, and tunable properties, have garnered significant attention. However, due to the inherent powdered nature of MOFs, they pose challenges in practical applications, such as difficulties in recovery, pipeline blockages, and even secondary pollution. This issue can be addressed by compositing MOFs with other eco-friendly and renewable materials. Biomass resources are precisely such eco-friendly and renewable materials. Biomass/MOF composites, formed by integrating biomass with MOFs, combine the advantages of both materials, thereby expanding their practical application domains. This review explores the methods of preparing and applying functionalized new materials facilitated by the incorporation of biomass into MOFs, starting from various biomass raw materials. It thoroughly summarizes the research advancements of such materials in adsorption, catalysis, sensing, energy, and other fields. Additionally, it provides constructive suggestions on the issues encountered during the preparation and application processes, offering a scientific basis for researchers in designing and developing novel biomass/MOF composite materials.Abbreviations: MOFs, Metal-Organic Frameworks; NRs, combined with nanorods; PSM, post-synthetic modification; –OH, hydroxyl; –COOH, carboxyl; –CHO, aldehyde; MB, methylene blue; MD-Wood, modified wood; MS, cell walls of waste corn stalks; CS, corn stalks; PS, pine sawdust; PMS, peroxymonosulfate; OTC, oxytetracycline; DFT, density functional theory; AAMOFs, Amino acid metal–organic frameworks; SO, sage; CO, calendula; hetero-fNCs, flexible nitrogen-doped carbon heterostructures; BUBS, bionic ultra-black sponge; SO4•−, sulfate radicals; MN, melanin nanoparticles; CMC, carboxymethyl cellulose; ACW, eutrophic water; DC, desert cyanobacteria.