Polycystic ovary syndrome (PCOS) is a prevalent endocrine and metabolic disorder affecting women of reproductive age. The syndrome is characterized by androgen excess, ovarian dysfunction, insulin resistance (IR) and obesity, with an elevated risk of developing long-term complications, including cardiovascular disease and type 2 diabetes mellitus (T2D). The gut microbiota plays a role in the pathogenesis of PCOS by influencing the host's endocrine, metabolic and inflammatory state, as well as the gut-brain axis. Gut microbiota-derived extracellular vesicles (GMEVs) are lipid bilayer nanoparticles secreted by the gut microbiota and contain a variety of components, including proteins, lipids and nucleic acids. They serve as signaling molecules, facilitating bacterial-bacterial and bacterial-host communications. Bacterial extracellular vesicles (BEVs) affect host cells through the delivery of bioactive substances and physical interaction through membrane components, thereby participating in the regulation of metabolic, immune, and other cellular processes. Furthermore, BEVs, which are distinguished by low toxicity, high biocompatibility and stability, and the capacity to cross biological barriers, present a promising avenue for the development of novel drug delivery systems. The isolation and characterization of BEVs also facilitate the investigation of disease-specific biomarkers. Consequently, BEVs have immense potential for a range of medical research applications, including disease diagnosis and treatment. This article discusses the potential therapeutic effects and mechanisms of GMEVs in the treatment of PCOS.