Anode materials are crucial components in batteries, responsible for hosting and releasing lithium ions during charging and discharging cycles, directly affecting the energy density, lifespan, and efficiency of the battery. The choice of anode material, such as graphite, silicon, or lithium metal, has significant implications on the performance and safety of the battery, influencing its potential applications across consumer electronics, electric vehicles, and grid storage.