The burgeoning field of photovoltaic technology is experiencing a remarkable surge in innovation, with novel graphene integration rapidly emerging as a promising avenue for boosting solar cell output. These two-dimensional materials, celebrated for their exceptional conductive properties and mechanical strength, offer a multitude of possibilities,