Reclaiming the Solar Supply Chain Act of 2023 This bill requires the Department of Energy (DOE) to establish a program that awards grants and direct loans to support a solar component manufacturing supply chain. Under the program, DOE must award grants and loans to manufacturers and other eligible entities for (1) constructing new facilities that manufacture solar components; and (2) retooling, retrofitting, or expanding existing facilities that manufacture solar components.