At the core of many real-world scientific and engineering applications is the necessity for computing three-dimensional Fast Fourier Transforms (FFT). Although there are many available FFT libraries, 3D Fast Fourier Transform Library for Blue Gene/L is specifically designed to take advantage of the IBM Blue Gene architecture by enabling applications that use three-dimensional FFTs to scale to thousands of Blue Gene/L processors.