SciPy 2013, the 12th annual Scientific Computing with Python conference, was held June 24-29, 2013 in Austin, Texas. 16 peer reviewed articles were published in the conference proceedings. Full proceedings and organizing committee can be found at https://proceedings.scipy.org/articles/Majora-8b375195-011.