A grand challenge for computer science is to develop software technology that makes it possible to harness the power of leadership-class systems for scientific discovery. To address this challenge, the Center for Scalable Application Development Software (CScADS) is pursuing an integrated set of activities that includes community vision-building, collaborative research, and development of open-source software infrastructures to support efficient scientific computing on the emerging leadership-class platforms.