During the last years, especially due to the computing systems complexity growth, the need for tools which perform automatic design space exploration becomes more and more stringent. This paper presents a new initiated project having as the main aim developing a software tool, called FADSE (Framework for Automatic Design Space Exploration), that comes to meet this need. It is intended to provide out-of-the-box algorithms capable of solving single and multiobjective optimization problems. It focuses on automatic design space exploration for multicore and manycore systems. This tool is intended to be flexible, to provide easy development and portability.