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Team's composition of is key factor to its success, but differences between individual and collective interests result in obstacles for the configuration of teams. Considering only individuals skills is not enough to assemble a working group. We present Team Composer, an application based on Genetic Algorithm that implements a social matching strategy that combines skills, socio-emotional factors and roles to support the composition of teamwork.