An attempt to create multiple MS-RCPSP (Multi-Skill Resource-Constrained Project Scheduling Problem) solvers using evolutional algorithms, tabu search, simulated annealing and hybrids of these three metaheuristics. Problem description and data sets used here can be found on the iMOPSE project page (http://imopse.ii.pwr.wroc.pl/psp_problem.html).