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A systematic approach is developed for gaining insight into complicated systems of partial differential equations (PDEs) in order to construct efficient smoothers for multigrid solvers. The method is derived from local mode (smoothing) analysis and employs algebraic graph theory, but it requires no knowledge of either in its implementation. It is applied to several problems, for which finding the best approach without such an analysis can be quite challenging.