We define the compatibility JSJ tree of a group G over a class of subgroups. It exists whenever G is finitely presented and leads to a canonical tree (not just a deformation space) which is invariant under automorphisms. Under acylindricity hypotheses, we prove that the (usual) JSJ deformation space and the compatibility JSJ tree both exist when G is finitely generated, and we describe their flexible subgroups. We apply these results to CSA groups, Γ-limit groups (allowing torsion), and relatively hyperbolic groups.This paper and its companion arXiv:0911.3173 have been replaced by arXiv:1602.05139.