We study when the celebrated May-Leonard model in R-3, describing the competition between three species and depending on two positive parameters a and b, is completely integrable; i.e. when a + b = 2 or a = b. For these values of the parameters we shall describe its global dynamics in the compactification of the positive octant, i.e. adding its infinity. If a + b = 2 and a not equal 1 (otherwise the dynamics is very easy) the global dynamics was partially known, and roughly speaking there are invariant topological half-cones by the flow of the system. These half-cones have a vertex at the origin of coordinates and surround the bisectrix x = y = z, and foliate the positive octant. The orbits of each half-cone are attracted to a unique periodic orbit of the half-cone, which lives on the plane x + y + z = 1. If b = a not equal 1 then we consider two cases. First, if 0 < a < 1 then the unique positive equilibrium point attracts all the orbits of the interior of the positive octant. If a > 1 then there are three equilibria in the boundary of the positive octant, which attract almost all the orbits of the interior of the octant, we describe completely their bassins of attractions. (C) 2012 Elsevier Ltd. All rights reserved.