Jamming criticality defines a universality class that includes systems as diverse as glasses colloids foams amorphous solids constraint satisfaction problems neural networks etc. A particularly interesting feature of this class is that small interparticle forces f and gaps h are distributed according to non-trivial power laws. A recently developed mean-field (MF) theory predicts the characteristic exponents of these distributions in the limit of very high spatial dimension d->infty and remarkably their values seemingly agree with numerical estimates in physically relevant dimensions d=2 and 3. These exponents are further connected through a pair of inequalities derived from stability conditions and both theoretical predictions and previous numerical investigations suggest that these inequalities are saturated. Systems at the jamming point are thus only marginally stable. Despite the key physical role played by these exponents their systematic evaluation has yet to be attempted. Here we carefully test their value by analyzing the finite-size scaling of the distributions of f and h for various particle-based models for jamming. Both dimension and the direction of approach to the jamming point are also considered. We show that in all models finite-size effects are much more pronounced in the distribution of h than in that of f. We thus conclude that gaps are correlated over considerably longer scales than forces. Additionally remarkable agreement with MF predictions is obtained in all but one model namely near-crystalline packings. Our results thus help to better delineate the domain of the jamming universality class. We furthermore uncover a secondary linear regime in the distribution tails of both f and h. This surprisingly robust feature is understood to follow from the (near) isostaticity of our configurations.