We study the agglomerative percolation (AP) models on the Bethe lattice and the triangular cactus to establish the exact mean-field theory for AP. Using the self-consistent simulation method, based on the exact self-consistent equation, we directly measure the order parameter P ∞ and average cluster size S. From the measured P ∞ and S we obtain the critical exponents β k and γ k for k = 2 and 3. Here β k and γ k are the critical exponents for P ∞ and S when the growth of clusters spontaneously breaks the Z k symmetry of the k-partite graph [12]. The obtained values are β 2 = 1.79(3), γ 2 = 0.88(1), β 3 = 1.35(5), and γ 3 = 0.94(2). By comparing these values of exponents with those for ordinary percolation (β ∞ = 1 and γ ∞ = 1) we also find the inequalities between the exponents, as β ∞ < β 3 < β 2 and γ ∞ > γ 3 > γ 2 . These results quantitatively verify the conjecture that the AP model belongs to a new universality class if Z k symmetry is broken spontaneously, and the new universality class depends on k [Lau et al., Phys. Rev. E 86, 011118 (2012)] .