A number of coordination polymers of the pymo ligand (Hpymo = 2‐hydroxypyrimidine) have been prepared and fully characterized by chemical, spectroscopic, and thermal analyses. Their complete crystal structures have been solved ab initio from laboratory X‐ray powder diffraction data and ultimately refined by the Rietveld method. The M(pymo)2 species (M = Co, Ni, Zn) consist of structurally related three‐dimensional frameworks of very high thermal stability (decomposing under N2 only at T > 550 °C), with the metal atoms, linked by μ2‐η1‐η1 (N;N′) (Co, Zn) or μ2‐η2‐η1 (N,O;N′) bridges, about 5.4−5.7 Å apart. The hydrated species Ni(pymo)2(H2O)2.5 is based on a two‐dimensional array of Ni(pymo)2 stoichiometry, containing both coordinated and clathrated water molecules, and can be selectively transformed into Ni(pymo)2 by thermal treatment, through an amorphous intermediate, recrystallizing at T > 315 °C. In contrast, one dimensional chains are found in the three hydrazine adducts, M(pymo)2(N2H4)2, which show unique bis(μ2‐hydrazine) bridges (M···M ca. 4.0 Å) and terminally O‐bonded pymo ligands.