Low-coordinate metallic ions have been well recognized for constructing good-performance single ion magnets (SIMs) due to their enhanced magnetic anisotropy; however, the incorporation of such specific ions into coordination polymers is still challenging. Here, we reported two new Co II coordination polymers, namely [Co(pdms)(bpe)] n (1) and {[Co(pdmsSingle crystal X-ray diffraction experiments indicated that the Co II centers in both 1 and 2 display a distorted tetrahedral geometry with quasi C 2v symmetry and are linked into a one-dimensional (1D) zig-zag chain via the ditopic bridging ligand of bpe in 1 while a ribbon chain via the tetradentate linker of tpb in 2. Magnetic studies revealed the easy-axis magnetic anisotropy of the Co II ions with different zerofield splitting D of −19 cm −1 (1) and −33 cm −1 (2), likely due to the distinct changes in the N py −Co−N py bite angles (100.20°(1) vs. 93.90°(2)). Moreover, slow magnetic relaxation proceeded via different relaxation mechanisms under applied dc fields was observed, giving an effective energy barrier (U eff ) of 69.6 K for 1 and 76.6 K for 2, respectively. The ab initio calculations on both the polymers further confirmed the sign and magnitude of the ZFS parameters and nicely reproduced the experimental results. Our study demonstrated a great potential for applying the well-studied and highly anisotropic 4-coordinate metal ions within a coordination polymer, opening a viable means to tuning magnetic anisotropy via topological control.