Main group metal complexes of Bi(V) and Pb(II) were synthesized with an organic framework (OF) of 2-[4,6-diamino-3-[3-amino-6-(1-methyamino-ethyl) tetrahydropyran-2-yl] oxy-2-hydroxy-cyclohexoxy]-5-methyl-4-methylamino-tetrahydropyran-3,5-diol (L). Conformational changes and the binding abilities of the organic framework toward Bi(V) and Pb(II) were identified by various physiochemical and spectroscopic measurements including IR, 1 H NMR, UV -vis, molecular modeling, and X-ray powder diffractometry. The lattice parameters of the metal organic frameworks (MOFs) were calculated and were as follows: cell dimension for [Bi(V)L] complex, a ¼ 9.8355 (Å ), b ¼ 9.8355 (Å ), c ¼ 21.78695 (Å ), a ¼ 90.008, b ¼ 90.008, g ¼ 90.008; cell dimension for Pb(II) complex, a ¼ 11.59609 (Å ), b ¼ 15.0373 (Å ), c ¼ 6.6854 (Å ), a ¼ 90.008, b ¼ 99.0008, g ¼ 90.008 at 1.54056A8. Particle size (nm) of the complexes was found to be 10.75 and 8.817 nm, respectively. Molecular models represent a better understanding of the arrangement of the atoms in the molecules in three dimensions.