Two isomeric polyacylhydrazones P-1 and P-2 were prepared by dynamic covalent chemistry. Due to the presence of aromatic moieties and intramolecular hydrogen bonds in the backbone, both polymers exhibited very high crystallinity. Furthermore, they had shown to be very strong physical gelators for aromatic solvents. Upon interacting with metal ions, the two polymers demonstrated different yet specific metal ion-responsive properties such as gel-to-sol transition, gel strength reinforcement, and/or quenching/enhancement of fluorescence intensity. Based on solid-state NMR and powder X-ray diffraction data, the metal ion binding mechanisms were elucidated and a model was proposed to rationalize the differences in their metal ion-responsive properties. This work showed that these crystalline polyacylhydrazone polymers possess very rich supramolecular and stimuliresponsive properties and can be used for metal ion-sensing applications via visual sol−gel transitions.