Biocompatible hydroxyapatite nanoparticles (HPs) could be an important candidate for designing sustainable building materials due to the availability of abundant natural resources. HPs modified with conductive nanoparticles could be promising sustainable construction materials for smart buildings. This study investigated the mechanical and electromechanical properties of needle-type and spherical-shaped HPs modified with graphene nanoplatelets (NGP) and silver nanoparticles (AgNPs)-cement pastes. The results show that the HP concentration was a key factor in the increase of mechanical properties, while the hybridization of NGP and AgNPs with HPs plays a key role in improving the electromechanical properties of cement pastes. The success of the needle-type structure under flexural loading was attributed to the better adhesion of the 1D shape to the cement mortar. Remarkable average stress sensitivity of −4.55 % MPa−1 and −8.78 % MPa−1 were obtained by the samples of pH10G01Ag01 and nH10G01Ag01, respectively, with a linearity error below 0.1 %. A stress sensitivity of −4.12 % MPa−1 was achieved with nH10G01Ag01, while the linear error of 0.25 % was still relatively high. It is concluded that the needle-type HPs behave as an adsorption center for NGP and AGNPs and provide an effective conductive path and overlapping nanoparticles to improve the sensing properties of cement mortars. The main effect plots show a significant effect of AgNPs support on the increase in mechanical and electromechanical properties of HPs-cement pastes by gap-filling and molecular interaction ability of AGNPs.