The objective was to formulate and analyze a dentin adhesive incorporated with graphene oxide (GO) nanoparticle and calcium phosphate (CaP) composite. Methods comprising of scanning electron microscopy (SEM)–energy dispersive X‐ray spectroscopy (EDX), micro‐Raman spectroscopy, shear bond strength (SBS), and Fourier transform infrared (FTIR) spectroscopy were used to characterize nanoparticle composite, dentin bond toughness, degree of conversion (DC), and adhesive‐dentin interaction. Postsynthesis of GO nanoparticles, they were functionalized with CaP using standard process. The GO‐CaP composite was not added to experimental adhesive (negative control group, GO‐CaP‐0%), and added at 2.5 and 5 wt% to yield GO‐CaP‐2.5% and GO‐CaP 5% groups, respectively. Teeth were set to form bonded samples utilizing adhesives in three groups for SBS testing, with and without thermocycling. The homogenous diffusion of GO‐CaP composite was verified in the adhesive. Resin tags having standard penetrations were observed on SEM micrographs. The EDX analysis confirmed the occurrence of calcium, phosphorus, and carbon ions in the composite containing adhesives. The SBS test revealed highest mean values for GO‐CaP‐5% followed by GO‐CaP‐2.5%. The FTIR spectra verified the presence of apatite peaks and the micro‐Raman spectra showed characteristic D and G bands for GO nanoparticles. GO‐CaP composite in dentin adhesive may improve its bond strength. The addition of 5 wt% resulted in a bond strength that was superior to all other groups. GO‐CaP‐5% group demonstrated lower DC (to control), uniform distribution of GO and CaP composite within adhesive, appropriate dentin interaction, and resin tag formation.