Investigation of the adsorption properties of 3-(adamantan-1-yl)-4-phenyl-1-[(4-phenylpiperazin-yl)methyl]-1H-1,2,4-triazole-5(4H)-thione (APT) with metal clusters (mC: Ag, Au and Cu) are reported using DFT method. APT is found to form stable cluster with transition metal clusters of copper, silver and gold. The drug-cluster complexation energy is slightly more for the gold nanocluster-drug complex. Dipole moment of the drug-gold cluster is found to be higher than that of the other systems. SERS studies demonstrate improved Raman signals for multiple wavenumbers of all APT-metal cluster complexes. Different spectroscopic, chemical and electronic properties are also investigated.