Elevated Particular Matter (PM2.5) may increase the risk of acquiring hazardous health implications, and hence highperformance monitoring of minuscule contaminants might protect people's health. The adsorption behaviour of specific PM2.5 contaminants on doped/undoped monolayer/bilayer armchair graphene nanoribbon (ArGNR) is analyzed using a hydrogenpassivated layer. By using the first-principles density functional theory (DFT), the influence of doping on the ArGNR substrate is carefully examined. Due to the fragile surface atoms, monolayer ArGNR exhibits roughly twice the adsorption energy compared to the bilayer configuration. However, the specific PM2.5 contaminants, the CH4, NH3, and NO2 molecules demonstrate chemisorption of -2 eV ,-2.95 eV, and -4 eV, with extremely less bandgap variation of -65% to -70% and -100% and a gigantic amount of charge transfer of +0.153 eV, +0.156 eV and +0.010 eV, and the DOS peaks at B site are 110 eV, 65 eV, 80 eV, and at the P site are 130 eV, 300 eV and 80 eV on boron-phosphorus (BP) co-doped monolayer ArGNR, for CH4, NH3, and NO2, respectively.