The cloud-based automated interpretation system with algorithmic assistance for chemicals residue detection, developed by the Agricultural Chemicals Research Institute, Ministry of Agriculture(ACRI), streamlines the analysis of mass spectrometry data. This significantly reduces analysis time. For instance, the "Method of Test for Pesticide Residues in Foods-Multiresidue Analysis (5)", which typically requires 5-10 hours for manual analysis of 20 samples, can now be completed within 10 minutes using this system. The technology also provides an information platform to aid in result interpretation and has the potential for future applications in detecting veterinary chemicals, pharmaceuticals, food additives, heavy metals, and other contaminants, thus greatly enhancing inspection efficiency.