Environmental contamination from heavy metals, pesticides, pharmaceutical residues, per- and polyfluoroalkyl substances (PFAS), and microplastics poses grave risks to human health and ecosystems. Classical analytical methods, including flame atomic absorption spectrometry (FAAS), gas chromatography-mass spectrometry (GC-MS), and high-performance liquid chromatography (HPLC), offer high accuracy but are constrained by high cost, laboratory dependence, lengthy sample preparation, and limited real-