Metal-organic frameworks (MOFs) offer high surface area, tunable porosity, and versatile chemical functionality for sensing, but their limited conductivity, stability, and charge-transfer efficiency can hinder practical deployment. To address these limitations, MOFs have been integrated with MXenes, metal oxides, covalent organic frameworks, carbon nanotubes, and other functional materials, creating hybrid architectures with enhanced sensing performance. This review provides a critical assessment of MOF hybrid materials for environmental sensing, focusing on how hybrid composition, interfacial interactions, and structural architecture govern sensing mechanisms and analytical performance. Recent advances in electrochemical, field-effect transistor, fluorescence, chemiresistive, and photoelectrochemical platforms are discussed for detecting volatile organic compounds, toxic gases, heavy metals, pesticides, and antibiotics. Emerging trends in artificial intelligence-assisted sensing, machinelearning-enabled data analysis, and decentralized monitoring are also examined. The review further critically assesses real-sample performance, reproducibility, stability, and life-cycle sustainability, highlighting key factors governing the practical deployment of MOF hybrid sensors.


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