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Abstract Increasing the speed, specificity, sensitivity, and accessibility of mycobacteria detection tools are important challenges for tuberculosis (TB) research and diagnosis. In this regard, previously reported fluorogenic trehalose analogues have shown potential, but their green‐emitting dyes may limit sensitivity and applications in complex settings. Here, we describe a trehalose‐based fluorogenic probe featuring a molecular rotor turn‐on fluorophore with bright far‐red emission (RMR‐Tre). RMR‐Tre, which exploits the unique biosynthetic enzymes and environment of the mycobacterial outer membrane to achieve fluorescence activation, enables fast, no‐wash, low‐background fluorescence detection of live mycobacteria. Aided by the red‐shifted molecular rotor fluorophore, RMR‐Tre exhibited up to a 100‐fold enhancement inM. tuberculosislabeling compared to existing fluorogenic trehalose probes. We show that RMR‐Tre reports onM. tuberculosisdrug resistance in a facile assay, demonstrating its potential as a TB diagnostic tool.