Bacteria can colonize a variety of in vivo biointerfaces, particularly the skin, nasal, and oral mucosa, the gastrointestinal tract, and the reproductive tract, but also target specific lesion sites, such as tumor and wound. By virtue of their prominent characteristics in motility, editability, and targeting ability, bacteria carrying imageable agents are widely developed as living probes for bioimaging and diagnosis of different diseases. This review first introduces the strategies used for preparing bacteria‐based living probes, including biological engineering, chemical modification, intracellular loading, and optical manipulation. It then summarizes the recent progress of these living probes for fluorescence imaging, near‐infrared imaging, ultrasonic imaging, photoacoustic imaging, magnetic resonance imaging, and positron emission tomography imaging. The biomedical applications of bacteria‐based living probes are also reviewed particularly in the bioimaging and diagnosis of bacterial infections, cancers, and intestine‐associated diseases. In addition, the advantages and challenges of bacteria‐based living probes are discussed and future perspectives are also proposed. This review provides an updated overview of bacteria‐based living probes, highlighting their great potential as a unique yet versatile platform for developing next‐generation imageable agents for intelligent bioimaging, diagnosis, and even therapy.