For a significant duration, enhancing the efficacy of cancer therapy has remained a critical concern. Magnetotactic bacteria (MTB), often likened to micro-robots, hold substantial promise as a drug delivery system. MTB, classified as anaerobic, aquatic, and gram-negative microorganisms, exhibit remarkable motility and precise control over their internal biomineralization processes. This unique ability results in the formation of magnetic nanoparticles arranged along filamentous structures in a catenary fashion, enclosed within a membrane. These bacteria possess distinctive biochemical properties that facilitate their precise positioning within complex environments. By harnessing these biochemical attributes, MTB could potentially offer substantial advantages in the realm of cancer therapy. This article reviews the drug delivery capabilities of MTB in tumor treatment and explores various applications based on their inherent properties. The objective is to provide a comprehensive understanding of MTB-driven drug delivery and stimulate innovative insights in this field.