We investigate flavor-changing neutral current (FCNC) interactions of the top quark at a future muon collider with a center-of-mass energy of . The process and its corresponding charge conjugate are considered as a probe of anomalous and couplings, parametrized within an effective field theory framework in terms of and . Signal and background events are simulated using Monte Carlo techniques, including parton showering and hadronization with and a fast detector simulation based on with a dedicated 10~TeV muon collider setup. A multivariate analysis based on boosted decision trees is employed to enhance the signal discrimination. Assuming an integrated luminosity of , we obtain projected sensitivities to the anomalous couplings at the level, corresponding to branching ratio limits of for the rare and decays. These results significantly improve upon the current bounds from the CMS and ATLAS collaborations, extending the sensitivity by more than one order of magnitude. Our findings demonstrate that a multi-TeV muon collider provides a powerful and complementary platform for probing rare top-quark interactions, offering a unique opportunity to explore physics beyond the Standard Model through FCNC processes.

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