Significance Microtubule dynamics is tightly regulated during fundamental biological processes such as mitosis, thereby representing a major target for anticancer therapies. To better understand the molecular mechanisms underlying the organization of the microtubule network, we systematically investigated proteins interacting with EB1, a major regulator of microtubules dynamics. We identified a specific isoform of myomegalin, which we termed “SMYLE,” that assembles a macromolecular complex associated with the centrosome, the major microtubule-organizing center in cells, and also connected to the microtubule nucleating complex. SMYLE promoted microtubule assembly from the centrosome and subsequent stabilization of microtubules at the cell periphery. This had consequences on cell motility, mitosis, and cell-cycle progression, suggesting that SMYLE might be an important player in tumor progression.