The molecular mechanisms controlling cell polarization are incompletely understood. Ren and Yuan et al. show that local increase in plasma membrane (PM) curvature resulting from cell attachment recruits and polarizes an inverse FBAR domain protein SRGAP2 to initiate cell cytoskeleton polarization, which is important for neutrophil adhesion to endothelium.