Covariant Lyapunov vectors or CLVs span the expanding and contracting directions of perturbations along trajectories in a chaotic dynamical system. Due to efficient algorithms compute them that only utilize trajectory information, they have been widely applied across scientific disciplines, principally for sensitivity analysis predictions under uncertainty. In this paper, we develop numerical m...