We investigate quasi-universal relations in neutron stars linking standard observables, such as tidal deformability (
Λ) and normalized moment of inertia (
Iˉ), with normalized curvature scalars in general relativity. These curvature scalars include the Ricci scalar (
R), the Ricci tensor contraction (
J), the Weyl scalar (
W), and the Kretschmann scalar (
K). We systematically examine both piecewise polytropic and color-flavor-locked equations of state, finding: (1) significant correlations between both local (central and surface) and global (volume-averaged) curvature scalars with
Iˉ and
Λ; (2) especially strong correlations between surface and volume-averaged curvature scalars and both
Iˉ and
Λ; (3) a near equation-of-state-independent maximum for the normalized Ricci scalar, suggesting a link to the trace anomaly; and (4) new universal relations involving normalized central and volume-averaged pressure and energy density, which also correlate strongly with
Iˉ and
Λ. Using constraints from GW170817 and low-mass X-ray binaries, we demonstrate that
Λ measurements directly constrain both scalar curvature quantities and the interior properties of canonical-mass neutron stars. These findings agree with the literature on equation-of-state-dependent Bayesian inference estimates. Our identified relations thus provide an equation-of-state-insensitive connection between stellar observables, spacetime geometry, and the microphysics of compact stars.