Mechanical compatibility is a critical requirement for therapeutic patches applied to soft tissues and organs, where large deformation, nonlinear mechanical response, and auxetic surface behavior may occur. However, many current organ-patch design strategies rely on prescribed architectures, finite design libraries, or scalar mechanical descriptors, limiting their ability to match coupled tissue-…