In this work, a class of non-linear weakly singular fractional integro-differential equations is considered, and we first prove existence, uniqueness, smoothness properties the solution under certain assumptions on given data. We propose numerical method based spectral Petrov-Galerkin that handling to non-smooth behavior solution. The most outstanding feature our approach evaluate approximate b...