Modular and mock modular forms possess many striking p-adic properties, as studied by Bringmann, Guerzhoy, Kane, Kent, Ono, and others. Candelori developed a geometric theory of harmonic Maass forms arising from the de Rham cohomology. In the setting of over-convergent p-adic modular forms, Candellori and Castella showed this leads to p-adic analogs of harmonic Maass forms.In this paper we take an analytic approach to construct p-adic analogs of harmonic Maass forms of weight 0 with square free level. Although our approaches differ, where the two theories intersect the forms constructed are the same. However our analytic construction defines these functions on the full super singular locus.As with classical harmonic Maass forms, these p-adic analogs are connected to weight 2 cusp forms and their modular derivatives are weight 2 weakly holomorphic modular forms. Traces of their CM values also interpolate the coefficients of half integer weight modular and mock modular forms. We demonstrate this through the construction of p-adic analogs of two families of theta lifts for these forms.