The current body of evidence supporting the Information-Motivation-Behavioral Skills (IMB) model of antiretroviral therapy (ART) adherence rests exclusively on data collected from people living with HIV (PLWH) at point-of-HIV-care services. The aims of this study were to: (1) determine if the IMB model is a useful predictive model of ART adherence among PLWH who were primarily recruited in out-of-HIV-care settings; and (2) assess whether the theorized associations between IMB model constructs and adherence persist in the presence of depression and current drug use. PLWH (n = 312) responding to a one-time online survey completed the Life Windows IMB-ART-Adherence Questionnaire, and demographic, depression (CES-D 10), and drug use items. Path models were used to assess the fit of a saturated versus fully mediated IMB model of adherence and examined for moderating effects of depression and current drug use. Participants were on average 43 years of age, had been living with HIV for 9 or more years, and mostly male (84.0%), Caucasian (68.8%), and gay-identified (74.8%). The a priori measurement models for information and behavioral skills did not have acceptable fit to the data and were modified accordingly. Using the revised IMB scales, IMB constructs were associated with adherence as predicted by the theory in all but one model (i.e., the IMB model operated as predicted among nondrug users and those with and without depression). Among drug users, information exerted a direct effect on adherence but was not significantly associated with behavioral skills. Results of this study suggest that the fully or partially mediated IMB model is supported for use with samples of PLWH recruited primarily out-of-HIV-care service settings and is robust in the presence of depression and drug use.