ABSTRACT: Cocaine use during adolescence decreases the likelihood that individuals will seek treatment for recurrent drug use. In rodents, developmental cocaine exposure weakens action-consequence decision-making, causing a deferral to familiar, habit-like behavioral response strategies. Here, we aimed to improve action-outcome decision-making. We found that acute pharmacological stimulation of the tyrosine/tropomyosin receptor kinase B (trkB) via 7,8-dihydroxyflavone (7,8-DHF) or 3,4-methylenedioxymethamphetamine (MDMA) blocked cocaine-induced habit biases by strengthening memory for action-outcome associations. We believe that MDMA acts by stimulating neurotrophin/trkB systems in the orbitofrontal cortex (OFC), a region involved in prospectively evaluating the consequences of one's action, because 1) MDMA also increased brain-derived neurotrophic factor (BDNF) in the OFC, 2) MDMA corrected habit biases due to Bdnf loss in the OFC, and 3) overexpression of a truncated isoform of trkB occluded the memory-enhancing effects of MDMA. Thus, selecting actions based on their consequences requires BDNF-trkB in the OFC, the stimulation of which may improve goal attainment in both drug-naïve and cocaine-exposed individuals. SIGNIFICANCE STATEMENT: Cocaine use during adolescence decreases the likelihood that individuals will seek treatment for recurrent drug use, even as adults. Understanding how early-life cocaine exposure impacts goal-oriented action and prospective decision-making in adulthood is thus important. One key aspect of goal-directed decision-making is anticipating the consequences of one's actions, a process that likely involves the orbitofrontal cortex (OFC). In rodents, developmental cocaine exposure weakens action-consequence decision-making, causing a deferral to familiar, habit-like behavioral response strategies. Here, we report that we can improve memory for action-consequence relationships by stimulating neurotrophic factors, which support cell survival, development, and plasticity in the brain. With strengthened action-consequence associations, cocaine-exposed mice regain the ability to optimally select actions based on their likely outcomes. Brain region-selective manipulations reveal that neurotrophin systems in the OFC are necessary for stable memory of action-consequence relationships.