Persistent cognitive impairment has been described in people after COVID-19 irrespective of infection severity, indicating that patients with mild to moderate infection may also experience persevering cognitive problems. Non-pharmacological strategies for cognitive rehabilitation and their outcomes in this group have so far not been systematically summarized. Therefore, the aim of this study was to systematically identify, summarize, and appraise non-pharmacological rehabilitation intervention studies assessing neuropsychological outcomes in people with cognitive impairment after COVID-19. On July 1st, 2022, a systematic search was conducted using PubMed, Web of Science, PsycNET, and CENTRAL. In total, 833 papers were retrieved, of which 13 were included. Among those, 7 were group studies and 6 were single-subject case reports. The group studies included between 12 and 50 participants, of which two studies also included a control group. Most of the studies (11/13) tested multimodal interventions, mainly combining physical exercise with cognitive stimulation. Respiratory rehabilitation, occupational and speech-language therapy, EEG neurofeedback, tDCS, and psychosocial interventions were also investigated. With the exception of two, all studies described positive post-intervention results, including increased cognitive performance, reduced cognitive fatigue, and improved physical functionality. However, limitations of the current literature suggest that results should be considered carefully.