In this scoping review, we investigated psychotherapies and psychological support provided during the coronavirus disease 2019 (COVID-19) pandemic to clarify its recipients and the methods employed. We used Scopus and PubMed as the search engines on October 18, 2022, employing specific search terms (″COVID* ″ AND (″Psychotherap*″ OR ″psychological support*″) AND ″psychological distress*″). The initial search yielded 153 articles, of which 18 met the eligibility criteria after two rounds of screening. The distribution of participants ranged from the general population to patients with COVID-19 and those who had recovered. However, no studies of patients with post-COVID-19 sequelae were found. The distribution of the types of psychotherapies and psychological support varied and the use of new technology was suggested. Online interventions comprised the majority of the means of psychotherapies and psychological support. This study suggests that psychotherapies and psychological support during the COVID-19 pandemic were influenced by the social situation.