Objective To conduct a scoping review on the clinical research evidence for the treatment of coronavirus disease 2019 (COVID-19) with traditional Chinese medicine, identify relevant problems in the literature, and provide ideas for the follow-up research. Methods PubMed, Embase, the Cochrane Library, China National Knowledge Infrastructure, Wanfang Digital Journal Full-text Database, and China Biomedical Literature Database were searched from inception to July 21st, 2022. The clinical research evidence for the treatment of COVID-19 with traditional Chinese medicine was included, the data information was sorted out, and the results were descriptively analyzed. Results A total of 132 studies were included, including 53 randomized controlled trials, 17 non-randomized controlled trials, and 62 retrospective cohort studies, all of which were published between 2020 and 2022. The clinical studies were carried out in 19 provincial level regions, among which Hubei province had the largest number of studies (49.2%, 65/132). The sample sizes of the studies were mostly between 50 and 100 cases (43.2%, 57/132). Most of the studies had a treatment course of 0-14 days (50.0%, 66/132). The most compared intervention measures were traditional Chinese medicine + conventional western medicine treatment vs. conventional western medicine treatment, accounting for 75.0% (99/132) of the studies. The COVID-19 patients included in the studies were mainly mild and moderate. Outcome indicators included changes in symptoms/signs, laboratory indicators, CT indicators, clinical outcomes, safety indicators, functional scales, etc. The main adverse reactions/events in intervention/exposure groups were gastrointestinal reactions. Conclusions There has been a lot of clinical research evidence on the treatment of COVID-19 by traditional Chinese medicine. To provide strong evidence support for the treatment of COVID-19 by traditional Chinese medicine, more clinical trials with large samples and international collaboration are needed in the future.