Accumulating evidence shows that SARS‐CoV‐2 can potentially trigger autoimmune processes, which can be responsible for the long‐term consequences of COVID‐19. Therefore, this paper aims to review the autoantibodies reported in COVID‐19 convalescents. Six main groups were distinguished: (i) autoantibodies against components of the immune system, (ii) autoantibodies against components of the cardiovascular system, (iii) thyroid autoantibodies, (iv) autoantibodies specific for rheumatoid diseases, (v) antibodies against G‐protein coupled receptors, and (vi) other autoantibodies. The evidence reviewed here clearly highlights that SARS‐CoV‐2 infection may induce humoral autoimmune responses. However, the available studies share number of limitations, such as: (1) the sole presence of autoantibodies does not necessarily implicate the clinically‐relevant risks, (2) functional investigations were rarely performed and it is often unknown whether observed autoantibodies are pathogenic, (3) the control seroprevalence, in healthy, noninfected individuals was often not reported; thus it is sometimes unknown whether the detected autoantibodies are the result of SARS‐CoV‐2 infection or the accidental post‐COVID‐19 detection, (4) the presence of autoantibodies was rarely correlated with symptoms of the post‐COVID‐19 syndrome, (5) the size of the studied groups were often small, (6) the studies focused predominantly on adult populations, (7) age‐ and sex‐related differences in seroprevalence of autoantibodies were rarely explored, (8) genetic predispositions that may be involved in generation of autoantibodies during SARS‐CoV‐2 infections were not investigated, and (9) the autoimmune reactions following infection with SARS‐CoV‐2 variants that vary in the clinical course of infection remain unexplored. Further longitudinal studies are advocated to assess the link between identified autoantibodies and particular clinical outcomes in COVID‐19 convalescents.