Background and Aim. The relationship between liver fibrosis scores and clinical outcomes in patients with COVID-19 is not compressively assessed. Methods. We identified relevant cohort studies that assessed the relationship between liver fibrosis scores (e.g., FIB-4, NAFLD fibrosis score (NFS), and aspartate aminotransferase to platelet ratio index (APRI)) and associated prognosis outcomes by searching the PubMed, EMBASE, and medRxiv databases. The potential dose-response effect was performed using a stage robust error meta-regression. Results. Sixteen studies with 8,736 hospitalized patients with COVID-19 were included. One-point score in FIB-4 increase was significantly associated with increased mechanical ventilation (RR: 2.23, 95% CI: 1.37–3.65,
P
=
0.001
), severe COVID-19 (RR: 1.82, 95% CI: 1.53–2.16,
P
<
0.001
), and death (RR: 1.47, 95% CI: 1.31–1.65,
P
<
0.001
), rather than hospitalization (RR: 1.35, 95% CI: 0.72–2.56,
P
=
0.35
). Furthermore, there is a significant positive linear relationship between FIB-4 and severe COVID-19 (
P
nonlinearity
=
0.12
) and mortality (
P
nonlinearity
=
0.18
). Regarding other liver scores, one unit elevation in APRI increased the risk of death by 178% (RR: 2.78, 95% CI: 1.10–6.99,
P
=
0.03
). Higher NFS (≥−1.5) and Forns index were associated with increased risk of severe COVID-19 and COVID-19-associated death. Conclusion. Our dose-response meta-analysis suggests high liver fibrosis scores are associated with worse prognosis in patients with COVID-19. For patients with COVID-19 at admission, especially for those with coexisting chronic liver diseases, assessment of liver fibrosis scores might be useful for identifying high risk of developing severe COVID-19 cases and worse outcomes.