Objective To evaluate the efficacy and safety of anticoagulant therapy in patients with cirrhotic PVT, and compare differences in efficacy and safety among different anticoagulants. Methods We comprehensively searched Pubmed, Cochrane Library, EMBASE, and ClinicalTrials.gov from inception to April 2022 for studies using anticoagulants for cirrhotic PVT. Meta-analysis was performed to calculate odds ratios (ORs) with 95% confidence intervals (CIs). Results 3 RCTs and 14 cohort studies involving 1270 patients were included. Anticoagulant therapy can increase the recanalization rate compared with non-anticoagulation therapy (OR 4.44, 95% CI 3.11-6.32, I-2 = 2.5%) and can decrease the extension rate of cirrhotic PVT (OR 0.33, 95% CI 0.18-0.62, I-2 = 41.0%), without increasing the incidence of total bleeding (OR 1.21, 95% CI 0.75-1.97, I-2 = 9.8%), major bleeding (OR 0.98, 95% CI 0.49-1.95, I-2 = 19.7%), and variceal bleeding (OR 0.35, 95% CI 0.12-1.01, I-2 = 39.9%). Subgroup analysis showed that VKA, LMWH, and DOACs could increase the recanalization rate of PVT and were not associated with the risk of bleeding. Studies that compared direct oral anticoagulants (DOACs) with warfarin directly showed that the recanalization rate of PVT in the DOACs group might be higher than that in the warfarin group (OR 30.99, 95% CI 7.39-129.87, I-2 = 0.0%), and there was no difference in the rate of total bleeding (OR 0.30, 95% CI 0.01-8.65, I-2 = 79.6%). Conclusions Anticoagulants are safe and effective in patients with cirrhotic PVT. The rate of PVT recanalization associated with DOACs may be higher than warfarin.