Diabetes mellitus is a significant global health issue, and alternative treatments from natural products like Garcinia mangostana L. [Clusiaceae] or GM are being explored for their potential benefits. This study focused on evaluating the hypoglycemic effects of GM on diabetic rodent models. A comprehensive search was conducted in PubMed, Scopus, and Embase for studies reporting blood glucose levels within 2weeks as the primary outcome and changes in total cholesterol (TC), triglycerides (TG), low-density lipoprotein cholesterol (LDL-C), and high-density lipoprotein cholesterol (HDL-C) as secondary outcomes. A network meta-analysis (NMA) was performed to determine the pooled effectiveness of each intervention, estimating the weighted mean difference (WMD) and 95% confidence interval (CI) from both direct and indirect evidence. The surface under the cumulative ranking curve (SURCA) was used to rank the interventions. Ten articles were identified, with nine included for quantitative analysis. All GM extracts showed greater effectiveness than the control in decreasing blood glucose levels within 2weeks. GM at 200mg/kg (GM200) was the top-ranked extract for reducing glucose levels beyond 2weeks and increasing HDL-C levels. The ethanol extract of GM at 200mg/kg (GME200) was the most effective for blood glucose reduction within 2weeks and for TC and TG reductions. The methanol extract of GM at 200mg/kg (GMM200) was the top-ranked extract for LDL-C reductions. GM and its extracts demonstrated significant hypoglycemic activity and improvements in lipid profiles in diabetic rodent models, highlighting their potential as therapeutic agents for the prevention and treatment of diabetes mellitus. Further research in human trials is warranted to confirm these findings and establish clinical applications. https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42023426254.