Malaria remains a major global health issue, with challenges in existing control methods like insecticide resistance and artemisinin-based therapy failures. Vaccines offer a promising solution to reduce transmission, build herd immunity, and decrease morbidity and mortality, especially in vulnerable populations. This study conducts a network meta-analysis of malaria vaccines to compare their immunogenicity, safety, and efficacy. A systematic review following PRISMA-NMA guidelines was performed using four databases—PubMed, Cochrane Library, ScienceDirect, and Google Scholar—assessing study quality with the Cochrane Risk of Bias 2.0 tool. The analysis, which included over 33,000 participants from 57 clinical trials, revealed that RTS,S/AS01 and RTS,S/AS02 significantly increased antibody titers despite heterogeneity. Safety outcomes showed RTS,S/AS02 and FMP1/AS02 were linked to increased injection site pain, and RTS,S vaccines had a higher risk of fever. R21/Matrix-M showed the highest efficacy in preventing clinical malaria episodes, though data on it were limited. Vaccines like PfSPZ and PvCS had fewer side effects but weaker antibody responses. Overall, RTS,S vaccines were highly immunogenic and effective, though safety profiles varied, and the limited data on certain vaccines like R21/Matrix-M underscored the need for further research to validate their long-term effects.