Objective: To evaluate the efficacy of oral nutritional supplements, including coenzyme Q10 (CoQ10), vitamin E, inositol, and vitamin D, in improving sperm concentration, motility, morphology, count, and semen volume in male infertility patients, by a network Meta-analysis. Methods: Search PubMed, Web of Science, the Cochrane Library databases, CNKI, Wanfang Data, VIP and SinoMed from their inception to September 1, 2024. All of randomized controlled trials that evaluate the effects of oral nutritional supplements on male infertility patients were included in this network Meta-analysis. Results: A total of 13 studies involving 1 094 infertile men were included in this research. Inositol (MD=3.88, 95%CI: 0.59-7.17) significantly improved the sperm concentration, compared to placebo. CoQ10 (MD=6.45, 95%CI: 3.23-9.67); and inositol (MD=5.99, 95%CI: 1.91-10.08) successfully enhanced sperm motility. CoQ10 (MD=1.98, 95%CI: 1.29-2.68) and vitamin D+Ca (MD=-0.70, 95%CI: -1.29--0.11) effectively improved sperm morphology, while CoQ10 (MD=13.84, 95%CI: 1.49-26.19) successfully increased sperm count. Vitamin D+Ca (MD=0.40, 95%CI: 0.30-0.46) improved semen volume. No significant differences were observed between the vitamin D and vitamin E groups and the placebo group for the five target parameters. Conclusions: CoQ10, inositol, and vitamin D+Ca were demonstrated the better effects in improving semen quality in male infertility patients.