Objective: We performed a meta analysis in order to determine safety of granulocyte macrophage colony stimulating factor (GM CSF) antibodies on COVID 19. Methods: We searched from the Cochrane Library, PubMed, Embase, biorxiv and medrxiv databases beginning in the COVID-19 outbreak on December 1, 2019 until August 29, 2021. The primary outcomes included death, the incidence of invasive mechanical ventilation (IMV), ventilation requirement, and secondary infection. Results: 6 eligible literature involving 1501 COVID 19 patients were recruited, and they were divided into experimental group (n = 736) and control group (n = 765). Using a random effect model, we found that the GM CSF antibodies treatment was associated with a 3.8-26.9% decline of the risk of mortality[odd ratio (OR) = 0.06, 95% confidence interval (CI): -0.11, -0.01, p =0.02], a 5.3-28.7% reduction of incidence of IMV [OR = 0.51, 95% CI: 0.28, 0.95, p =0.03], and a 23.3-50.0% enhancement of ventilation improvement [OR = 11.70, 95% CI: 1.99, 68.68, p=0.006]. There were no statistically significant differences in the association between two groups in second infection. Conclusion: Severe COVID 19 patients may benefit from GM CSF antibodies.