Background Asthma is a chronic respiratory condition by airway inflammation. Traditional Chinese medicine, is commonly used to treat it. Astragalus is known for its immunoregulation, anti-inflammatory, and antioxidant effects. Purpose To systematically evaluate the efficacy of Astragalus in asthma animal models using meta-analysis methods. Methodology A systematic search was performed in various databases, such as China National Knowledge Infrastructure (CNKI), WanFang Data, PubMed, Web of Science, and Cochrane Library databases for animal studies on Astragalus intervention in asthma models, with the search period extending up to September 2023. Two researchers performed independent literature screening and data extraction. The quality of the included studies was assessed by the Systematic Review Center for Laboratory Animal Experimentation (SYRCLE) animal experiment bias risk assessment tool. Meta-analysis was performed with RevMan (version 3.6.1). Results A total of 25 experiments were included. Meta-analysis indicated that Astragalus can significantly reduce total leukocytes, neutrophils, lymphocytes, and eosinophils in animal models of asthma. It also downregulated the expression levels of interleukin-4 and interleukin-5, while upregulation of interferon-γ and interleukin-10 expression was observed; however, the impact on macrophages was found to be not statistically significant ( p > 0.05). Conclusion Our systemic review suggested the potential efficiency of Astragalus in asthma treatment in China, although its mechanism is still unclear. The functions of Astragalus may be associated with attenuating airway inflammation through the regulation of immune response.