BACKGROUND: Rheumatoid arthritis (RA) is a persistent autoimmune disorder marked by inflammation and joint damage. Although current treatments, such as disease-modifying antirheumatic drugs (DMARDs), help control symptoms, they frequently cause substantial side effects, highlighting the urgent need for safer and more effective alternatives. Recent research indicates that gut microbiota might be pivotal in RA development through the "gut-joint axis," presenting novel therapeutic possibilities. PURPOSE: This study seeks to explore the therapeutic potential of the traditional Chinese medicine (TCM) compound new bitongling (NBTL) for RA, with an emphasis on its capacity to regulate gut microbiota and suppress angiogenesis via the vascular endothelial growth factor (VEGF) signaling pathway. METHODS: We utilized a collagen-induced arthritis (CIA) rat model to assess the impact of NBTL. The study employed 16S ribosomal DNA (16S rDNA) sequencing to analyze gut microbiota composition, machine learning techniques to identify characteristic microbial taxa, and transcriptomic analysis (GSVA) to assess the impact on the VEGF signaling pathway. The findings were further validated through analysis with deep neural network models and RESULTS: NBTL treatment markedly diminished inflammation in RA rats, evidenced by the reduced expression of TNF-α, IL-17, IL-6, and ASC in synovial tissues. Histopathological analysis confirmed alleviation of joint damage. Five characteristic microbial taxa, including CONCLUSION: NBTL exhibits significant therapeutic potential in RA by modulating gut microbiota and inhibiting the VEGF signaling pathway. These findings support NBTL's use as a promising candidate for RA treatment, emphasizing the need for further research on its mechanisms and clinical application.