“CiteSpace analyzed Chinese and English literature on agricultural carbon emissions in Southwest China from 2005 to 2025, revealing the trend of policy driven publications, dispersed cooperation networks, and differentiated research hotspots such as "low-carbon agriculture" and "soil organic carbon", opening up new directions for regional agricultural green transformation research.”