The increasing focus on women's entrepreneurship within the Micro, Small, and Medium Enterprises (MSME) sector stems from an enhanced acknowledgment of women's vital contribution to economic development. The rising interest among scholars in women's entrepreneurship within the MSME sector requires an enhanced comprehension of pertinent issues and the development of collaborative networks to advance research through multidisciplinary approaches. A bibliometric analysis was conducted to uncover significant patterns and subjects by analyzing key papers, countries, authors, and keywords.. This study broadened its scope to encompass scientific mapping with VOSviewer and Biblioshiny, alongside the Scopus database, to provide a comprehensive overview of research trends. The statistics indicate a continuous increase in the total number of articles from 2017 to 2023. Researchers from Indonesia, the United Kingdom, and the United States significantly advanced the study of women's entrepreneurship in the MSME sector. The statistical analysis demonstrates a significant correlation among female entrepreneurship, micro, small, and medium enterprises (MSMEs), gender, and financial literacy. This study conducted analysis including co-citation, authors' keywords, corresponding nations of authors, and co-occurrence of all keywords. Future scholars examining women's entrepreneurship in the MSME sector will be able to effectively focus their research utilizing the findings articulated in this paper.