Technology reflects the values of its developers, which reinforces the need for ethical and responsible development in digital solutions. Awareness of gender equality in Information Science is reflected in United Nations Resolution 62/10 and the Sustainable Development Goals (SDGs), which promote gender equality. The aim of this research is to promote advances in the representation of women and girls in the Bibliodata Network, based on the use of sources such as the Virtual International Authority File (VIAF) and Wikidata for the semantic enrichment of metadata, as well as the importance of inclusive terminology to achieve this end. Although the study focuses mainly on enriching the records of people who identify as female, it is hoped in the future that the methodology employed will be adaptable for all genders. The expected results aim to promote significant advances in the representation of women and girls in the Bibliodata Network, improve the quality and accuracy of metadata, and create more robust information networks, with an ongoing commitment to equity and inclusion. Currently, the main challenge of the research is the migration and reorganization of data within the network to align with updated standards, ensuring data preservation and preventing potential loss.