Worked on the OpenFreeEnergy/openfe repository with a focus on improving metadata accuracy and code quality. Addressed a specific issue in the citation metadata by correcting an author’s given name in the CITATION.cff file, ensuring proper attribution and preventing misattribution in downstream tools and analytics. The solution was implemented through a single, well-documented commit, demonstrating disciplined use of version control and clear issue referencing. Utilized YAML for metadata management and emphasized thorough documentation practices. No new features were introduced during this period, as the primary objective was to enhance the integrity and reliability of the repository’s citation information.