During January 2025, Kevin Gilpin focused on enhancing the documentation and user guidance for the getappmap/appmap-intellij-plugin repository. He reorganized and reformatted Markdown documentation, introducing clearer introductory text and enforcing consistent formatting to improve clarity and maintainability. Kevin updated marketplace content to better describe AppMap Navie’s features, requirements, and usage, and clarified processes for LLM selection and AppMap data recording. His work emphasized documentation management and technical writing, ensuring repository hygiene by adhering to conventional commit standards. While no bugs were fixed, the depth of his contributions improved onboarding, usability, and future maintainability for both users and maintainers.