During a two-month period, Mwangi focused on improving reliability and clarity in developer workflows across the neondatabase/website and modelcontextprotocol/servers repositories. On neondatabase/website, Mwangi enhanced documentation by removing an unused 'requests' dependency from the FastAPI setup guide, streamlining onboarding and reducing confusion for new users. For modelcontextprotocol/servers, Mwangi addressed dependency management in CI/CD pipelines by updating synchronization practices to use the --locked flag, aligning with UV best practices and ensuring lockfile consistency. Working primarily with Dockerfile, YAML, and Markdown, Mwangi’s contributions centered on DevOps, containerization, and documentation, resulting in more stable builds and clearer developer guidance.