During December 2025, Jlowin enhanced the fastmcp repository by delivering a focused documentation update that clarified the concept of tool transformation for environment-aware tools. This work involved technical writing and the use of Markdown to articulate how tool transformation operates within varying environments, aiming to streamline developer onboarding and ensure consistency across different setups. By aligning the documentation with repository guidelines and emphasizing best practices, Jlowin reduced integration friction and facilitated faster adoption of environment-aware tools. The contribution demonstrated a solid understanding of documentation processes and cross-repository collaboration, though the scope was limited to a single feature without direct bug fixes.