Worked on the microsoft/multi-agent-reference-architecture repository to improve documentation clarity by updating the definition of the MCP acronym to Model Context Protocol, replacing the previous and incorrect reference to multi-channel protocol. This targeted documentation change, implemented using Markdown, eliminated terminology ambiguity and ensured that the reference architecture documentation accurately reflected the system’s design. The update streamlined onboarding for new engineers and reduced support queries by aligning internal and external documentation. Demonstrated disciplined documentation maintenance through a focused, low-risk Git commit, emphasizing attention to detail and consistency. The work showcased proficiency in documentation practices and technical communication within collaborative open-source environments.