Worked on the IBM/mcp-context-forge repository to enhance documentation for the MCP Client, focusing on virtual environment setup and usage. Developed clear guidance to ensure the Python interpreter from a user’s virtual environment is used to locate the mcpgateway module, addressing common issues with dependency resolution. Updated example commands in Markdown to demonstrate running the client within a venv, improving reproducibility and reducing onboarding friction for new developers. The work emphasized documentation skills and a strong understanding of Python environments, resulting in more reliable development and deployment workflows while minimizing setup errors and support requests related to environment configuration.