In March 2025, Juan Santoso Ochoa focused on enabling Claude AI MCP integration for geographic information systems by developing comprehensive documentation across the modelcontextprotocol/servers and punkpeye/awesome-mcp-servers repositories. He created detailed onboarding guides and practical examples for integrating Claude AI with QGIS and Jupyter Notebook, emphasizing clarity and cross-repository consistency. Using Markdown and leveraging his expertise in AI integration and data analysis, Juan streamlined the setup process for developers, facilitating AI-assisted project creation, layer management, and code execution. The work prioritized documentation quality and discoverability, providing a strong foundation for future development without direct production bug fixes that month.