During April 2026, contributed to the thoughtspot/developer-examples repository by building a backend server for ThoughtSpot MCP that leverages the Claude API to enable real-time chat and client-side integration. The work focused on backend enhancements using FastAPI, Node.js, and Python, establishing a scalable foundation for future MCP integrations. By implementing custom headers, the solution supported enhanced data querying and seamless real-time collaboration between clients and the backend. Delivered the second version of the Claude agent MCP server, which improved reliability and performance for client integrations, laying the groundwork for broader adoption and more rapid iteration within the ThoughtSpot ecosystem.