In July 2025, Bright Liu developed Graph Context Analytics with NetworkX integration for the Model Context Protocol in the punkpeye/awesome-mcp-servers repository. Using Python and leveraging data science and graph analysis skills, Bright implemented support for thirteen graph operations and visualization features, enabling more advanced analytics within MCP-powered workflows. The technical approach centered on integrating NetworkX as a scalable backend, allowing users to perform complex graph-based operations and gain deeper insights from their data. While no major bugs were addressed during this period, the work focused on stability and integration, laying a solid foundation for future enhancements and analytics capabilities.