During March 2025, work focused on enhancing observability within the modelcontextprotocol/servers repository by integrating Honeycomb Enterprise into the MCP Server. This integration enabled in-app data querying, real-time alerts, and interactive dashboards, supporting improved diagnostics and user analytics. The technical approach centered on instrumentation and seamless integration, leveraging Markdown for documentation and ensuring clear communication of changes. No major bug fixes were addressed during this period, as efforts concentrated on delivering this core feature. The result provided the team with robust monitoring capabilities, aligning with business goals for faster issue detection and more informed, data-driven operational decisions within the server environment.