During March 2026, Weber developed Agent MCP Server Connectivity for the Shubhamsaboo/awesome-llm-apps repository, enabling agents to connect directly to MCP servers and invoke tools such as GitHub, filesystem, and fetch. Using Python and leveraging async programming and API integration, Weber replaced prompt-driven agent interactions with live tool invocation, allowing agents to perform automated tasks across environments. The implementation involved spawning MCP servers, wiring connections for tool discovery, and integrating tool usage into the agentic loop. This work established a scalable foundation for agent tool access, reducing manual orchestration and enhancing operational effectiveness through robust session mapping and full stack development.