Agentic AI is transforming incident response and debugging for engineering teams by utilizing model communications protocol (MCP) and live debugging tools like Dynatrace's Live Debugger. TELUS exemplifies best practices by integrating these technologies into their workflow, allowing developers to troubleshoot in real-time with natural language queries, thereby expediting issue resolution and minimizing context-switching.

CircleCI's MCP Server integrates with AI tools to enhance CI/CD processes by providing natural language access to build data, enabling users to diagnose issues, trace failures, and optimize workflows. With real-time visibility into build logs, pipeline statuses, and recent changes, developers can streamline debugging and improve their deployment processes. The MCP Server supports multiple installation methods, including NPX and Docker, and is designed to work seamlessly with various IDEs and LLM-powered tools.