The integration of OpenAI's Codex CLI with Datadog's MCP server offers an innovative solution for DevOps teams, enabling AI to assist in real-time incident troubleshooting by accessing live observability data. This collaboration facilitates the Codex agent to perform tasks such as retrieving logs, metrics, and updating incidents through natural language queries, thereby enhancing the efficiency and speed of incident response. The Codex CLI, now written in Rust for better performance and security, seamlessly integrates with Datadog's tools, providing on-call engineers with critical insights and automation capabilities directly within the terminal. Enhancements such as structured UIs and visual outputs in the terminal aim to make AI-generated insights more actionable, supporting engineers during high-pressure situations. This integration not only aids in generating and modifying code but also allows the agent to become context-aware, bridging the gap between code and runtime behavior, thus accelerating infrastructure automation and incident management with AI-driven intelligence.