AWS DevOps Agent can connect to LaunchDarkly's hosted MCP server to automate feature flag orchestration across two workflows. In pre-deployment review, a custom DevOps Agent Skill classifies code changes by risk tier and recommends LaunchDarkly flag configurations, phased rollout strategies, and kill-switch behavior before high-risk changes ship. In incident response, the agent queries current flag state, correlates flags with recent deployments, and recommends flag-based containment actions with step-by-step mitigation plans as a faster alternative to full rollbacks. Kiro IDE integrates the same LaunchDarkly MCP connection for flag-aware code generation during development, creating layered coverage from authorship through deployment to incident resolution.