Amazon OpenSearch Service now integrates Model Context Protocol apps to render interactive visualizations directly within AI assistants. These tools replace manual tab-switching by embedding trace waterfalls and service topologies into agent responses. Developers can now verify root cause hypotheses without leaving their chat interface. This incremental update streamlines the observability loop for AWS users.