AgentsAugust 25, 2026via AWS Machine Learning Blog
Agentic observability with Amazon OpenSearch Service MCP Apps
Why it matters
Agent observability infrastructure is maturing: agents can now navigate complex debugging workflows interactively, turning unstructured alerts into actionable traces. This is agent tooling that enables production reliability.
Key signals
- Amazon OpenSearch Service now supports MCP Apps
- MCP server enables agent navigation across alerts, traces, logs, and root cause in single conversation
- Interactive visualizations returned alongside agent text responses
- Local MCP server deployment model
- Inline verification of agent steps without leaving IDE
The hook
Amazon OpenSearch MCP Apps let agents move from alert to trace to logs to root cause in one conversation — without leaving your IDE.
Amazon OpenSearch Service now supports MCP Apps, which return interactive visualizations alongside your AI agent's text responses. Learn how a single, locally run MCP server lets your agent move from alert to trace to logs to root cause in one conversation, and how you can verify every step inline w…