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MCP Observability, Metrics, and Audit Logging (ANSWERED)

Project BasedMCPMedium14 min read

Agents fail opaquely without MCP observability. Treat every tool call as a microservice span.

TL;DR — Quick Answer

Log structured audit events (who, tool, args redacted, latency, status), emit metrics (success rate, p99, validation errors), trace across host→gateway→server→downstream API, and build dashboards/alerts tied to agent outcomes — not just HTTP 200.

The Interview Question

What should you log and measure for MCP tool calls in production? Design an observability stack for debugging failed agent workflows.

Deep Explanation

Agents fail opaquely without MCP observability. Treat every tool call as a microservice span.

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