Monitoring MCP Servers

Query and analyze logs, traces, and event data in Axiom. Real-time observability at any scale.

Error tracking and performance monitoring

Dashboard and observability platform

Infrastructure monitoring and APM

Access OpenTelemetry traces and metrics via Pydantic Logfire. Debug production issues fast.

Query and analyze LLM logs and traces. Debug AI pipelines and evaluate model performance.

Crash reporting and real user monitoring data. Track errors, performance, and user sessions.

Application performance monitoring data directly in your AI assistant. N+1 queries, slow endpoints.

Code observability MCP — dynamic analysis based on OpenTelemetry and APM data.

Incident management and alerting platform. On-call scheduling and status pages.

Query Honeycomb observability data and traces for debugging production from AI agents.

Query CloudWatch metrics, logs, and alarms to monitor AWS resources from AI agents.

Query metrics and alerts

Authenticated remote MCP server for monitoring and managing SPF, DKIM, DMARC, MTA-STS, BIMI, email-domain security, remediation tasks, reports, alerts, and integrations. Compatible local clients can connect through the published npm bridge.

Application performance monitoring

Incident management and on-call

Real-time production context — logs, metrics, traces. SRE intelligence for incident response.

Navigate OpenTelemetry resources, investigate incidents, and query observability data.