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Ultra supports exporting traces and metrics via the OpenTelemetry Protocol (OTLP) to external observability backends like Jaeger, Grafana Tempo, Datadog, and others.

Configuration

Enable OTLP export in your Ultra config:

Backend Examples

Jaeger

Run Jaeger locally and point Ultra to it:
View traces at http://localhost:16686.

Grafana Tempo

Datadog

Use the Datadog OTLP ingest endpoint:
Ensure your Datadog Agent is configured with OTLP ingest enabled.

Honeycomb

What Gets Exported

  • Traces — OpenTelemetry spans for every MCP operation with W3C Trace Context IDs
  • Metrics — Request counts, latency histograms, error rates

Dual Storage

OTLP export works alongside local storage. When enabled, Ultra writes to both:
  1. Local SQLite — Always available for the dashboard and local inspection
  2. OTLP endpoint — Exported to your chosen backend
This means you get the Ultra dashboard locally plus your existing observability stack for alerts, SLOs, and cross-service correlation.