Enabling OpenTelemetry for a MoonBit Agent

SkillMonitoring & ops

Enabling the OpenTelemetry (OTLP) plugin for a MoonBit Golem agent — exporting traces, logs, and metrics to an OTLP collector, adding custom spans with the @context API.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Enabling OpenTelemetry for a MoonBit Agent skill

What this skill tells your AI

The instructions your AI receives, as published by golemcloud/golem in golem-skills/skills/moonbit/golem-enable-otlp-moonbit/SKILL.md and read by ahel’s review.

The golem-otlp-exporter is a built-in plugin that exports agent telemetry (traces, logs, metrics) to any OTLP-compatible collector via OTLP/HTTP. No plugin installation is needed — just enable it in the application manifest.

Step 1 — Enable the Plugin in golem.yaml

Add the plugin to the component (or agent) that should emit telemetry:

components:
  my-app:service:
    plugins:
      - name: golem-otlp-exporter
        version: "1.5.0"
        parameters:
          endpoint: "http://localhost:4318"
          signals: "traces,logs,metrics"

Plugin Parameters

ParameterRequiredDescription
endpointYesOTLP collector base URL (e.g., http://localhost:4318)
signalsNoComma-separated: traces, logs, metrics. Default: traces
headersNoComma-separated key=value HTTP headers (e.g., x-api-key=secret)
service-name-modeNoagent-id (default) or agent-type

Step 2 — Deploy

golem deploy --yes

After deployment, newly created agents from this component automatically send telemetry to the configured collector.

What Gets Exported

Traces

Spans are created automatically for:

  • Agent invocations
  • RPC calls to other agents
  • Outgoing HTTP requests

Trace and span IDs propagate from inbound HTTP requests (via code-first routes) and are included in outgoing HTTP request headers automatically.

Custom Spans

Use the @context module for automatic span lifecycle management:

@context.with_span(
  "my-operation",
  attributes=[("env", "production"), ("service", "my-service"), ("version", "1.0")],
  fn(span) {
    // ... do work ...
    // Add more attributes dynamically if needed:
    span.set_attribute("step", "processing")
    let ctx = @context.current_context()
    println("trace_id: " + ctx.trace_id())
  },
)

with_span automatically finishes the span when the callback returns.

Logs

When logs is included in signals, all log output is forwarded to the OTLP collector. See the golem-logging-moonbit skill for full logging guidance.

println("Hello from MoonBit!")
@log.debug("This is a debug log entry")

Metrics

When metrics is included in signals, the following metrics are exported:

MetricTypeDescription
golem_invocation_countCounterNumber of agent method invocations
golem_invocation_duration_nsCounterInvocation duration
golem_invocation_fuel_consumedCounterFuel consumed by invocations
golem_invocation_pending_countCounterNumber of pending invocations
golem_host_call_countCounterNumber of internal host calls
golem_log_countCounterNumber of log entries emitted
golem_memory_initial_bytesGaugeInitially allocated memory
golem_memory_total_bytesGaugeTotal allocated memory
golem_memory_growth_bytesCounterMemory growth since start
golem_component_size_bytesGaugeComponent size in bytes
golem_error_countCounterNumber of recorded errors
golem_interruption_countCounterNumber of interrupt requests
golem_exit_countCounterNumber of process exit signals
golem_restart_countCounterNumber of times a fresh state was created
golem_resources_createdCounterNumber of internal resources created
golem_resources_droppedCounterNumber of internal resources dropped
golem_resources_activeGaugeNumber of active internal resources
golem_update_success_countCounterNumber of successful updates
golem_update_failure_countCounterNumber of failed updates
golem_transaction_committedCounterNumber of committed database transactions
golem_transaction_rolled_backCounterNumber of rolled back database transactions
golem_snapshot_size_bytesCounterSnapshot size in bytes
golem_oplog_processor_lagGaugeOplog processor delivery lag

Each metric includes service.name, golem.agent.id, golem.component.id, and golem.component.version attributes.

Local Observability Stack

The Golem repository includes a ready-made Docker Compose setup at docker-examples/otlp-collector/:

docker compose -f docker-examples/otlp-collector/docker-compose.yml up -d

This starts:

Configure the plugin with endpoint: "http://localhost:4318" to use this stack.

Per-Environment Configuration

Use presets to vary the endpoint across environments:

components:
  my-app:service:
    plugins:
      - name: golem-otlp-exporter
        version: "1.5.0"
        parameters:
          endpoint: "http://localhost:4318"
          signals: "traces,logs,metrics"
    presets:
      production:
        pluginsMergeMode: replace
        plugins:
          - name: golem-otlp-exporter
            version: "1.5.0"
            parameters:
              endpoint: "https://otel.prod.example.com:4318"
              headers: "x-api-key={{ OTLP_API_KEY }}"
              signals: "traces,logs,metrics"

Key Points

  • Built-in — no golem plugin register needed, just add to golem.yaml
  • Deploy required — run golem deploy after adding the plugin configuration
  • Trace context propagates automatically through HTTP routes and RPC calls
  • Use @context.with_span for custom spans with automatic lifecycle management
  • Plugin can be activated/deactivated per agent with golem agent activate-plugin / golem agent deactivate-plugin

Related Skills

  • Load golem-manage-plugins for the general plugin installation model (manifest sections, CLI commands, priority, per-environment configuration)

Signals

GitHub stars
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Forks
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Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
golem-enable-otlp-moonbit
Source
github.com/golemcloud/golem