OpenTelemetry#

Use the opentelemetry section when you want NeMo Relay lifecycle events exported as generic OpenTelemetry Protocol (OTLP) trace spans.

OpenTelemetry export is a good fit when your tracing backend already expects OTLP spans and you want NeMo Relay scopes, tool calls, LLM calls, and marks to appear in the same tracing pipeline as the rest of the application.

plugins.toml Example#

version = 1

[[components]]
kind = "observability"
enabled = true

[components.config]
version = 1

[components.config.opentelemetry]
enabled = true
transport = "http_binary"
endpoint = "http://localhost:4318/v1/traces"
service_name = "agent-service"
service_namespace = "nemo"
service_version = "1.0.0"
instrumentation_scope = "nemo-relay-otel"
timeout_millis = 3000

[components.config.opentelemetry.headers]
authorization = "Bearer <token>"

[components.config.opentelemetry.resource_attributes]
"deployment.environment" = "dev"

This configuration registers a plugin-owned OpenTelemetry subscriber and sends NeMo Relay trace spans to the configured OTLP endpoint.

Fields#

Field

Default

Notes

enabled

false

Must be true to construct and register the subscriber.

transport

http_binary

http_binary or grpc.

endpoint

Exporter default

OTLP endpoint.

headers

{}

String-to-string exporter headers.

resource_attributes

{}

String-to-string OTLP resource attributes.

service_name

nemo-relay

service.name resource attribute.

service_namespace

Omitted

Optional service.namespace.

service_version

Omitted

Optional service.version.

instrumentation_scope

Omitted

Optional instrumentation scope name.

timeout_millis

3000

Export timeout.

Expected Output#

The collector should receive OTLP trace export requests. The tracing backend should show spans for NeMo Relay scopes, tools, LLM calls, and marks grouped by root scope.

Each lifecycle span includes nemo_relay.uuid and nemo_relay.parent_uuid attributes. These values match ATIF step.extra.ancestry.function_id and step.extra.ancestry.parent_id for the same events. For plugin-managed ATIF, the root agent span’s nemo_relay.uuid also matches the ATIF session_id. Backend-native trace_id and span_id values are not written into ATIF.

Register the plugin before the first instrumented request, use stable service identity fields, keep credentials outside source code, and flush during graceful shutdown.

Plugin Configuration#

Use plugin configuration when the application should let NeMo Relay own the OpenTelemetry subscriber lifecycle.

from nemo_relay import plugin
from nemo_relay.observability import ComponentSpec, ObservabilityConfig, OtlpConfig

config = plugin.PluginConfig(
    components=[
        ComponentSpec(
            ObservabilityConfig(
                opentelemetry=OtlpConfig(
                    enabled=True,
                    transport="http_binary",
                    endpoint="http://localhost:4318/v1/traces",
                    service_name="agent-service",
                    service_namespace="nemo",
                    service_version="1.0.0",
                    instrumentation_scope="nemo-relay-otel",
                    resource_attributes={"deployment.environment": "dev"},
                    headers={"authorization": "Bearer <token>"},
                )
            )
        )
    ]
)

report = plugin.validate(config)
if any(diagnostic["level"] == "error" for diagnostic in report["diagnostics"]):
    raise RuntimeError(report["diagnostics"])

await plugin.initialize(config)
try:
    # Run instrumented application work here.
    pass
finally:
    plugin.clear()
const plugin = require("nemo-relay-node/plugin");
const observability = require("nemo-relay-node/observability");

await plugin.initialize({
  version: 1,
  components: [
    observability.ComponentSpec({
      version: 1,
      opentelemetry: observability.otlpConfig({
        enabled: true,
        transport: "http_binary",
        endpoint: "http://localhost:4318/v1/traces",
        service_name: "agent-service",
        service_namespace: "nemo",
        service_version: "1.0.0",
        instrumentation_scope: "nemo-relay-otel",
        resource_attributes: {
          "deployment.environment": "dev",
        },
        headers: {
          authorization: "Bearer <token>",
        },
      }),
    }),
  ],
});

try {
  // Run instrumented application work here.
} finally {
  plugin.clear();
}
use nemo_relay::observability::plugin_component::{
    ComponentSpec, ObservabilityConfig, OtlpSectionConfig,
};
use nemo_relay::plugin::{initialize_plugins, validate_plugin_config, PluginConfig};

let component = ComponentSpec::new(ObservabilityConfig {
    opentelemetry: Some(OtlpSectionConfig {
        enabled: true,
        transport: "http_binary".into(),
        endpoint: Some("http://localhost:4318/v1/traces".into()),
        service_name: "agent-service".into(),
        service_namespace: Some("nemo".into()),
        service_version: Some("1.0.0".into()),
        instrumentation_scope: Some("nemo-relay-otel".into()),
        resource_attributes: [("deployment.environment".into(), "dev".into())].into(),
        headers: [("authorization".into(), "Bearer <token>".into())].into(),
        ..OtlpSectionConfig::default()
    }),
    ..ObservabilityConfig::default()
});

let config = PluginConfig {
    version: 1,
    components: vec![component.into()],
    policy: Default::default(),
};

let report = validate_plugin_config(&config);
assert!(!report.has_errors());

let active = initialize_plugins(config).await?;

Manual API#

Use the manual subscriber API when you need an explicit subscriber name or direct force_flush control.

from nemo_relay import OpenTelemetryConfig, OpenTelemetrySubscriber

config = OpenTelemetryConfig()
config.transport = "http_binary"
config.endpoint = "http://localhost:4318/v1/traces"
config.service_name = "agent-service"
config.set_resource_attribute("deployment.environment", "dev")

subscriber = OpenTelemetrySubscriber(config)
subscriber.register("otel-exporter")

# Run instrumented application work here.

subscriber.force_flush()
subscriber.deregister("otel-exporter")
subscriber.shutdown()
const { OpenTelemetrySubscriber } = require("nemo-relay-node");

const subscriber = new OpenTelemetrySubscriber({
  transport: "http_binary",
  endpoint: "http://localhost:4318/v1/traces",
  serviceName: "agent-service",
  resourceAttributes: {
    "deployment.environment": "dev",
  },
});
subscriber.register("otel-exporter");

try {
  // Run instrumented application work here.

  subscriber.forceFlush();
} finally {
  subscriber.deregister("otel-exporter");
  subscriber.shutdown();
}
use nemo_relay::observability::otel::{OpenTelemetryConfig, OpenTelemetrySubscriber};

let config = OpenTelemetryConfig::http_binary("agent-service")
    .with_endpoint("http://localhost:4318/v1/traces")
    .with_resource_attribute("deployment.environment", "dev");
let subscriber = OpenTelemetrySubscriber::new(config)?;
subscriber.register("otel-exporter")?;

// Run instrumented application work here.

subscriber.force_flush()?;
let _ = subscriber.deregister("otel-exporter")?;
subscriber.shutdown()?;

Common Validation Failures#

  • transport is not http_binary or grpc.

  • Headers or resource attributes are not string-to-string maps.

  • The exporter feature is unavailable in the current build or target.

  • The endpoint is unreachable at runtime.