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Getting Started

Get OpenTelemetry observability for your OpenClaw AI agents.

Prerequisites

  • OpenClaw v2026.2.0 or later
  • An OTLP endpoint (local collector, Dynatrace, Grafana, etc.)

The fastest way to get observability. No installation needed — just configure.

Step 1: Add Configuration

Add to your ~/.openclaw/openclaw.json:

{
  "diagnostics": {
    "enabled": true,
    "otel": {
      "enabled": true,
      "endpoint": "http://localhost:4318",
      "serviceName": "openclaw-gateway",
      "traces": true,
      "metrics": true,
      "logs": true
    }
  }
}

Step 2: Restart Gateway

openclaw gateway restart

Step 3: Verify

Send a message to your agent and check your backend for:

  • Metrics: openclaw.tokens, openclaw.cost.usd, openclaw.run.duration_ms
  • Traces: openclaw.model.usage, openclaw.message.processed
  • Logs: Gateway logs with severity and code location

Option 2: Custom Hook-Based Plugin (Deeper Tracing)

For connected traces and per-tool-call visibility, add the custom plugin.

Step 1: Clone the Repository

cd ~/.openclaw/extensions
git clone https://github.com/henrikrexed/openclaw-observability-plugin.git otel-observability

Step 2: Install Dependencies

cd otel-observability
npm install

Step 3: Configure OpenClaw

Add to your ~/.openclaw/openclaw.json:

{
  "plugins": {
    "load": {
      "paths": ["~/.openclaw/extensions/otel-observability"]
    },
    "entries": {
      "otel-observability": {
        "enabled": true
      }
    }
  }
}

Note: Do NOT add a config block inside otel-observability — OpenClaw's plugin framework rejects unknown properties. The plugin reads its settings from the diagnostics.otel section instead. If you need custom settings, configure them in diagnostics.otel (see Option 1 above).

Step 4: Clear Cache and Restart

rm -rf /tmp/jiti
systemctl --user restart openclaw-gateway
# Or: openclaw gateway restart

Step 5: Verify Connected Traces

Send a message that triggers tool calls (e.g., "read my AGENTS.md file"). You should see:

openclaw.request
└── openclaw.agent.turn
    └── tool.Read

Using Both Plugins Together

For complete observability, enable both:

{
  "diagnostics": {
    "enabled": true,
    "otel": {
      "enabled": true,
      "endpoint": "http://localhost:4318",
      "serviceName": "openclaw-gateway",
      "traces": true,
      "metrics": true,
      "logs": true
    }
  },
  "plugins": {
    "load": {
      "paths": ["~/.openclaw/extensions/otel-observability"]
    },
    "entries": {
      "otel-observability": {
        "enabled": true,
        "config": {
          "endpoint": "http://localhost:4318",
          "serviceName": "openclaw-gateway"
        }
      }
    }
  }
}

What you get:

Source Data
Official Gateway health, queue metrics, log forwarding, session states
Custom Connected request traces, tool call spans, agent turn details

Backend Quick Setup

Local OTel Collector

  1. Install: 

    # Ubuntu/Debian
wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.144.0/otelcol-contrib_0.144.0_linux_amd64.deb
sudo dpkg -i otelcol-contrib_0.144.0_linux_amd64.deb

  2. Configure (/etc/otelcol-contrib/config.yaml): 

    receivers:
  otlp:
    protocols:
      http:
        endpoint: 0.0.0.0:4318

processors:
  batch:

exporters:
  debug:
    verbosity: detailed
  # Add your backend exporter

service:
  pipelines:
    traces:
      receivers: [otlp]
      processors: [batch]
      exporters: [debug]
    metrics:
      receivers: [otlp]
      processors: [batch]
      exporters: [debug]
    logs:
      receivers: [otlp]
      processors: [batch]
      exporters: [debug]

  3. Start: 

    sudo systemctl start otelcol-contrib

Dynatrace (Direct)

No collector needed:

{
  "diagnostics": {
    "enabled": true,
    "otel": {
      "enabled": true,
      "endpoint": "https://{environment-id}.live.dynatrace.com/api/v2/otlp",
      "headers": {
        "Authorization": "Api-Token {your-token}"
      },
      "serviceName": "openclaw-gateway",
      "traces": true,
      "metrics": true,
      "logs": true
    }
  }
}

Required scopes: metrics.ingest, logs.ingest, openTelemetryTrace.ingest

Grafana Cloud

{
  "diagnostics": {
    "enabled": true,
    "otel": {
      "enabled": true,
      "endpoint": "https://otlp-gateway-{region}.grafana.net/otlp",
      "headers": {
        "Authorization": "Basic {base64(instanceId:apiKey)}"
      },
      "serviceName": "openclaw-gateway",
      "traces": true,
      "metrics": true
    }
  }
}

Troubleshooting

No data appearing?

  1. Check Gateway logs: 

    journalctl --user -u openclaw-gateway -f

  2. Verify endpoint is reachable: 

    curl -v http://localhost:4318/v1/traces

  3. Check diagnostics config: 

    cat ~/.openclaw/openclaw.json | jq '.diagnostics'

Custom plugin not loading?

  1. Check plugin discovery: 

    openclaw plugins list

  2. Clear jiti cache: 

    rm -rf /tmp/jiti

  3. Check for TypeScript errors in Gateway logs

Traces not connected?

The custom plugin requires messages to flow through the normal pipeline. Heartbeats and some internal events may not have full trace context.

Next Steps