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chore: import upstream snapshot with attribution
2026-07-13 12:02:32 +08:00

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# Monitoring & Observability
## Table of Contents
- [Cost Tracking](#cost-tracking)
- [Laminar](#laminar)
- [OpenLIT (OpenTelemetry)](#openlit-opentelemetry)
- [Telemetry](#telemetry)
---
## Cost Tracking
```python
agent = Agent(task="...", llm=llm, calculate_cost=True)
history = await agent.run()
# Access usage data
usage = history.usage
# Or via service
summary = await agent.token_cost_service.get_usage_summary()
```
## Laminar
Native integration for AI agent monitoring with browser session video replay.
### Setup
```bash
pip install lmnr
```
```python
from lmnr import Laminar
Laminar.initialize() # Set LMNR_PROJECT_API_KEY env var
```
### Features
- Agent execution step capture with timeline
- Browser session recordings (full video replay)
- Cost and token tracking
- Trace visualization
### Authentication
Use `browser-use auth` for cloud sync (OAuth Device Flow), or self-host Laminar.
## OpenLIT (OpenTelemetry)
Zero-code OpenTelemetry instrumentation:
### Setup
```bash
pip install openlit browser-use
```
```python
import openlit
openlit.init() # That's it — auto-instruments browser-use
```
### Features
- Execution flow visualization
- Cost and token tracking
- Debug failures with agent thought process
- Performance optimization insights
### Custom OTLP Endpoint
```python
openlit.init(otlp_endpoint="http://your-collector:4318")
```
### Integrations
Works with: Jaeger, Prometheus, Grafana, Datadog, New Relic, Elastic APM.
### Self-Hosted
```bash
docker run -d -p 3000:3000 -p 4318:4318 openlit/openlit
```
## Telemetry
Browser Use collects anonymous usage data via PostHog.
### Opt Out
```bash
ANONYMIZED_TELEMETRY=false
```
Or in Python:
```python
import os
os.environ["ANONYMIZED_TELEMETRY"] = "false"
```
Zero performance impact. Source: [telemetry service](https://github.com/browser-use/browser-use/tree/main/browser_use/telemetry).