--- description: Integrate goose with Laminar to observe performance --- # Observability with Laminar This tutorial covers how to integrate goose with Laminar to trace your goose sessions and understand how the agent is performing. ## What is Laminar [Laminar](https://laminar.sh/) is an open-source observability platform purpose-built for AI agents. It traces LLM calls, tool execution, and custom functions so you can debug, evaluate, and improve agent behavior. ## Why Laminar for goose - High-signal traces for LLM calls, tools, and sub-agents. - Replay any span in the Playground to compare prompts and models. - Build datasets from production traces and run evaluations. - Analyze trace patterns with natural language queries and dashboards. ## Set up Laminar Sign up for Laminar Cloud at [laminar.sh](https://laminar.sh) or self-host Laminar from the [open-source repo](https://github.com/lmnr-ai/lmnr). Grab your project API key. ## Configure goose to export OTLP to Laminar goose exports OpenTelemetry data over OTLP/HTTP. Point the exporter to Laminar and provide your API key as an authorization header. ### Laminar Cloud ```bash export LMNR_PROJECT_API_KEY=lmnr_proj_... export OTEL_EXPORTER_OTLP_ENDPOINT="https://api.lmnr.ai" export OTEL_EXPORTER_OTLP_HEADERS="authorization=Bearer ${LMNR_PROJECT_API_KEY}" export OTEL_EXPORTER_OTLP_TIMEOUT=10000 ``` ### Self-hosted Laminar ```bash export LMNR_PROJECT_API_KEY=lmnr_proj_... export OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:8000" export OTEL_EXPORTER_OTLP_HEADERS="authorization=Bearer ${LMNR_PROJECT_API_KEY}" ``` If your self-hosted instance does not require auth, you can omit `OTEL_EXPORTER_OTLP_HEADERS`. :::tip If you do not see traces, try setting the endpoint to the explicit OTLP path, such as `https://api.lmnr.ai/v1/traces` or `http://localhost:8000/v1/traces`. ::: ## Run goose with Laminar enabled Start goose normally. With the OTLP environment variables set, Laminar will capture traces of your goose sessions and tool execution. _[Example trace (public) in Laminar](https://laminar.sh/shared/traces/63010af0-cf31-b8b6-0d77-fc9924bcaa4c)_ ![goose trace in Laminar](../assets/guides/laminar.png)