langsmith-fetch

To debug LangChain agents behaving unexpectedly, fetch recent execution traces from LangSmith to inspect tool calls, memory operations, and errors. You can retrieve the last 5 minutes of traces to quickly identify what went wrong during agent execution.

Fetch LangSmith traces using the langsmith-fetch CLI to retrieve recent or specific agent execution data. This allows you to analyze agent performance metrics, review tool calls, and inspect memory operations to troubleshoot issues effectively.

To fetch LangSmith execution traces for LangGraph agents, you need the langsmith-fetch CLI installed, a configured LangSmith API key, and a specified LangSmith project to access the execution data and performance metrics.

Yes, you can inspect tool calls and memory operations in LangChain execution traces. By fetching the trace data from LangSmith, you can review the agent's behavior, identify errors, and analyze performance metrics to resolve issues.

The best way to troubleshoot LangGraph agent errors using trace analysis is to fetch execution traces from LangSmith Studio. This streamlines identifying and resolving issues by displaying tool calls, errors, and memory operations in a readable format.

Fetching LangSmith traces requires a configured API key and project because the CLI authenticates against your LangSmith Studio account to securely retrieve specific agent execution data, trace analysis, and performance metrics for troubleshooting.