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Hands-on guides for the Instrument stage of the AX workflow: capturing traces and spans from your LLM and agent applications.

Agents Built with the Anthropic SDK

Trace Claude calls and add agent and tool spans for the full trace tree.

Agents Built with the Claude Agent SDK

Trace Claude Agent SDK runs and group them by conversation.

OpenInference Best Practices

Enrich auto-instrumented traces with LLM, tool, agent, chain, and session attributes.

Tracing Integrations

Use Arize integrations to automatically collect LLM traces.

Instrument Google ADK Agents

Capture Google ADK agent runs, model calls, and tools.

Instrument Groq Agents

Trace Groq chat completions and agent tool use.

Instrument LangChain Agents

Trace LangChain and LangGraph agents, tools, and sessions.

Instrument LiteLLM Agents

Trace LiteLLM completion calls, agent tools, and the Proxy gateway.

Instrument Mastra Agents

Trace Mastra agents, tools, and workflows in Arize AX.

Tracing & Evaluating a Customer Support Agent

Create and evaluate a custom support agent with Arize AX to improve performance.

OpenAI Agents Guide

Create and evaluate agents with the OpenAI Agents SDK in Arize AX.

Trace an Agent Built with the OpenAI SDK

Build a tool-calling agent and trace its full trajectory in Arize AX.

Instrument AI Coding Agents

Capture sessions, turns, model calls, and tool usage from coding agents.

Tracing AI Coding Agents

Capture sessions, turns, and tool usage from Claude Code, Cursor, Codex, and more.

Tracing a Vercel Eve Agent

Scaffold a Vercel Eve agent and add Arize AX observability through OpenTelemetry.

Dual Tracing into Databricks Unity Catalog and Arize AX

Split-stream OpenTelemetry traces into both Arize AX and Databricks Unity Catalog.