> ## Documentation Index
> Fetch the complete documentation index at: https://arize-ax.mintlify.site/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Tracing Integrations

> Use our integrations to automatically collect LLM traces

Arize AX integrates with the most popular LLM providers, agent frameworks, and coding agents to automatically collect traces. Pick your stack below, or browse the complete list.

<Card title="All Tracing Integrations" href="/ax/integrations" icon="https://mintcdn.com/arize-ax/2txwWSbLj4bzmhXp/favicon.png?fit=max&auto=format&n=2txwWSbLj4bzmhXp&q=85&s=285e141b88271d12ef5b8dedc15939f5" horizontal width="32" height="32" data-path="favicon.png">
  See the full, up-to-date list of every tracing integration.
</Card>

## LLM providers

<CardGroup cols={3}>
  <Card title="Amazon Bedrock" href="/ax/integrations/llm-providers/amazon-bedrock/amazon-bedrock-tracing" />

  <Card title="Anthropic" href="/ax/integrations/llm-providers/anthropic/anthropic-tracing" />

  <Card title="Doubleword" href="/ax/integrations/llm-providers/doubleword/doubleword-tracing" />

  <Card title="Google Gen AI" href="/ax/integrations/llm-providers/google-gen-ai/google-genai-tracing" />

  <Card title="Groq" href="/ax/integrations/llm-providers/groq/groq-tracing" />

  <Card title="LiteLLM" href="/ax/integrations/llm-providers/litellm/litellm-tracing" />

  <Card title="MistralAI" href="/ax/integrations/llm-providers/mistralai/mistralai-tracing" />

  <Card title="Ollama" href="/ax/integrations/llm-providers/llama/ollama-tracing" />

  <Card title="OpenAI" href="/ax/integrations/llm-providers/openai/openai-tracing" />

  <Card title="OpenRouter" href="/ax/integrations/llm-providers/openrouter/openrouter-tracing" />

  <Card title="TrueFoundry" href="/ax/integrations/llm-providers/truefoundry/truefoundry-tracing" />

  <Card title="VertexAI" href="/ax/integrations/llm-providers/vertexai/vertexai-tracing" />
</CardGroup>

## Python agent frameworks

<CardGroup cols={3}>
  <Card title="Agno" href="/ax/integrations/python-agent-frameworks/agno/agno-tracing" />

  <Card title="Amazon Bedrock Agents" href="/ax/integrations/llm-providers/amazon-bedrock/amazon-bedrock-agents-tracing" />

  <Card title="AutoGen" href="/ax/integrations/python-agent-frameworks/autogen/autogen-tracing" />

  <Card title="AutoGen AgentChat" href="/ax/integrations/python-agent-frameworks/autogen/autogen-agentchat-tracing" />

  <Card title="AWS Strands" href="/ax/integrations/python-agent-frameworks/aws-strands/aws-strands-tracing" />

  <Card title="Bedrock AgentCore" href="/ax/integrations/python-agent-frameworks/aws-strands/bedrock-agentcore" />

  <Card title="BeeAI" href="/ax/integrations/python-agent-frameworks/beeai/beeai-tracing-python" />

  <Card title="CrewAI" href="/ax/integrations/python-agent-frameworks/crewai/crewai-tracing" />

  <Card title="DSPy" href="/ax/integrations/python-agent-frameworks/dspy/dspy-tracing" />

  <Card title="Google ADK" href="/ax/integrations/python-agent-frameworks/google-adk/google-adk-tracing" />

  <Card title="Guardrails AI" href="/ax/integrations/python-agent-frameworks/guardrails-ai/guardrails-ai-tracing" />

  <Card title="Haystack" href="/ax/integrations/python-agent-frameworks/haystack/haystack-tracing" />

  <Card title="Hugging Face smolagents" href="/ax/integrations/python-agent-frameworks/hugging-face-smolagents/smolagents-tracing" />

  <Card title="Instructor" href="/ax/integrations/python-agent-frameworks/instructor/instructor-tracing" />

  <Card title="LangChain" href="/ax/integrations/python-agent-frameworks/langchain/langchain-tracing" />

  <Card title="LangGraph" href="/ax/integrations/python-agent-frameworks/langgraph/langgraph-tracing" />

  <Card title="LlamaIndex" href="/ax/integrations/python-agent-frameworks/llamaindex/llamaindex-tracing" />

  <Card title="LlamaIndex Workflows" href="/ax/integrations/python-agent-frameworks/llamaindex/llamaindex-workflows-tracing" />

  <Card title="Microsoft Agent Framework" href="/ax/integrations/python-agent-frameworks/microsoft/microsoft-agent-framework" />

  <Card title="Model Context Protocol (MCP)" href="/ax/integrations/python-agent-frameworks/model-context-protocol/mcp-tracing" />

  <Card title="NVIDIA NeMo Agent Toolkit" href="/ax/integrations/python-agent-frameworks/nvidia/nemo-agent-toolkit-tracing" />

  <Card title="OpenAI Agents SDK" href="/ax/integrations/python-agent-frameworks/openai-agents/openai-agents-sdk-tracing" />

  <Card title="Pipecat" href="/ax/integrations/python-agent-frameworks/pipecat/pipecat-tracing" />

  <Card title="Portkey" href="/ax/integrations/python-agent-frameworks/portkey/portkey-tracing" />

  <Card title="Pydantic AI" href="/ax/integrations/python-agent-frameworks/pydantic/pydantic-ai-tracing" />

  <Card title="Semantic Kernel" href="/ax/integrations/python-agent-frameworks/semantic-kernel/semantic-kernel-tracing" />

  <Card title="Together AI" href="/ax/integrations/python-agent-frameworks/together-ai/together-ai-tracing" />
</CardGroup>

## TypeScript / JavaScript agent frameworks

<CardGroup cols={3}>
  <Card title="BeeAI (JS)" href="/ax/integrations/ts-js-agent-frameworks/beeai/beeai-tracing-js" />

  <Card title="LangChain.js" href="/ax/integrations/ts-js-agent-frameworks/langchain/langchain-js" />

  <Card title="Mastra" href="/ax/integrations/ts-js-agent-frameworks/mastra/mastra-tracing" />

  <Card title="OpenAI Agents (JS)" href="/ax/integrations/ts-js-agent-frameworks/openai-agents/openai-agents-js" />

  <Card title="Vercel AI SDK" href="/ax/integrations/ts-js-agent-frameworks/vercel/vercel-ai-sdk-tracing" />
</CardGroup>

## Java agent frameworks

<CardGroup cols={3}>
  <Card title="Annotations" href="/ax/integrations/java/annotation/annotation-tracing" />

  <Card title="Arconia" href="/ax/integrations/java/arconia/arconia-tracing" />

  <Card title="LangChain4j" href="/ax/integrations/java/langchain4j/langchain4j-tracing" />

  <Card title="Spring AI" href="/ax/integrations/java/spring-ai/spring-ai-tracing" />
</CardGroup>

## Coding agents

<CardGroup cols={3}>
  <Card title="Claude Code" href="/ax/integrations/platforms/claude-code/claude-code-tracing" />

  <Card title="Codex" href="/ax/integrations/platforms/codex/codex-tracing" />

  <Card title="Cursor" href="/ax/integrations/platforms/cursor/cursor-tracing" />

  <Card title="Gemini CLI" href="/ax/integrations/platforms/gemini/gemini-tracing" />

  <Card title="GitHub Copilot" href="/ax/integrations/platforms/copilot/copilot-tracing" />

  <Card title="Kiro" href="/ax/integrations/platforms/kiro/kiro-tracing" />

  <Card title="OpenCode" href="/ax/integrations/platforms/opencode/opencode-tracing" />
</CardGroup>

## No-code platforms

<CardGroup cols={3}>
  <Card title="Dify" href="/ax/integrations/platforms/dify/dify-tracing" />

  <Card title="Flowise" href="/ax/integrations/platforms/flowise/flowise-tracing" />

  <Card title="LangFlow" href="/ax/integrations/platforms/langflow/langflow-tracing" />

  <Card title="OpenRouter" href="/ax/integrations/platforms/openrouter/openrouter-tracing" />

  <Card title="Prompt flow" href="/ax/integrations/platforms/prompt-flow/prompt-flow-tracing" />

  <Card title="TrueFoundry" href="/ax/integrations/platforms/truefoundry/truefoundry-tracing" />
</CardGroup>

## OpenTelemetry & SDKs

<CardGroup cols={3}>
  <Card title="Arize OTEL" href="/ax/integrations/opentelemetry/opentelemetry-arize-otel" />

  <Card title="OpenLIT" href="/ax/integrations/opentelemetry/openlit" />

  <Card title="OpenLLMetry" href="/ax/integrations/opentelemetry/openllmetry" />

  <Card title="Traceloop SDK" href="/ax/integrations/opentelemetry/traceloop-sdk" />
</CardGroup>

## Orchestration

<CardGroup cols={3}>
  <Card title="Airflow operators" href="/ax/integrations/orchestration/airflow/airflow-operators" />

  <Card title="Apache Airflow provider" href="/ax/integrations/orchestration/airflow/airflow-provider" />
</CardGroup>

## Evaluation integrations

<CardGroup cols={3}>
  <Card title="Microsoft" href="/ax/integrations/evaluation-integrations/microsoft" />

  <Card title="Ragas" href="/ax/integrations/evaluation-integrations/ragas" />

  <Card title="Ragas NVIDIA RAG metrics" href="/ax/integrations/evaluation-integrations/ragas-nvidia-rag-metrics" />
</CardGroup>