> ## 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.

# Integrations

export const NpxEvalsHero = ({children, footer}) => <div className="ax-hero">
    <Callout icon="zap">
      {children}
      <CodeGroup>
        <CodeBlock filename="npx" language="bash">
          <pre><code>npx evals</code></pre>
        </CodeBlock>
        <CodeBlock filename="macOS / Linux" language="bash">
          <pre><code>{`bash <(curl -fsSL https://cdn.jsdelivr.net/npm/evals/start.sh)`}</code></pre>
        </CodeBlock>
        <CodeBlock filename="Windows" language="powershell">
          <pre><code>{`irm https://cdn.jsdelivr.net/npm/evals/start.ps1 | iex`}</code></pre>
        </CodeBlock>
      </CodeGroup>
      {footer ? <p>{footer}</p> : null}
      <p>
        <a href="/docs/ax/set-up-with-ai-assistants#one-command-setup">
          See what this does →
        </a>
      </p>
    </Callout>
  </div>;

<NpxEvalsHero>
  ## Instrument in one command

  Not sure which integration you need? Run this from your terminal to launch your coding agent, sign up for a free Arize AX account, and have it detect your stack and wire up the right integrations below — both your framework and the provider it wraps.
</NpxEvalsHero>

## Request or contribute an integration

<Check>
  Don't see an integration you were looking for? We'd love to [hear from you!](https://github.com/Arize-ai/openinference/issues/new/choose)
</Check>

## Integration types

Arize has a wide range of integrations that fall into into the following categories:

1. **Tracing integrations**: Arize AX captures application traces from applications built using a specific library.
2. **Evaluation integrations**: For evaluation integrations, you can use our **python eval library** to make calls to a specific model, or you can use a **third-party eval library** to evaluate Arize traces and visualize in Arize AX.

Each partner listing in this section contains **integration docs** and **relevant tutorials.**

## Browse all integrations

The setup pattern is the same across every tracing integration: register a tracer provider with `arize-otel` (Python) / `@arizeai/openinference-*` (TS/JS), then attach the matching instrumentor. Pick your stack below. **When you use an agent framework with an LLM provider, instrument both** — the framework instrumentor does not trace the underlying LLM calls.

<Tabs>
  <Tab title="Tracing">
    ### LLM providers

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

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

      <Card title="Cohere" href="/docs/ax/integrations/llm-providers/cohere/cohere-tracing" arrow />

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

      <Card title="Google GenAI" href="/docs/ax/integrations/llm-providers/google-gen-ai/google-genai-tracing" arrow />

      <Card title="Gravitee" href="/docs/ax/integrations/llm-providers/gravitee/gravitee-tracing" arrow />

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

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

      <Card title="Mistral AI" href="/docs/ax/integrations/llm-providers/mistralai/mistralai-tracing" arrow />

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

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

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

      <Card title="OrcaRouter" href="/docs/ax/integrations/llm-providers/orcarouter/orcarouter-tracing" arrow />

      <Card title="PrismML" href="/docs/ax/integrations/llm-providers/prismml/prismml-tracing" arrow />

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

      <Card title="Together AI" href="/docs/ax/integrations/llm-providers/together-ai/together-ai-tracing" arrow />

      <Card title="Vertex AI" href="/docs/ax/integrations/llm-providers/vertexai/vertexai-tracing" arrow />
    </CardGroup>

    ### Agent frameworks

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

          <Card title="AG2" href="/docs/ax/integrations/python-agent-frameworks/ag2/ag2-tracing" arrow />

          <Card title="AutoGen (legacy API)" href="/docs/ax/integrations/python-agent-frameworks/autogen/autogen-tracing" arrow />

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

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

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

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

          <Card title="Claude Agent SDK" href="/docs/ax/integrations/python-agent-frameworks/claude-agent-sdk/claude-agent-sdk-tracing" arrow />

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

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

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

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

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

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

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

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

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

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

          <Card title="MCP" href="/docs/ax/integrations/python-agent-frameworks/model-context-protocol/mcp-tracing" arrow />

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

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

          <Card title="Open Agent Spec" href="/docs/ax/integrations/python-agent-frameworks/agentspec/agentspec-tracing" arrow />

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

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

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

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

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

          <Card title="Smolagents" href="/docs/ax/integrations/python-agent-frameworks/hugging-face-smolagents/smolagents-tracing" arrow />

          <Card title="Strands Agents SDK" href="/docs/ax/integrations/python-agent-frameworks/aws-strands/aws-strands-tracing" arrow />
        </CardGroup>
      </Tab>

      <Tab title="TypeScript / JavaScript">
        <CardGroup cols={3}>
          <Card title="Amazon Bedrock Agents" href="/docs/ax/integrations/ts-js-agent-frameworks/amazon-bedrock/amazon-bedrock-agents-js" arrow />

          <Card title="BeeAI" href="/docs/ax/integrations/ts-js-agent-frameworks/beeai/beeai-tracing-js" arrow />

          <Card title="Claude Agent SDK" href="/docs/ax/integrations/ts-js-agent-frameworks/claude-agent-sdk/claude-agent-sdk-js" arrow />

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

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

          <Card title="MCP" href="/docs/ax/integrations/ts-js-agent-frameworks/model-context-protocol/mcp-tracing-js" arrow />

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

          <Card title="TanStack AI" href="/docs/ax/integrations/ts-js-agent-frameworks/tanstack/tanstack-ai-tracing" arrow />

          <Card title="Vercel AI SDK v7" href="/docs/ax/integrations/ts-js-agent-frameworks/vercel/vercel-ai-sdk-v7-tracing" arrow />

          <Card title="Vercel AI SDK (v6 & earlier)" href="/docs/ax/integrations/ts-js-agent-frameworks/vercel/vercel-ai-sdk-v6-tracing" arrow />
        </CardGroup>
      </Tab>

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

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

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

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

    ### Coding agents

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

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

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

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

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

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

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

    ### OpenTelemetry & SDKs

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

      <Card title="OpenLLMetry & Traceloop" href="/docs/ax/integrations/opentelemetry/openllmetry-traceloop" arrow />

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

    ### Platforms

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

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

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

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

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

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

    ### Orchestration

    <CardGroup cols={3}>
      <Card title="Apache Airflow" href="/docs/ax/integrations/orchestration/airflow/airflow-provider" arrow />
    </CardGroup>
  </Tab>

  <Tab title="Evaluation">
    ### LLM-as-a-Judge model providers

    Use an LLM provider as the judge for evaluations via the arize-phoenix-evals library.

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

      <Card title="Anthropic" href="/docs/ax/integrations/llm-providers/anthropic/anthropic-evals" arrow />

      <Card title="Gemini" href="/docs/ax/integrations/llm-providers/google-gen-ai/gemini-evals" arrow />

      <Card title="LiteLLM" href="/docs/ax/integrations/llm-providers/litellm/litellm-evals" arrow />

      <Card title="Mistral AI" href="/docs/ax/integrations/llm-providers/mistralai/mistralai-evals" arrow />

      <Card title="OpenAI" href="/docs/ax/integrations/llm-providers/openai/openai-evals" arrow />

      <Card title="Vertex AI" href="/docs/ax/integrations/llm-providers/vertexai/vertexai-evals" arrow />
    </CardGroup>

    ### Eval libraries

    Grade Arize AX traces with an evaluation library and log the scores back to your spans. Phoenix Evals is Arize's own open-source eval library — the engine the provider judges above plug into — and it needs no separate server.

    <CardGroup cols={3}>
      <Card title="Phoenix Evals" href="/docs/ax/integrations/evaluation-integrations/phoenix-evals" arrow />

      <Card title="Microsoft Azure AI Evaluation" href="/docs/ax/integrations/evaluation-integrations/microsoft" arrow />

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

      <Card title="NVIDIA RAG Metrics via Ragas" href="/docs/ax/integrations/evaluation-integrations/ragas-nvidia-rag-metrics" arrow />
    </CardGroup>
  </Tab>
</Tabs>
