arize-phoenix


Namearize-phoenix JSON
Version 11.6.1 PyPI version JSON
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home_pageNone
SummaryAI Observability and Evaluation
upload_time2025-07-10 02:24:10
maintainerNone
docs_urlNone
authorNone
requires_python<3.14,>=3.9
licenseElastic-2.0
keywords explainability monitoring observability
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requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage No coveralls.
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Phoenix is an open-source AI observability platform designed for experimentation, evaluation, and troubleshooting. It provides:

- [**_Tracing_**](https://arize.com/docs/phoenix/tracing/llm-traces) - Trace your LLM application's runtime using OpenTelemetry-based instrumentation.
- [**_Evaluation_**](https://arize.com/docs/phoenix/evaluation/llm-evals) - Leverage LLMs to benchmark your application's performance using response and retrieval evals.
- [**_Datasets_**](https://arize.com/docs/phoenix/datasets-and-experiments/overview-datasets) - Create versioned datasets of examples for experimentation, evaluation, and fine-tuning.
- [**_Experiments_**](https://arize.com/docs/phoenix/datasets-and-experiments/overview-datasets#experiments) - Track and evaluate changes to prompts, LLMs, and retrieval.
- [**_Playground_**](https://arize.com/docs/phoenix/prompt-engineering/overview-prompts)- Optimize prompts, compare models, adjust parameters, and replay traced LLM calls.
- [**_Prompt Management_**](https://arize.com/docs/phoenix/prompt-engineering/overview-prompts/prompt-management)- Manage and test prompt changes systematically using version control, tagging, and experimentation.

Phoenix is vendor and language agnostic with out-of-the-box support for popular frameworks (πŸ¦™[LlamaIndex](https://arize.com/docs/phoenix/tracing/integrations-tracing/llamaindex), πŸ¦œβ›“[LangChain](https://arize.com/docs/phoenix/tracing/integrations-tracing/langchain), [Haystack](https://arize.com/docs/phoenix/tracing/integrations-tracing/haystack), 🧩[DSPy](https://arize.com/docs/phoenix/tracing/integrations-tracing/dspy), πŸ€—[smolagents](https://arize.com/docs/phoenix/tracing/integrations-tracing/hfsmolagents)) and LLM providers ([OpenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai), [Bedrock](https://arize.com/docs/phoenix/tracing/integrations-tracing/bedrock), [MistralAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/mistralai), [VertexAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/vertexai), [LiteLLM](https://arize.com/docs/phoenix/tracing/integrations-tracing/litellm), [Google GenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/google-genai) and more). For details on auto-instrumentation, check out the [OpenInference](https://github.com/Arize-ai/openinference) project.

Phoenix runs practically anywhere, including your local machine, a Jupyter notebook, a containerized deployment, or in the cloud.

## Installation

Install Phoenix via `pip` or `conda`

```shell
pip install arize-phoenix
```

Phoenix container images are available via [Docker Hub](https://hub.docker.com/r/arizephoenix/phoenix) and can be deployed using Docker or Kubernetes.

## Packages

The `arize-phoenix` package includes the entire Phoenix platfom. However if you have deployed the Phoenix platform, there are light-weight Python sub-packages and TypeScript packages that can be used in conjunction with the platfrom.

### Subpackages

| Package                                                                                             | Language                                                                                                                                     | Description                                                                                       |
| --------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------- |
| [arize-phoenix-otel](https://github.com/Arize-ai/phoenix/tree/main/packages/phoenix-otel)           | Python [![PyPI Version](https://img.shields.io/pypi/v/arize-phoenix-otel)](https://pypi.org/project/arize-phoenix-otel/)                     | Provides a lightweight wrapper around OpenTelemetry primitives with Phoenix-aware defaults        |
| [arize-phoenix-client](https://github.com/Arize-ai/phoenix/tree/main/packages/phoenix-client)       | Python [![PyPI Version](https://img.shields.io/pypi/v/arize-phoenix-client)](https://pypi.org/project/arize-phoenix-client/)                 | Lightweight client for interacting with the Phoenix server via its OpenAPI REST interface         |
| [arize-phoenix-evals](https://github.com/Arize-ai/phoenix/tree/main/packages/phoenix-evals)         | Python [![PyPI Version](https://img.shields.io/pypi/v/arize-phoenix-evals)](https://pypi.org/project/arize-phoenix-evals/)                   | Tooling to evaluate LLM applications including RAG relevance, answer relevance, and more          |
| [@arizeai/phoenix-client](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-client) | JavaScript [![NPM Version](https://img.shields.io/npm/v/%40arizeai%2Fphoenix-client)](https://www.npmjs.com/package/@arizeai/phoenix-client) | Client for the Arize Phoenix API                                                                  |
| [@arizeai/phoenix-mcp](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-mcp)       | JavaScript [![NPM Version](https://img.shields.io/npm/v/%40arizeai%2Fphoenix-mcp)](https://www.npmjs.com/package/@arizeai/phoenix-mcp)       | MCP server implementation for Arize Phoenix providing unified interface to Phoenix's capabilities |

## Tracing Integrations

Phoenix is built on top of OpenTelemetry and is vendor, language, and framework agnostic. For details about tracing integrations and example applications, see the [OpenInference](https://github.com/Arize-ai/openinference) project.

**Python Integrations**
| Integration | Package | Version Badge |
|------------------|-----------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------|
| [OpenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai) | `openinference-instrumentation-openai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai) |
| [OpenAI Agents](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai-agents-sdk) | `openinference-instrumentation-openai-agents` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai-agents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) |
| [LlamaIndex](https://arize.com/docs/phoenix/tracing/integrations-tracing/llamaindex) | `openinference-instrumentation-llama-index` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-llama-index.svg)](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |
| [DSPy](https://arize.com/docs/phoenix/tracing/integrations-tracing/dspy) | `openinference-instrumentation-dspy` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-dspy.svg)](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |
| [AWS Bedrock](https://arize.com/docs/phoenix/tracing/integrations-tracing/bedrock) | `openinference-instrumentation-bedrock` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-bedrock.svg)](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |
| [LangChain](https://arize.com/docs/phoenix/tracing/integrations-tracing/langchain) | `openinference-instrumentation-langchain` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-langchain.svg)](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |
| [MistralAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/mistralai) | `openinference-instrumentation-mistralai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mistralai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |
| [Google GenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/google-gen-ai) | `openinference-instrumentation-google-genai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-genai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) |
| [Google ADK](https://arize.com/docs/phoenix/integrations/llm-providers/google-gen-ai/google-adk-tracing) | `openinference-instrumentation-google-adk` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-adk.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) |
| [Guardrails](https://arize.com/docs/phoenix/tracing/integrations-tracing/guardrails) | `openinference-instrumentation-guardrails` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-guardrails.svg)](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |
| [VertexAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/vertexai) | `openinference-instrumentation-vertexai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-vertexai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |
| [CrewAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/crewai) | `openinference-instrumentation-crewai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-crewai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |
| [Haystack](https://arize.com/docs/phoenix/tracing/integrations-tracing/haystack) | `openinference-instrumentation-haystack` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-haystack.svg)](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |
| [LiteLLM](https://arize.com/docs/phoenix/tracing/integrations-tracing/litellm) | `openinference-instrumentation-litellm` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-litellm.svg)](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |
| [Groq](https://arize.com/docs/phoenix/tracing/integrations-tracing/groq) | `openinference-instrumentation-groq` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-groq.svg)](https://pypi.python.org/pypi/openinference-instrumentation-groq) |
| [Instructor](https://arize.com/docs/phoenix/tracing/integrations-tracing/instructor) | `openinference-instrumentation-instructor` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-instructor.svg)](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
| [Anthropic](https://arize.com/docs/phoenix/tracing/integrations-tracing/anthropic) | `openinference-instrumentation-anthropic` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-anthropic.svg)](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |
| [Smolagents](https://huggingface.co/docs/smolagents/en/tutorials/inspect_runs) | `openinference-instrumentation-smolagents` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-smolagents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) |
| [Agno](https://arize.com/docs/phoenix/tracing/integrations-tracing/agno) | `openinference-instrumentation-agno` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-agno.svg)](https://pypi.python.org/pypi/openinference-instrumentation-agno) |
| [MCP](https://arize.com/docs/phoenix/tracing/integrations-tracing/model-context-protocol-mcp) | `openinference-instrumentation-mcp` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mcp.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mcp) |
| [Pydantic AI](https://arize.com/docs/phoenix/integrations/pydantic) | `openinference-instrumentation-pydantic-ai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-pydantic-ai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) |
| [Autogen AgentChat](https://arize.com/docs/phoenix/integrations/frameworks/autogen/autogen-tracing) | `openinference-instrumentation-autogen-agentchat` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-autogen-agentchat.svg)](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) |
| [Portkey](https://arize.com/docs/phoenix/integrations/portkey) | `openinference-instrumentation-portkey` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-portkey.svg)](https://pypi.python.org/pypi/openinference-instrumentation-portkey) |

### JavaScript Integrations

| Integration                                                                                | Package                                            | Version Badge                                                                                                                                                                       |
| ------------------------------------------------------------------------------------------ | -------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [OpenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai-node-sdk)      | `@arizeai/openinference-instrumentation-openai`    | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-openai.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai)       |
| [LangChain.js](https://arize.com/docs/phoenix/tracing/integrations-tracing/langchain)      | `@arizeai/openinference-instrumentation-langchain` | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-langchain.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |
| [Vercel AI SDK](https://arize.com/docs/phoenix/tracing/integrations-tracing/vercel-ai-sdk) | `@arizeai/openinference-vercel`                    | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-vercel)](https://www.npmjs.com/package/@arizeai/openinference-vercel)                                           |
| [BeeAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/beeai)                 | `@arizeai/openinference-instrumentation-beeai`     | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-vercel)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai)                            |
| [Mastra](https://arize.com/docs/phoenix/integrations/mastra)                               | `@arizeai/openinference-mastra`                    | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-mastra.svg)](https://www.npmjs.com/package/@arizeai/openinference-mastra)                                       |

### Platforms

Phoenix has native integrations with [LangFlow](https://arize.com/docs/phoenix/tracing/integrations-tracing/langflow), LiteLLM Proxy, and [BeeAI](https://docs.beeai.dev/observability/agents-traceability).

## Community

Join our community to connect with thousands of AI builders.

- 🌍 Join our [Slack community](https://arize-ai.slack.com/join/shared_invite/zt-11t1vbu4x-xkBIHmOREQnYnYDH1GDfCg?__hstc=259489365.a667dfafcfa0169c8aee4178d115dc81.1733501603539.1733501603539.1733501603539.1&__hssc=259489365.1.1733501603539&__hsfp=3822854628&submissionGuid=381a0676-8f38-437b-96f2-fc10875658df#/shared-invite/email).
- πŸ“š Read our [documentation](https://arize.com/docs/phoenix).
- πŸ’‘ Ask questions and provide feedback in the _#phoenix-support_ channel.
- 🌟 Leave a star on our [GitHub](https://github.com/Arize-ai/phoenix).
- 🐞 Report bugs with [GitHub Issues](https://github.com/Arize-ai/phoenix/issues).
- 𝕏 Follow us on [𝕏](https://twitter.com/ArizePhoenix).
- πŸ—ΊοΈ Check out our [roadmap](https://github.com/orgs/Arize-ai/projects/45) to see where we're heading next.
- πŸ§‘β€πŸ« Deep dive into everything [Agents](http://arize.com/ai-agents/) and [LLM Evaluations](https://arize.com/llm-evaluation) on Arize's Learning Hubs.

## Breaking Changes

See the [migration guide](./MIGRATION.md) for a list of breaking changes.

## Copyright, Patent, and License

Copyright 2025 Arize AI, Inc. All Rights Reserved.

Portions of this code are patent protected by one or more U.S. Patents. See the [IP_NOTICE](https://github.com/Arize-ai/phoenix/blob/main/IP_NOTICE).

This software is licensed under the terms of the Elastic License 2.0 (ELv2). See [LICENSE](https://github.com/Arize-ai/phoenix/blob/main/LICENSE).

            

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   </a>\n    <a target=\"_blank\" href=\"https://arize-ai.slack.com/join/shared_invite/zt-11t1vbu4x-xkBIHmOREQnYnYDH1GDfCg?__hstc=259489365.a667dfafcfa0169c8aee4178d115dc81.1733501603539.1733501603539.1733501603539.1&__hssc=259489365.1.1733501603539&__hsfp=3822854628&submissionGuid=381a0676-8f38-437b-96f2-fc10875658df#/shared-invite/email\">\n        <img src=\"https://img.shields.io/static/v1?message=Community&logo=slack&labelColor=grey&color=blue&logoColor=white&label=%20\"/>\n    </a>\n     <a target=\"_blank\" href=\"https://bsky.app/profile/arize-phoenix.bsky.social\">\n        <img src=\"https://img.shields.io/badge/-phoenix-blue.svg?color=blue&labelColor=gray&logo=bluesky\">\n    </a>\n    <a target=\"_blank\" href=\"https://x.com/ArizePhoenix\">\n        <img src=\"https://img.shields.io/badge/-ArizePhoenix-blue.svg?color=blue&labelColor=gray&logo=x\">\n    </a>\n    <a target=\"_blank\" href=\"https://pypi.org/project/arize-phoenix/\">\n        <img src=\"https://img.shields.io/pypi/v/arize-phoenix?color=blue\">\n    </a>\n    <a target=\"_blank\" href=\"https://anaconda.org/conda-forge/arize-phoenix\">\n        <img src=\"https://img.shields.io/conda/vn/conda-forge/arize-phoenix.svg?color=blue\">\n    </a>\n    <a target=\"_blank\" href=\"https://pypi.org/project/arize-phoenix/\">\n        <img src=\"https://img.shields.io/pypi/pyversions/arize-phoenix\">\n    </a>\n    <a target=\"_blank\" href=\"https://hub.docker.com/r/arizephoenix/phoenix/tags\">\n        <img src=\"https://img.shields.io/docker/v/arizephoenix/phoenix?sort=semver&logo=docker&label=image&color=blue\">\n    </a>\n    <a target=\"_blank\" href=\"https://hub.docker.com/r/arizephoenix/phoenix-helm\">\n        <img src=\"https://img.shields.io/badge/Helm-blue?style=flat&logo=helm&labelColor=grey\"/>\n    </a>\n    <a target=\"_blank\" href=\"https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-mcp\">\n        <img src=\"https://badge.mcpx.dev?status=on\" title=\"MCP Enabled\"/>\n    </a>\n    <a href=\"https://cursor.com/install-mcp?name=phoenix&config=eyJjb21tYW5kIjoibnB4IC15IEBhcml6ZWFpL3Bob2VuaXgtbWNwQGxhdGVzdCAtLWJhc2VVcmwgaHR0cDovL2xvY2FsaG9zdDo2MDA2IC0tYXBpS2V5IHlvdXItYXBpLWtleSJ9\"><img src=\"https://cursor.com/deeplink/mcp-install-dark.svg\" alt=\"Add Arize Phoenix MCP server to Cursor\" height=20 /></a>\n</p>\n\nPhoenix is an open-source AI observability platform designed for experimentation, evaluation, and troubleshooting. It provides:\n\n- [**_Tracing_**](https://arize.com/docs/phoenix/tracing/llm-traces) - Trace your LLM application's runtime using OpenTelemetry-based instrumentation.\n- [**_Evaluation_**](https://arize.com/docs/phoenix/evaluation/llm-evals) - Leverage LLMs to benchmark your application's performance using response and retrieval evals.\n- [**_Datasets_**](https://arize.com/docs/phoenix/datasets-and-experiments/overview-datasets) - Create versioned datasets of examples for experimentation, evaluation, and fine-tuning.\n- [**_Experiments_**](https://arize.com/docs/phoenix/datasets-and-experiments/overview-datasets#experiments) - Track and evaluate changes to prompts, LLMs, and retrieval.\n- [**_Playground_**](https://arize.com/docs/phoenix/prompt-engineering/overview-prompts)- Optimize prompts, compare models, adjust parameters, and replay traced LLM calls.\n- [**_Prompt Management_**](https://arize.com/docs/phoenix/prompt-engineering/overview-prompts/prompt-management)- Manage and test prompt changes systematically using version control, tagging, and experimentation.\n\nPhoenix is vendor and language agnostic with out-of-the-box support for popular frameworks (\ud83e\udd99[LlamaIndex](https://arize.com/docs/phoenix/tracing/integrations-tracing/llamaindex), \ud83e\udd9c\u26d3[LangChain](https://arize.com/docs/phoenix/tracing/integrations-tracing/langchain), [Haystack](https://arize.com/docs/phoenix/tracing/integrations-tracing/haystack), \ud83e\udde9[DSPy](https://arize.com/docs/phoenix/tracing/integrations-tracing/dspy), \ud83e\udd17[smolagents](https://arize.com/docs/phoenix/tracing/integrations-tracing/hfsmolagents)) and LLM providers ([OpenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai), [Bedrock](https://arize.com/docs/phoenix/tracing/integrations-tracing/bedrock), [MistralAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/mistralai), [VertexAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/vertexai), [LiteLLM](https://arize.com/docs/phoenix/tracing/integrations-tracing/litellm), [Google GenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/google-genai) and more). For details on auto-instrumentation, check out the [OpenInference](https://github.com/Arize-ai/openinference) project.\n\nPhoenix runs practically anywhere, including your local machine, a Jupyter notebook, a containerized deployment, or in the cloud.\n\n## Installation\n\nInstall Phoenix via `pip` or `conda`\n\n```shell\npip install arize-phoenix\n```\n\nPhoenix container images are available via [Docker Hub](https://hub.docker.com/r/arizephoenix/phoenix) and can be deployed using Docker or Kubernetes.\n\n## Packages\n\nThe `arize-phoenix` package includes the entire Phoenix platfom. However if you have deployed the Phoenix platform, there are light-weight Python sub-packages and TypeScript packages that can be used in conjunction with the platfrom.\n\n### Subpackages\n\n| Package                                                                                             | Language                                                                                                                                     | Description                                                                                       |\n| --------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------- |\n| [arize-phoenix-otel](https://github.com/Arize-ai/phoenix/tree/main/packages/phoenix-otel)           | Python [![PyPI Version](https://img.shields.io/pypi/v/arize-phoenix-otel)](https://pypi.org/project/arize-phoenix-otel/)                     | Provides a lightweight wrapper around OpenTelemetry primitives with Phoenix-aware defaults        |\n| [arize-phoenix-client](https://github.com/Arize-ai/phoenix/tree/main/packages/phoenix-client)       | Python [![PyPI Version](https://img.shields.io/pypi/v/arize-phoenix-client)](https://pypi.org/project/arize-phoenix-client/)                 | Lightweight client for interacting with the Phoenix server via its OpenAPI REST interface         |\n| [arize-phoenix-evals](https://github.com/Arize-ai/phoenix/tree/main/packages/phoenix-evals)         | Python [![PyPI Version](https://img.shields.io/pypi/v/arize-phoenix-evals)](https://pypi.org/project/arize-phoenix-evals/)                   | Tooling to evaluate LLM applications including RAG relevance, answer relevance, and more          |\n| [@arizeai/phoenix-client](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-client) | JavaScript [![NPM Version](https://img.shields.io/npm/v/%40arizeai%2Fphoenix-client)](https://www.npmjs.com/package/@arizeai/phoenix-client) | Client for the Arize Phoenix API                                                                  |\n| [@arizeai/phoenix-mcp](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-mcp)       | JavaScript [![NPM Version](https://img.shields.io/npm/v/%40arizeai%2Fphoenix-mcp)](https://www.npmjs.com/package/@arizeai/phoenix-mcp)       | MCP server implementation for Arize Phoenix providing unified interface to Phoenix's capabilities |\n\n## Tracing Integrations\n\nPhoenix is built on top of OpenTelemetry and is vendor, language, and framework agnostic. For details about tracing integrations and example applications, see the [OpenInference](https://github.com/Arize-ai/openinference) project.\n\n**Python Integrations**\n| Integration | Package | Version Badge |\n|------------------|-----------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------|\n| [OpenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai) | `openinference-instrumentation-openai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai) |\n| [OpenAI Agents](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai-agents-sdk) | `openinference-instrumentation-openai-agents` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai-agents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) |\n| [LlamaIndex](https://arize.com/docs/phoenix/tracing/integrations-tracing/llamaindex) | `openinference-instrumentation-llama-index` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-llama-index.svg)](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |\n| [DSPy](https://arize.com/docs/phoenix/tracing/integrations-tracing/dspy) | `openinference-instrumentation-dspy` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-dspy.svg)](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |\n| [AWS Bedrock](https://arize.com/docs/phoenix/tracing/integrations-tracing/bedrock) | `openinference-instrumentation-bedrock` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-bedrock.svg)](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |\n| [LangChain](https://arize.com/docs/phoenix/tracing/integrations-tracing/langchain) | `openinference-instrumentation-langchain` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-langchain.svg)](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |\n| [MistralAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/mistralai) | `openinference-instrumentation-mistralai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mistralai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |\n| [Google GenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/google-gen-ai) | `openinference-instrumentation-google-genai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-genai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) |\n| [Google ADK](https://arize.com/docs/phoenix/integrations/llm-providers/google-gen-ai/google-adk-tracing) | `openinference-instrumentation-google-adk` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-adk.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) |\n| [Guardrails](https://arize.com/docs/phoenix/tracing/integrations-tracing/guardrails) | `openinference-instrumentation-guardrails` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-guardrails.svg)](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |\n| [VertexAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/vertexai) | `openinference-instrumentation-vertexai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-vertexai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |\n| [CrewAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/crewai) | `openinference-instrumentation-crewai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-crewai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |\n| [Haystack](https://arize.com/docs/phoenix/tracing/integrations-tracing/haystack) | `openinference-instrumentation-haystack` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-haystack.svg)](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |\n| [LiteLLM](https://arize.com/docs/phoenix/tracing/integrations-tracing/litellm) | `openinference-instrumentation-litellm` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-litellm.svg)](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |\n| [Groq](https://arize.com/docs/phoenix/tracing/integrations-tracing/groq) | `openinference-instrumentation-groq` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-groq.svg)](https://pypi.python.org/pypi/openinference-instrumentation-groq) |\n| [Instructor](https://arize.com/docs/phoenix/tracing/integrations-tracing/instructor) | `openinference-instrumentation-instructor` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-instructor.svg)](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |\n| [Anthropic](https://arize.com/docs/phoenix/tracing/integrations-tracing/anthropic) | `openinference-instrumentation-anthropic` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-anthropic.svg)](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |\n| [Smolagents](https://huggingface.co/docs/smolagents/en/tutorials/inspect_runs) | `openinference-instrumentation-smolagents` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-smolagents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) |\n| [Agno](https://arize.com/docs/phoenix/tracing/integrations-tracing/agno) | `openinference-instrumentation-agno` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-agno.svg)](https://pypi.python.org/pypi/openinference-instrumentation-agno) |\n| [MCP](https://arize.com/docs/phoenix/tracing/integrations-tracing/model-context-protocol-mcp) | `openinference-instrumentation-mcp` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mcp.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mcp) |\n| [Pydantic AI](https://arize.com/docs/phoenix/integrations/pydantic) | `openinference-instrumentation-pydantic-ai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-pydantic-ai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) |\n| [Autogen AgentChat](https://arize.com/docs/phoenix/integrations/frameworks/autogen/autogen-tracing) | `openinference-instrumentation-autogen-agentchat` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-autogen-agentchat.svg)](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) |\n| [Portkey](https://arize.com/docs/phoenix/integrations/portkey) | `openinference-instrumentation-portkey` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-portkey.svg)](https://pypi.python.org/pypi/openinference-instrumentation-portkey) |\n\n### JavaScript Integrations\n\n| Integration                                                                                | Package                                            | Version Badge                                                                                                                                                                       |\n| ------------------------------------------------------------------------------------------ | -------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n| [OpenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai-node-sdk)      | `@arizeai/openinference-instrumentation-openai`    | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-openai.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai)       |\n| [LangChain.js](https://arize.com/docs/phoenix/tracing/integrations-tracing/langchain)      | `@arizeai/openinference-instrumentation-langchain` | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-langchain.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |\n| [Vercel AI SDK](https://arize.com/docs/phoenix/tracing/integrations-tracing/vercel-ai-sdk) | `@arizeai/openinference-vercel`                    | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-vercel)](https://www.npmjs.com/package/@arizeai/openinference-vercel)                                           |\n| [BeeAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/beeai)                 | `@arizeai/openinference-instrumentation-beeai`     | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-vercel)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai)                            |\n| [Mastra](https://arize.com/docs/phoenix/integrations/mastra)                               | `@arizeai/openinference-mastra`                    | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-mastra.svg)](https://www.npmjs.com/package/@arizeai/openinference-mastra)                                       |\n\n### Platforms\n\nPhoenix has native integrations with [LangFlow](https://arize.com/docs/phoenix/tracing/integrations-tracing/langflow), LiteLLM Proxy, and [BeeAI](https://docs.beeai.dev/observability/agents-traceability).\n\n## Community\n\nJoin our community to connect with thousands of AI builders.\n\n- \ud83c\udf0d Join our [Slack community](https://arize-ai.slack.com/join/shared_invite/zt-11t1vbu4x-xkBIHmOREQnYnYDH1GDfCg?__hstc=259489365.a667dfafcfa0169c8aee4178d115dc81.1733501603539.1733501603539.1733501603539.1&__hssc=259489365.1.1733501603539&__hsfp=3822854628&submissionGuid=381a0676-8f38-437b-96f2-fc10875658df#/shared-invite/email).\n- \ud83d\udcda Read our [documentation](https://arize.com/docs/phoenix).\n- \ud83d\udca1 Ask questions and provide feedback in the _#phoenix-support_ channel.\n- \ud83c\udf1f Leave a star on our [GitHub](https://github.com/Arize-ai/phoenix).\n- \ud83d\udc1e Report bugs with [GitHub Issues](https://github.com/Arize-ai/phoenix/issues).\n- \ud835\udd4f Follow us on [\ud835\udd4f](https://twitter.com/ArizePhoenix).\n- \ud83d\uddfa\ufe0f Check out our [roadmap](https://github.com/orgs/Arize-ai/projects/45) to see where we're heading next.\n- \ud83e\uddd1\u200d\ud83c\udfeb Deep dive into everything [Agents](http://arize.com/ai-agents/) and [LLM Evaluations](https://arize.com/llm-evaluation) on Arize's Learning Hubs.\n\n## Breaking Changes\n\nSee the [migration guide](./MIGRATION.md) for a list of breaking changes.\n\n## Copyright, Patent, and License\n\nCopyright 2025 Arize AI, Inc. All Rights Reserved.\n\nPortions of this code are patent protected by one or more U.S. Patents. See the [IP_NOTICE](https://github.com/Arize-ai/phoenix/blob/main/IP_NOTICE).\n\nThis software is licensed under the terms of the Elastic License 2.0 (ELv2). See [LICENSE](https://github.com/Arize-ai/phoenix/blob/main/LICENSE).\n",
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