OpenInference

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OpenInference āĻšāĻ˛ā§‹ conventions āĻ“ plugins-āĻāĻ° āĻāĻ•āĻŸāĻŋ āĻ¸āĻŽāĻˇā§āĻŸāĻŋ, āĻ¯āĻž [OpenTelemetry](https://opentelemetry.io/)-āĻāĻ° āĻĒāĻ°āĻŋāĻĒā§‚āĻ°āĻ• āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ AI āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ā§‡āĻ° āĻŸā§āĻ°ā§‡āĻ¸āĻŋāĻ‚ āĻ¸āĻŽā§āĻ­āĻŦ āĻ•āĻ°ā§‡āĨ¤ OpenInference āĻ¨ā§‡āĻŸāĻŋāĻ­āĻ­āĻžāĻŦā§‡ āĻ¸āĻŽāĻ°ā§āĻĨāĻŋāĻ¤ [Arize Phoenix](https://github.com/Arize-ai/phoenix) āĻ“ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference) āĻĻā§āĻŦāĻžāĻ°āĻž, āĻ¤āĻŦā§‡ āĻāĻŸāĻŋ āĻ¯ā§‡āĻ•ā§‹āĻ¨ā§‹ OpenTelemetry-āĻ¸āĻžāĻŽāĻžā§āĻœāĻ¸ā§āĻ¯āĻĒā§‚āĻ°ā§āĻŖ backend-āĻāĻ° āĻ¸āĻžāĻĨā§‡āĻ“ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°āĻž āĻ¯āĻžāĻ¯āĻŧāĨ¤ ## āĻ¸ā§āĻĒā§‡āĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ OpenInference āĻ¸ā§āĻĒā§‡āĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ markdown āĻĢāĻžāĻ‡āĻ˛ā§‡ āĻ¸āĻŽā§āĻĒāĻžāĻĻāĻŋāĻ¤ āĻšāĻ¯āĻŧ, āĻ¯āĻž [spec āĻĄāĻŋāĻ°ā§‡āĻ•ā§āĻŸāĻ°āĻŋāĻ¤ā§‡](../../spec/) āĻĒāĻžāĻ“āĻ¯āĻŧāĻž āĻ¯āĻžāĻ¯āĻŧāĨ¤ āĻāĻŸāĻŋ āĻĄāĻŋāĻœāĻžāĻ‡āĻ¨ āĻ•āĻ°āĻž āĻšāĻ¯āĻŧā§‡āĻ›ā§‡ LLM-āĻāĻ° invocation āĻāĻŦāĻ‚ āĻ†āĻļāĻĒāĻžāĻļā§‡āĻ° āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ āĻĒā§āĻ°āĻ¸āĻ™ā§āĻ—, āĻ¯ā§‡āĻŽāĻ¨ vector store āĻĨā§‡āĻ•ā§‡ retrieval, āĻāĻŦāĻ‚ search engine āĻŦāĻž API-āĻāĻ° āĻŽāĻ¤ā§‹ āĻŦāĻžāĻšā§āĻ¯āĻŋāĻ• āĻŸā§āĻ˛ā§‡āĻ° āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ¸āĻŽā§āĻĒāĻ°ā§āĻ•ā§‡ āĻ…āĻ¨ā§āĻ¤āĻ°ā§āĻĻā§ƒāĻˇā§āĻŸāĻŋ āĻĻāĻŋāĻ¤ā§‡āĨ¤ āĻ¸ā§āĻĒā§‡āĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨āĻŸāĻŋ transport āĻ“ file-format āĻ¨āĻŋāĻ°āĻĒā§‡āĻ•ā§āĻˇ, āĻāĻŦāĻ‚ JSON, ProtoBuf āĻ“ DataFrames-āĻāĻ° āĻŽāĻ¤ā§‹ āĻ…āĻ¨ā§āĻ¯āĻžāĻ¨ā§āĻ¯ āĻ¸ā§āĻĒā§‡āĻ¸āĻŋāĻĢāĻŋāĻ•ā§‡āĻļāĻ¨ā§‡āĻ° āĻ¸āĻžāĻĨā§‡ āĻāĻ•āĻ¤ā§āĻ°ā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°ā§‡āĻ° āĻ‰āĻĻā§āĻĻā§‡āĻļā§āĻ¯ā§‡ āĻ¤ā§ˆāĻ°āĻŋāĨ¤ ## Instrumentation OpenInference āĻŦāĻŋāĻ­āĻŋāĻ¨ā§āĻ¨ āĻ­āĻžāĻˇāĻžāĻ¯āĻŧ āĻœāĻ¨āĻĒā§āĻ°āĻŋāĻ¯āĻŧ machine learning SDK āĻ“ āĻĢā§āĻ°ā§‡āĻŽāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•ā§‡āĻ° āĻœāĻ¨ā§āĻ¯ instrumentation-āĻāĻ° āĻāĻ•āĻŸāĻŋ āĻ¸āĻŽāĻˇā§āĻŸāĻŋ āĻĒā§āĻ°āĻĻāĻžāĻ¨ āĻ•āĻ°ā§‡āĨ¤ ## Python ### āĻ˛āĻžāĻ‡āĻŦā§āĻ°ā§‡āĻ°āĻŋ | āĻĒā§āĻ¯āĻžāĻ•ā§‡āĻœ | āĻŦāĻŋāĻŦāĻ°āĻŖ | āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ | |-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions) | LLM āĻ…ā§āĻ¯āĻžāĻĒ āĻŸā§āĻ°ā§‡āĻ¸āĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ semantic conventionsāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-semantic-conventions.svg)](https://pypi.python.org/pypi/openinference-semantic-conventions) | | [`openinference-instrumentation`](../../python/openinference-instrumentation) | instrumentation-āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻĒā§āĻ¨āĻƒāĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°āĻ¯ā§‹āĻ—ā§āĻ¯ utilities, decorators, āĻ•āĻ¨āĻĢāĻŋāĻ—āĻžāĻ°ā§‡āĻļāĻ¨ āĻ“ helpersāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation.svg)](https://pypi.python.org/pypi/openinference-instrumentation) | | [`openinference-instrumentation-agno`](../../python/instrumentation/openinference-instrumentation-agno) | Agno Agents-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-agno.svg)](https://pypi.python.org/pypi/openinference-instrumentation-agno) | | [`openinference-instrumentation-ag2`](../../python/instrumentation/openinference-instrumentation-ag2) | AG2-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-ag2.svg)](https://pypi.python.org/pypi/openinference-instrumentation-ag2) | | [`openinference-instrumentation-openai`](../../python/instrumentation/openinference-instrumentation-openai) | OpenAI SDK-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai) | | [`openinference-instrumentation-openai-agents`](../../python/instrumentation/openinference-instrumentation-openai-agents) | OpenAI Agents SDK-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai-agents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) | | [`openinference-instrumentation-claude-agent-sdk`](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk) | Claude Agent SDK-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-claude-agent-sdk.svg)](https://pypi.python.org/pypi/openinference-instrumentation-claude-agent-sdk) | | [`openinference-instrumentation-llama-index`](../../python/instrumentation/openinference-instrumentation-llama-index) | LlamaIndex-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-llama-index.svg)](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) | | [`openinference-instrumentation-dspy`](../../python/instrumentation/openinference-instrumentation-dspy) | DSPy-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-dspy.svg)](https://pypi.python.org/pypi/openinference-instrumentation-dspy) | | [`openinference-instrumentation-bedrock`](../../python/instrumentation/openinference-instrumentation-bedrock) | AWS Bedrock-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-bedrock.svg)](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) | | [`openinference-instrumentation-langchain`](../../python/instrumentation/openinference-instrumentation-langchain) | LangChain-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-langchain.svg)](https://pypi.python.org/pypi/openinference-instrumentation-langchain) | | [`openinference-instrumentation-mcp`](../../python/instrumentation/openinference-instrumentation-mcp) | MCP-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mcp.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mcp) | | [`openinference-instrumentation-mistralai`](../../python/instrumentation/openinference-instrumentation-mistralai) | MistralAI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mistralai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) | | [`openinference-instrumentation-portkey`](../../python/instrumentation/openinference-instrumentation-portkey) | Portkey-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-portkey.svg)](https://pypi.python.org/pypi/openinference-instrumentation-portkey) | | [`openinference-instrumentation-guardrails`](../../python/instrumentation/openinference-instrumentation-guardrails) | Guardrails-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-guardrails.svg)](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) | | [`openinference-instrumentation-vertexai`](../../python/instrumentation/openinference-instrumentation-vertexai) | VertexAI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-vertexai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) | | [`openinference-instrumentation-crewai`](../../python/instrumentation/openinference-instrumentation-crewai) | CrewAI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-crewai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-crewai) | | [`openinference-instrumentation-haystack`](../../python/instrumentation/openinference-instrumentation-haystack) | Haystack-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-haystack.svg)](https://pypi.python.org/pypi/openinference-instrumentation-haystack) | | [`openinference-instrumentation-litellm`](../../python/instrumentation/openinference-instrumentation-litellm) | liteLLM-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-litellm.svg)](https://pypi.python.org/pypi/openinference-instrumentation-litellm) | | [`openinference-instrumentation-groq`](../../python/instrumentation/openinference-instrumentation-groq) | Groq-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-groq.svg)](https://pypi.python.org/pypi/openinference-instrumentation-groq) | | [`openinference-instrumentation-instructor`](../../python/instrumentation/openinference-instrumentation-instructor) | Instructor-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-instructor.svg)](https://pypi.python.org/pypi/openinference-instrumentation-instructor) | | [`openinference-instrumentation-anthropic`](../../python/instrumentation/openinference-instrumentation-anthropic) | Anthropic-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-anthropic.svg)](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) | | [`openinference-instrumentation-beeai`](../../python/instrumentation/openinference-instrumentation-beeai) | BeeAI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-beeai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-beeai) | | [`openinference-instrumentation-google-genai`](../../python/instrumentation/openinference-instrumentation-google-genai) | Google GenAI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-genai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) | | [`openinference-instrumentation-google-adk`](../../python/instrumentation/openinference-instrumentation-google-adk) | Google ADK-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-adk.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) | | [`openinference-instrumentation-autogen-agentchat`](../../python/instrumentation/openinference-instrumentation-autogen-agentchat) | Microsoft Autogen AgentChat-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-autogen-agentchat.svg)](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) | | [`openinference-instrumentation-pydantic-ai`](../../python/instrumentation/openinference-instrumentation-pydantic-ai) | PydanticAI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-pydantic-ai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) | | [`openinference-instrumentation-smolagents`](../../python/instrumentation/openinference-instrumentation-smolagents) | smolagents-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-smolagents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) | | [`openinference-instrumentation-pipecat`](../../python/instrumentation/openinference-instrumentation-pipecat) | Pipecat-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-pipecat.svg)](https://pypi.python.org/pypi/openinference-instrumentation-pipecat) | | [`openinference-instrumentation-agentspec`](../../python/instrumentation/openinference-instrumentation-agentspec) | Open Agent Specification-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-agentspec.svg)](https://pypi.python.org/pypi/openinference-instrumentation-agentspec) | | [`openinference-instrumentation-strands-agents`](../../python/instrumentation/openinference-instrumentation-strands-agents) | Strands Agents-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-strands-agents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents) | | [`openinference-instrumentation-together`](../../python/instrumentation/openinference-instrumentation-together) | Together AI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-together.svg)](https://pypi.python.org/pypi/openinference-instrumentation-together) | | [`openinference-instrumentation-typesafe`](../../python/instrumentation/openinference-instrumentation-typesafe) | TypeSafe AI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-typesafe.svg)](https://pypi.python.org/pypi/openinference-instrumentation-typesafe) | | [`openinference-instrumentation-ollama`](../../python/instrumentation/openinference-instrumentation-ollama) | Ollama-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-ollama.svg)](https://pypi.python.org/pypi/openinference-instrumentation-ollama) | | [`openinference-instrumentation-cohere`](../../python/instrumentation/openinference-instrumentation-cohere) | Cohere-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-cohere.svg)](https://pypi.python.org/pypi/openinference-instrumentation-cohere) | ## Span Processors āĻĄā§‡āĻŸāĻž āĻāĻ•ā§€āĻ­ā§‚āĻ¤ āĻ•āĻ°ā§‡ āĻāĻŽāĻ¨ span processor āĻ¯ā§‹āĻ— āĻ•āĻ°ā§‡ āĻ…āĻ¨ā§āĻ¯āĻžāĻ¨ā§āĻ¯ instrumentation āĻ˛āĻžāĻ‡āĻŦā§āĻ°ā§‡āĻ°āĻŋāĻ° āĻĄā§‡āĻŸāĻž āĻ¸ā§āĻŦāĻžāĻ­āĻžāĻŦāĻŋāĻ•ā§€āĻ•āĻ°āĻŖ āĻ“ āĻ°ā§‚āĻĒāĻžāĻ¨ā§āĻ¤āĻ° āĻ•āĻ°ā§āĻ¨āĨ¤ | āĻĒā§āĻ¯āĻžāĻ•ā§‡āĻœ | āĻŦāĻŋāĻŦāĻ°āĻŖ | āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ | | ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit) | OpenLIT trace-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference Span ProcessorāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openlit.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openlit) | | [`openinference-instrumentation-openllmetry`](../../python/instrumentation/openinference-instrumentation-openllmetry) | OpenLLMetry (Traceloop) trace-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference Span ProcessorāĨ¤ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openllmetry.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) | ### āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ | āĻ¨āĻžāĻŽ | āĻŦāĻŋāĻŦāĻ°āĻŖ | āĻœāĻŸāĻŋāĻ˛āĻ¤āĻžāĻ° āĻ¸ā§āĻ¤āĻ° | | ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- | | [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/) | Agno āĻāĻœā§‡āĻ¨ā§āĻŸā§‡āĻ° āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK, chat completions āĻ“ embeddings āĻ¸āĻš | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/) | LlamaIndex query engine | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/) | DSPy primitives āĻ“ āĻ•āĻžāĻ¸ā§āĻŸāĻŽ RAG āĻŽāĻĄāĻŋāĻ‰āĻ˛ | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/) | Boto3 Bedrock āĻ•ā§āĻ˛āĻžāĻ¯āĻŧā§‡āĻ¨ā§āĻŸ | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/) | LangChain primitives āĻ“ āĻ¸āĻšāĻœ chain | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/) | āĻāĻ•āĻŸāĻŋ āĻšāĻžāĻ˛āĻ•āĻž LiteLLM āĻĢā§āĻ°ā§‡āĻŽāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ• | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | OpenAI, Azure, Vertex, Bedrock āĻ˛āĻ— āĻ•āĻ°āĻžāĻ° āĻœāĻ¨ā§āĻ¯ LiteLLM Proxy | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/) | Groq āĻ“ AsyncGroq chat completions | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/) | Together āĻ“ AsyncTogether chat completions, streaming āĻ“ tool calls | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/) | TypeSafeClient āĻ“ AsyncTypeSafeClient System One āĻ•āĻ˛ (Noul, Choice, Score) | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/) | Anthropic Messages āĻ•ā§āĻ˛āĻžāĻ¯āĻŧā§‡āĻ¨ā§āĻŸ | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/) | BeeAI āĻĢā§āĻ°ā§‡āĻŽāĻ“āĻ¯āĻŧāĻžāĻ°ā§āĻ•ā§‡ agentic instrumentation | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/) | āĻāĻ•āĻŸāĻŋ Haystack QA RAG āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ | āĻŽāĻ§ā§āĻ¯āĻŽ | | [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/) | handoffs-āĻ¸āĻš OpenAI Agents | āĻŽāĻ§ā§āĻ¯āĻŽ | | [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Microsoft Autogen Assistant Agent āĻ“ Team Chat | āĻŽāĻ§ā§āĻ¯āĻŽ | | [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/) | AG2 tool calling, group chat āĻ“ sequential chat | āĻŽāĻ§ā§āĻ¯āĻŽ | | [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/) | PydanticAI āĻāĻœā§‡āĻ¨ā§āĻŸā§‡āĻ° āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ | āĻŽāĻ§ā§āĻ¯āĻŽ | | [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/) | Pipecat āĻ…ā§āĻ¯āĻžāĻĒā§āĻ˛āĻŋāĻ•ā§‡āĻļāĻ¨ā§‡āĻ° āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ | āĻŽāĻ§ā§āĻ¯āĻŽ | | [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/) | Ollama chat, streaming āĻ“ tool calls | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/) | Cohere ClientV2 chat completions | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | ## JavaScript ### āĻ˛āĻžāĻ‡āĻŦā§āĻ°ā§‡āĻ°āĻŋ | āĻĒā§āĻ¯āĻžāĻ•ā§‡āĻœ | āĻŦāĻŋāĻŦāĻ°āĻŖ | āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ | | ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions) | LLM āĻ…ā§āĻ¯āĻžāĻĒ āĻŸā§āĻ°ā§‡āĻ¸āĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ semantic conventionsāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-semantic-conventions.svg)](https://www.npmjs.com/package/@arizeai/openinference-semantic-conventions) | | [`@arizeai/openinference-core`](../../js/packages/openinference-core) | instrumentation-āĻāĻ° āĻœāĻ¨ā§āĻ¯ āĻĒā§āĻ¨āĻƒāĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°āĻ¯ā§‹āĻ—ā§āĻ¯ utilities, āĻ•āĻ¨āĻĢāĻŋāĻ—āĻžāĻ°ā§‡āĻļāĻ¨ āĻ“ helpersāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-core.svg)](https://www.npmjs.com/package/@arizeai/openinference-core) | | [`@arizeai/openinference-instrumentation-bedrock`](../../js/packages/openinference-instrumentation-bedrock) | AWS Bedrock-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-bedrock)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock) | | [`@arizeai/openinference-instrumentation-bedrock-agent-runtime`](../../js/packages/openinference-instrumentation-bedrock-agent-runtime) | AWS Bedrock Agent Runtime-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-bedrock-agent-runtime)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock-agent-runtime) | | [`@arizeai/openinference-instrumentation-beeai`](../../js/packages/openinference-instrumentation-beeai) | BeeAI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-beeai)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai) | | [`@arizeai/openinference-instrumentation-langchain`](../../js/packages/openinference-instrumentation-langchain) | LangChain.js-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-langchain)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) | | [`@arizeai/openinference-instrumentation-mcp`](../../js/packages/openinference-instrumentation-mcp) | MCP-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-mcp)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-mcp) | | [`@arizeai/openinference-instrumentation-openai`](../../js/packages/openinference-instrumentation-openai) | OpenAI SDK-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-openai)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) | | [`@arizeai/openinference-instrumentation-anthropic`](../../js/packages/openinference-instrumentation-anthropic) | Anthropic SDK-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-anthropic)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-anthropic) | | [`@arizeai/openinference-instrumentation-claude-agent-sdk`](../../js/packages/openinference-instrumentation-claude-agent-sdk) | Claude Agent SDK-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-claude-agent-sdk)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-claude-agent-sdk) | | [`@arizeai/openinference-vercel`](../../js/packages/openinference-vercel) | Vercel AI SDK-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference āĻ¸āĻŽāĻ°ā§āĻĨāĻ¨āĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-vercel)](https://www.npmjs.com/package/@arizeai/openinference-vercel) | | [`@arizeai/openinference-tanstack-ai`](../../js/packages/openinference-tanstack-ai) | TanStack AI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference middlewareāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-tanstack-ai)](https://www.npmjs.com/package/@arizeai/openinference-tanstack-ai) | | [`@arizeai/openinference-genai`](../../js/packages/openinference-genai) | GenAI conventions-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference āĻ¸āĻŽāĻ°ā§āĻĨāĻ¨ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-genai)](https://www.npmjs.com/package/@arizeai/openinference-genai) | | [`@arizeai/openinference-instrumentation-typesafe`](../../js/packages/openinference-instrumentation-typesafe) | TypeSafe AI SDK-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-typesafe)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) | ### āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ | āĻ¨āĻžāĻŽ | āĻŦāĻŋāĻŦāĻ°āĻŖ | āĻœāĻŸāĻŋāĻ˛āĻ¤āĻžāĻ° āĻ¸ā§āĻ¤āĻ° | | --- | --- | --- | | [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | āĻļā§āĻ°ā§‡āĻŖāĻŋāĻŦāĻŋāĻ¨ā§āĻ¯āĻžāĻ¸, āĻ•āĻžāĻ āĻžāĻŽā§‹āĻŦāĻĻā§āĻ§ āĻĒā§āĻ°āĻļā§āĻ¨ āĻāĻŦāĻ‚ āĻ†āĻ¸ā§āĻĨāĻžāĻ° āĻŽāĻžāĻ¤ā§āĻ°āĻž āĻ…āĻ¨ā§āĻ¯āĻžāĻ¯āĻŧā§€ LLM-āĻ āĻ°āĻžāĻ‰āĻŸāĻŋāĻ‚ | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | ## Java ### āĻ˛āĻžāĻ‡āĻŦā§āĻ°ā§‡āĻ°āĻŋ | āĻĒā§āĻ¯āĻžāĻ•ā§‡āĻœ | āĻŦāĻŋāĻŦāĻ°āĻŖ | āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ | | --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions) | LLM āĻ…ā§āĻ¯āĻžāĻĒ āĻŸā§āĻ°ā§‡āĻ¸āĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ semantic conventionsāĨ¤ | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-semantic-conventions)](https://central.sonatype.com/artifact/com.arize/openinference-semantic-conventions) | | [`openinference-instrumentation`](../../java/openinference-instrumentation) | āĻŽā§ŒāĻ˛āĻŋāĻ• instrumentation utilitiesāĨ¤ | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation) | | [`openinference-instrumentation-langchain4j`](../../java/instrumentation/openinference-instrumentation-langchain4j) | LangChain4j-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-langchain4j)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-langchain4j) | | [`openinference-instrumentation-springAI`](../../java/instrumentation/openinference-instrumentation-springAI) | Spring AI-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-springAI)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-springAI) | | [`openinference-instrumentation-annotation`](../../java/instrumentation/openinference-instrumentation-annotation) | ByteBuddy āĻĻāĻŋāĻ¯āĻŧā§‡ annotation-āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ• āĻŽā§āĻ¯āĻžāĻ¨ā§āĻ¯āĻŧāĻžāĻ˛ āĻŸā§āĻ°ā§‡āĻ¸āĻŋāĻ‚āĨ¤ | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-annotation)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-annotation) | | [`openinference-instrumentation-adk-java`](../../java/instrumentation/openinference-instrumentation-adk-java) | Google ADK Java (`-javaagent`)-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-adk-java)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-adk-java) | ### āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ | āĻ¨āĻžāĻŽ | āĻŦāĻŋāĻŦāĻ°āĻŖ | āĻœāĻŸāĻŋāĻ˛āĻ¤āĻžāĻ° āĻ¸ā§āĻ¤āĻ° | | -------------------------------------------------------- | ---------------------------------------------- | ---------------- | | [LangChain4j āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ](../../java/examples/langchain4j-example) | OpenAI-āĻāĻ° āĻ¸āĻžāĻĨā§‡ LangChain4j āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ°ā§‡āĻ° āĻ¸āĻšāĻœ āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Spring AI āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ](../../java/examples/spring-ai-example) | OpenAI āĻ“ tool calling-āĻ¸āĻš Spring AI āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Annotation āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ](../../java/examples/annotation-example) | `@Chain`, `@LLM`, `@Tool`, `@Agent` āĻĻāĻŋāĻ¯āĻŧā§‡ annotation-āĻ­āĻŋāĻ¤ā§āĻ¤āĻŋāĻ• āĻŸā§āĻ°ā§‡āĻ¸āĻŋāĻ‚ | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [Programmatic āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ](../../java/examples/programmatic-example) | typed span class (`LLMSpan`, `AgentSpan` āĻ‡āĻ¤ā§āĻ¯āĻžāĻĻāĻŋ) āĻĻāĻŋāĻ¯āĻŧā§‡ āĻŽā§āĻ¯āĻžāĻ¨ā§āĻ¯āĻŧāĻžāĻ˛ āĻŸā§āĻ°ā§‡āĻ¸āĻŋāĻ‚ | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | | [ADK Java āĻ‰āĻĻāĻžāĻšāĻ°āĻŖ](../../java/examples/adk-java-example) | function tool-āĻ¸āĻš Google ADK for Java āĻāĻœā§‡āĻ¨ā§āĻŸ, āĻ¯āĻž ADK `-javaagent` āĻĻā§āĻŦāĻžāĻ°āĻž āĻŸā§āĻ°ā§‡āĻ¸ āĻ•āĻ°āĻž | āĻĒā§āĻ°āĻžāĻĨāĻŽāĻŋāĻ• | ## Go ### āĻ˛āĻžāĻ‡āĻŦā§āĻ°ā§‡āĻ°āĻŋ | āĻĒā§āĻ¯āĻžāĻ•ā§‡āĻœ | āĻŦāĻŋāĻŦāĻ°āĻŖ | āĻ­āĻžāĻ°ā§āĻ¸āĻ¨ | | --- | --- | --- | | [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | LLM āĻ…ā§āĻ¯āĻžāĻĒ āĻŸā§āĻ°ā§‡āĻ¸āĻŋāĻ‚āĻ¯āĻŧā§‡āĻ° āĻœāĻ¨ā§āĻ¯ semantic conventionsāĨ¤ | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` | | [`openinference-instrumentation`](../../go/openinference-instrumentation) | Suppression, context attribute propagation āĻ“ `TraceConfig` maskingāĨ¤ `OPENINFERENCE_HIDE_*` env vars āĻŽā§‡āĻ¨ā§‡ āĻšāĻ˛ā§‡āĨ¤ | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation` | | [`openinference-instrumentation-anthropic-sdk-go`](../../go/openinference-instrumentation-anthropic-sdk-go) | Anthropic Go SDK (`anthropics/anthropic-sdk-go`)-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go` | | [`openinference-instrumentation-openai-go`](../../go/openinference-instrumentation-openai-go) | āĻ…āĻĢāĻŋāĻ¸āĻŋāĻ¯āĻŧāĻžāĻ˛ OpenAI Go SDK ([`openai/openai-go`](https://github.com/openai/openai-go))-āĻāĻ° āĻœāĻ¨ā§āĻ¯ OpenInference InstrumentationāĨ¤ | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` | Go 1.25+ āĻĒā§āĻ°āĻ¯āĻŧā§‹āĻœāĻ¨āĨ¤ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference)-āĻ āĻāĻ• āĻ˛āĻžāĻ‡āĻ¨ā§‡āĻ° OTLP/HTTP āĻ¸ā§‡āĻŸāĻ†āĻĒā§‡āĻ° āĻœāĻ¨ā§āĻ¯ [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go)-āĻāĻ° āĻ¸āĻžāĻĨā§‡ āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻ•āĻ°ā§āĻ¨, āĻ…āĻĨāĻŦāĻž āĻ¯ā§‡āĻ•ā§‹āĻ¨ā§‹ OTel exporter āĻ¯ā§āĻ•ā§āĻ¤ āĻ•āĻ°ā§āĻ¨ (āĻ¯ā§‡āĻŽāĻ¨ `http://localhost:6006/v1/traces`-āĻ [Phoenix](https://github.com/Arize-ai/phoenix))āĨ¤ ## āĻ¸āĻŽāĻ°ā§āĻĨāĻŋāĻ¤ āĻ—āĻ¨ā§āĻ¤āĻŦā§āĻ¯ OpenInference span collector āĻšāĻŋāĻ¸ā§‡āĻŦā§‡ āĻ¨āĻŋāĻŽā§āĻ¨āĻ˛āĻŋāĻ–āĻŋāĻ¤ āĻ—āĻ¨ā§āĻ¤āĻŦā§āĻ¯āĻ—ā§āĻ˛ā§‹ āĻ¸āĻŽāĻ°ā§āĻĨāĻ¨ āĻ•āĻ°ā§‡āĨ¤ - ✅ [Arize Phoenix](https://github.com/Arize-ai/phoenix) - ✅ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference) - ✅ āĻ¯ā§‡āĻ•ā§‹āĻ¨ā§‹ OTEL-āĻ¸āĻžāĻŽāĻžā§āĻœāĻ¸ā§āĻ¯āĻĒā§‚āĻ°ā§āĻŖ collector ## āĻ•āĻŽāĻŋāĻ‰āĻ¨āĻŋāĻŸāĻŋ āĻšāĻžāĻœāĻžāĻ°ā§‹ machine learning āĻ…āĻ¨ā§āĻļā§€āĻ˛āĻ¨āĻ•āĻžāĻ°ā§€ āĻ“ LLM observability āĻ‰ā§ŽāĻ¸āĻžāĻšā§€āĻ° āĻ¸āĻžāĻĨā§‡ āĻ¯ā§āĻ•ā§āĻ¤ āĻšāĻ¤ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻ•āĻŽāĻŋāĻ‰āĻ¨āĻŋāĻŸāĻŋāĻ¤ā§‡ āĻ¯ā§‹āĻ— āĻĻāĻŋāĻ¨! - 🌍 āĻ†āĻŽāĻžāĻĻā§‡āĻ° [Slack āĻ•āĻŽāĻŋāĻ‰āĻ¨āĻŋāĻŸāĻŋāĻ¤ā§‡](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A) āĻ¯ā§‹āĻ— āĻĻāĻŋāĻ¨āĨ¤ - 💡 _#phoenix-support_ āĻšā§āĻ¯āĻžāĻ¨ā§‡āĻ˛ā§‡ āĻĒā§āĻ°āĻļā§āĻ¨ āĻ•āĻ°ā§āĻ¨ āĻāĻŦāĻ‚ āĻŽāĻ¤āĻžāĻŽāĻ¤ āĻĻāĻŋāĻ¨āĨ¤ - 🌟 [GitHub](https://github.com/Arize-ai/openinference)-āĻ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻāĻ•āĻŸāĻŋ āĻ¸ā§āĻŸāĻžāĻ° āĻĻāĻŋāĻ¨āĨ¤ - 🐞 [GitHub Issues](https://github.com/Arize-ai/openinference/issues)-āĻāĻ° āĻŽāĻžāĻ§ā§āĻ¯āĻŽā§‡ āĻŦāĻžāĻ— āĻ°āĻŋāĻĒā§‹āĻ°ā§āĻŸ āĻ•āĻ°ā§āĻ¨āĨ¤ - 𝕏 [X](https://twitter.com/ArizePhoenix)-āĻ āĻ†āĻŽāĻžāĻĻā§‡āĻ° āĻĢāĻ˛ā§‹ āĻ•āĻ°ā§āĻ¨āĨ¤ - đŸ—ēī¸ āĻ†āĻŽāĻ°āĻž āĻāĻ°āĻĒāĻ° āĻ•ā§‹āĻ¨ āĻĻāĻŋāĻ•ā§‡ āĻ¯āĻžāĻšā§āĻ›āĻŋ āĻ¤āĻž āĻœāĻžāĻ¨āĻ¤ā§‡ āĻ†āĻŽāĻžāĻĻā§‡āĻ° [āĻ°ā§‹āĻĄāĻŽā§āĻ¯āĻžāĻĒ](https://github.com/orgs/Arize-ai/projects/45) āĻĻā§‡āĻ–ā§āĻ¨āĨ¤