OpenInference

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OpenInference ื”ื™ื ืื•ืกืฃ ืฉืœ ืžื•ืกื›ืžื•ืช ื•ืชื•ืกืคื™ื ื”ืžืฉืœื™ืžื™ื ืืช [OpenTelemetry](https://opentelemetry.io/) ื›ื“ื™ ืœืืคืฉืจ tracing ืฉืœ ืืคืœื™ืงืฆื™ื•ืช AI. OpenInference ื ืชืžื›ืช ื‘ืื•ืคืŸ ืžื•ื‘ื ื” ืขืœ ื™ื“ื™ [Arize Phoenix](https://github.com/Arize-ai/phoenix) ื•-[Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), ืืš ื ื™ืชืŸ ืœื”ืฉืชืžืฉ ื‘ื” ื’ื ืขื ื›ืœ backend ื”ืชื•ืื ืœ-OpenTelemetry ื‘ืื•ืชื” ืžื™ื“ื”. ## ืžืคืจื˜ ืžืคืจื˜ OpenInference ื ืขืจืš ื‘ืงื•ื‘ืฆื™ markdown ื”ื ืžืฆืื™ื ื‘[ืชื™ืงื™ื™ืช spec](../../spec/). ื”ื•ื ื ื•ืขื“ ืœืกืคืง ืชื•ื‘ื ื•ืช ืœื’ื‘ื™ ื”ืคืขืœืช ืžื•ื“ืœื™ LLM ื•ืœื’ื‘ื™ ื”ืงืฉืจ ื”ืืคืœื™ืงืฆื™ื” ื”ืกื•ื‘ื‘ ืื•ืชื, ื›ื’ื•ืŸ ืื—ื–ื•ืจ ืžืžืื’ืจื™ื ื•ืงื˜ื•ืจื™ื™ื ื•ืฉื™ืžื•ืฉ ื‘ื›ืœื™ื ื—ื™ืฆื•ื ื™ื™ื ื›ื’ื•ืŸ ืžื ื•ืขื™ ื—ื™ืคื•ืฉ ืื• APIs. ื”ืžืคืจื˜ ืื™ื ื• ืชืœื•ื™ ื‘ืคืจื•ื˜ื•ืงื•ืœ ื”ืชืขื‘ื•ืจื” ืื• ื‘ืคื•ืจืžื˜ ื”ืงื•ื‘ืฅ, ื•ืžื™ื•ืขื“ ืœืฉื™ืžื•ืฉ ื™ื—ื“ ืขื ืžืคืจื˜ื™ื ืื—ืจื™ื ื›ื’ื•ืŸ JSON, ProtoBuf ื•-DataFrames. ## ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” OpenInference ืžืกืคืงืช ืื•ืกืฃ ืฉืœ ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื•ืช ืขื‘ื•ืจ SDKs ื•-frameworks ืคื•ืคื•ืœืจื™ื™ื ืœืœืžื™ื“ืช ืžื›ื•ื ื” ื‘ืžื’ื•ื•ืŸ ืฉืคื•ืช. ## Python ### ืกืคืจื™ื•ืช | ื—ื‘ื™ืœื” | ืชื™ืื•ืจ | ื’ืจืกื” | |-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions) | ืžื•ืกื›ืžื•ืช ืกืžื ื˜ื™ื•ืช ืœ-tracing ืฉืœ ืืคืœื™ืงืฆื™ื•ืช LLM. | [![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) | ื›ืœื™ ืขื–ืจ, decorators, ืชืฆื•ืจื•ืช ื•ืคื•ื ืงืฆื™ื•ืช ืขื–ืจ ืœืฉื™ืžื•ืฉ ื—ื•ื–ืจ ืขื‘ื•ืจ ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื”. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Agno Agents. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ AG2. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ OpenAI SDK. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ OpenAI Agents SDK. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Claude Agent SDK. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ LlamaIndex. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ DSPy. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ AWS Bedrock. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ LangChain. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ MCP. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ MistralAI. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Portkey. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Guardrails. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ VertexAI. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ CrewAI. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Haystack. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ liteLLM. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Groq. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Instructor. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Anthropic. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ BeeAI. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Google GenAI. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Google ADK. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Microsoft Autogen AgentChat. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ PydanticAI. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ smolagents. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Pipecat. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Open Agent Specification. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Strands Agents. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Together AI. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ TypeSafe AI. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Ollama. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Cohere. | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-cohere.svg)](https://pypi.python.org/pypi/openinference-instrumentation-cohere) | ## Span Processors ื ืจืžืœื• ื•ื”ืžื™ืจื• ื ืชื•ื ื™ื ืžืกืคืจื™ื•ืช ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืื—ืจื•ืช ืขืœ ื™ื“ื™ ื”ื•ืกืคืช span processors ืฉืžืื—ื“ื™ื ืืช ื”ื ืชื•ื ื™ื. | ื—ื‘ื™ืœื” | ืชื™ืื•ืจ | ื’ืจืกื” | | ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit) | Span Processor ืฉืœ OpenInference ืขื‘ื•ืจ traces ืฉืœ OpenLIT. | [![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) | Span Processor ืฉืœ OpenInference ืขื‘ื•ืจ traces ืฉืœ OpenLLMetry (Traceloop). | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openllmetry.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) | ### ื“ื•ื’ืžืื•ืช | ืฉื | ืชื™ืื•ืจ | ืจืžืช ืžื•ืจื›ื‘ื•ืช | | ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- | | [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/) | ื“ื•ื’ืžืื•ืช ืœืกื•ื›ื ื™ Agno | ืžืชื—ื™ืœื™ื | | [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK, ื›ื•ืœืœ chat completions ื•-embeddings | ืžืชื—ื™ืœื™ื | | [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | ืžืชื—ื™ืœื™ื | | [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | ืžืชื—ื™ืœื™ื | | [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | ืžืชื—ื™ืœื™ื | | [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/) | ืžื ื•ืขื™ ืฉืื™ืœืชื•ืช ืฉืœ LlamaIndex | ืžืชื—ื™ืœื™ื | | [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/) | ืคืจื™ืžื™ื˜ื™ื‘ื™ื ืฉืœ DSPy ื•ืžื•ื“ื•ืœื™ RAG ืžื•ืชืืžื™ื ืื™ืฉื™ืช | ืžืชื—ื™ืœื™ื | | [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/) | ืœืงื•ื— Boto3 Bedrock | ืžืชื—ื™ืœื™ื | | [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/) | ืคืจื™ืžื™ื˜ื™ื‘ื™ื ืฉืœ LangChain ื•-chains ืคืฉื•ื˜ื™ื | ืžืชื—ื™ืœื™ื | | [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/) | framework ืงืœ ืžืฉืงืœ ืฉืœ LiteLLM | ืžืชื—ื™ืœื™ื | | [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | LiteLLM Proxy ืœืชื™ืขื•ื“ OpenAI, Azure, Vertex, Bedrock | ืžืชื—ื™ืœื™ื | | [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/) | chat completions ืฉืœ Groq ื•-AsyncGroq | ืžืชื—ื™ืœื™ื | | [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/) | chat completions, streaming ื•ืงืจื™ืื•ืช ืœื›ืœื™ื ืฉืœ Together ื•-AsyncTogether | ืžืชื—ื™ืœื™ื | | [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/) | ืงืจื™ืื•ืช System One ืฉืœ TypeSafeClient ื•-AsyncTypeSafeClient (Noul, Choice, Score) | ืžืชื—ื™ืœื™ื | | [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/) | ืœืงื•ื— Anthropic Messages | ืžืชื—ื™ืœื™ื | | [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืื™ื™ื’'ื ื˜ื™ืช ื‘-framework ืฉืœ BeeAI | ืžืชื—ื™ืœื™ื | | [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/) | ืืคืœื™ืงืฆื™ื™ืช RAG ืœืฉืืœื•ืช ื•ืชืฉื•ื‘ื•ืช ืขื Haystack | ื‘ื™ื ื•ื ื™ | | [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/) | OpenAI Agents ืขื ื”ืขื‘ืจื•ืช (handoffs) | ื‘ื™ื ื•ื ื™ | | [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Assistant Agent ื•-Team Chat ืฉืœ Microsoft Autogen | ื‘ื™ื ื•ื ื™ | | [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/) | ืงืจื™ืื” ืœื›ืœื™ื, ืฆ'ืื˜ื™ื ืงื‘ื•ืฆืชื™ื™ื ื•ืฆ'ืื˜ื™ื ืจืฆื™ืคื™ื ื‘-AG2 | ื‘ื™ื ื•ื ื™ | | [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/) | ื“ื•ื’ืžืื•ืช ืœืกื•ื›ื ื™ PydanticAI | ื‘ื™ื ื•ื ื™ | | [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/) | ื“ื•ื’ืžืื•ืช ืœืืคืœื™ืงืฆื™ื•ืช Pipecat | ื‘ื™ื ื•ื ื™ | | [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/) | ืฆ'ืื˜, streaming ื•ืงืจื™ืื•ืช ืœื›ืœื™ื ื‘-Ollama | ืžืชื—ื™ืœื™ื | | [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/) | chat completions ืฉืœ Cohere ClientV2 | ืžืชื—ื™ืœื™ื | ## JavaScript ### ืกืคืจื™ื•ืช | ื—ื‘ื™ืœื” | ืชื™ืื•ืจ | ื’ืจืกื” | | ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions) | ืžื•ืกื›ืžื•ืช ืกืžื ื˜ื™ื•ืช ืœ-tracing ืฉืœ ืืคืœื™ืงืฆื™ื•ืช LLM. | [![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) | ื›ืœื™ ืขื–ืจ, ืชืฆื•ืจื” ื•ืคื•ื ืงืฆื™ื•ืช ืขื–ืจ ืœืฉื™ืžื•ืฉ ื—ื•ื–ืจ ืขื‘ื•ืจ ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื”. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ AWS Bedrock. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ AWS Bedrock Agent Runtime. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ BeeAI. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ LangChain.js. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ MCP. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ OpenAI SDK. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Anthropic SDK. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Claude Agent SDK. | [![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) | ืชืžื™ื›ืช OpenInference ืขื‘ื•ืจ Vercel AI SDK. | [![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) | middleware ืฉืœ OpenInference ืขื‘ื•ืจ TanStack AI. | [![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) | ืชืžื™ื›ืช OpenInference ื‘ืžื•ืกื›ืžื•ืช GenAI | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ TypeSafe AI SDK. | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-typesafe)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) | ### ื“ื•ื’ืžืื•ืช | ืฉื | ืชื™ืื•ืจ | ืจืžืช ืžื•ืจื›ื‘ื•ืช | | --- | --- | --- | | [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | ืกื™ื•ื•ื’, ืฉืืœื•ืช ืžื•ื‘ื ื•ืช ื•ื ื™ืชื•ื‘ ืœ-LLM ื”ืžื•ืชื ื” ื‘ืจืžืช ื‘ื™ื˜ื—ื•ืŸ | ืžืชื—ื™ืœื™ื | ## Java ### ืกืคืจื™ื•ืช | ื—ื‘ื™ืœื” | ืชื™ืื•ืจ | ื’ืจืกื” | | --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions) | ืžื•ืกื›ืžื•ืช ืกืžื ื˜ื™ื•ืช ืœ-tracing ืฉืœ ืืคืœื™ืงืฆื™ื•ืช LLM. | [![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) | ื›ืœื™ ืขื–ืจ ื‘ืกื™ืกื™ื™ื ืœืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื”. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ LangChain4j. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Spring AI. | [![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) | tracing ื™ื“ื ื™ ืžื‘ื•ืกืก annotations ื‘ืืžืฆืขื•ืช ByteBuddy. | [![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) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Google ADK Java (`-javaagent`). | [![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) | ### ื“ื•ื’ืžืื•ืช | ืฉื | ืชื™ืื•ืจ | ืจืžืช ืžื•ืจื›ื‘ื•ืช | | -------------------------------------------------------- | ---------------------------------------------- | ---------------- | | [ื“ื•ื’ืžืช LangChain4j](../../java/examples/langchain4j-example) | ื“ื•ื’ืžื” ืคืฉื•ื˜ื” ืœืฉื™ืžื•ืฉ ื‘-LangChain4j ืขื OpenAI | ืžืชื—ื™ืœื™ื | | [ื“ื•ื’ืžืช Spring AI](../../java/examples/spring-ai-example) | ื“ื•ื’ืžืช Spring AI ืขื OpenAI ื•ืงืจื™ืื” ืœื›ืœื™ื | ืžืชื—ื™ืœื™ื | | [ื“ื•ื’ืžืช Annotations](../../java/examples/annotation-example) | tracing ืžื‘ื•ืกืก annotations ืขื `@Chain`, `@LLM`, `@Tool`, `@Agent` | ืžืชื—ื™ืœื™ื | | [ื“ื•ื’ืžื” ืชื›ื ื•ืชื™ืช](../../java/examples/programmatic-example) | tracing ื™ื“ื ื™ ืขื ืžื—ืœืงื•ืช span ื‘ืขืœื•ืช ื˜ื™ืคื•ืก (`LLMSpan`, `AgentSpan` ื•ื›ื•') | ืžืชื—ื™ืœื™ื | | [ื“ื•ื’ืžืช ADK Java](../../java/examples/adk-java-example) | ืกื•ื›ืŸ Google ADK for Java ืขื ื›ืœื™ ืคื•ื ืงืฆื™ื”, ืฉืžื‘ื•ืฆืข ืœื• tracing ืขืœ ื™ื“ื™ `-javaagent` ืฉืœ ADK | ืžืชื—ื™ืœื™ื | ## Go ### ืกืคืจื™ื•ืช | ื—ื‘ื™ืœื” | ืชื™ืื•ืจ | ื’ืจืกื” | | --- | --- | --- | | [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | ืžื•ืกื›ืžื•ืช ืกืžื ื˜ื™ื•ืช ืœ-tracing ืฉืœ ืืคืœื™ืงืฆื™ื•ืช LLM. | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` | | [`openinference-instrumentation`](../../go/openinference-instrumentation) | ื”ืฉืชืงื”, ื”ืคืฆืช ืžืืคื™ื™ื ื™ ื”ืงืฉืจ ื•ืžื™ืกื•ืš `TraceConfig`. ืžื›ื‘ื“ ืืช ืžืฉืชื ื™ ื”ืกื‘ื™ื‘ื” `OPENINFERENCE_HIDE_*`. | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation` | | [`openinference-instrumentation-anthropic-sdk-go`](../../go/openinference-instrumentation-anthropic-sdk-go) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ Anthropic Go SDK (`anthropics/anthropic-sdk-go`). | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go` | | [`openinference-instrumentation-openai-go`](../../go/openinference-instrumentation-openai-go) | ืื™ื ืกื˜ืจื•ืžื ื˜ืฆื™ื” ืฉืœ OpenInference ืขื‘ื•ืจ ื”-OpenAI Go SDK ื”ืจืฉืžื™ ([`openai/openai-go`](https://github.com/openai/openai-go)). | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` | ื“ื•ืจืฉ Go 1.25 ื•ืžืขืœื”. ืฉืœื‘ื• ืขื [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go) ืœื”ื’ื“ืจืช OTLP/HTTP ื‘ืฉื•ืจื” ืื—ืช ืืœ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), ืื• ื—ื‘ืจื• ื›ืœ OTel exporter (ืœืžืฉืœ [Phoenix](https://github.com/Arize-ai/phoenix) ื‘ื›ืชื•ื‘ืช `http://localhost:6006/v1/traces`). ## ื™ืขื“ื™ื ื ืชืžื›ื™ื OpenInference ืชื•ืžื›ืช ื‘ื™ืขื“ื™ื ื”ื‘ืื™ื ื›ืื•ืกืคื™ spans. - โœ… [Arize Phoenix](https://github.com/Arize-ai/phoenix) - โœ… [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference) - โœ… ื›ืœ collector ื”ืชื•ืื ืœ-OTEL ## ืงื”ื™ืœื” ื”ืฆื˜ืจืคื• ืœืงื”ื™ืœื” ืฉืœื ื• ื›ื“ื™ ืœื”ืชื—ื‘ืจ ืœืืœืคื™ ืื ืฉื™ ืžืงืฆื•ืข ื‘ืœืžื™ื“ืช ืžื›ื•ื ื” ื•ื—ื•ื‘ื‘ื™ LLM observability! - ๐ŸŒ ื”ืฆื˜ืจืคื• ืœ[ืงื”ื™ืœืช ื”-Slack](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A) ืฉืœื ื•. - ๐Ÿ’ก ืฉืืœื• ืฉืืœื•ืช ื•ืฉืชืคื• ืžืฉื•ื‘ ื‘ืขืจื•ืฅ _#phoenix-support_. - ๐ŸŒŸ ื”ืฉืื™ืจื• ื›ื•ื›ื‘ ื‘-[GitHub](https://github.com/Arize-ai/openinference) ืฉืœื ื•. - ๐Ÿž ื“ื•ื•ื—ื• ืขืœ ื‘ืื’ื™ื ื‘-[GitHub Issues](https://github.com/Arize-ai/openinference/issues). - ๐• ืขืงื‘ื• ืื—ืจื™ื ื• ื‘-[X](https://twitter.com/ArizePhoenix). - ๐Ÿ—บ๏ธ ืขื™ื™ื ื• ื‘[ืžืคืช ื”ื“ืจื›ื™ื](https://github.com/orgs/Arize-ai/projects/45) ืฉืœื ื• ื›ื“ื™ ืœืจืื•ืช ืœืืŸ ืื ื—ื ื• ื”ื•ืœื›ื™ื ื‘ื”ืžืฉืš.