# Openinference > OpenTelemetry Instrumentation for AI Observability - **Type:** MCP server - **Install:** `agentstack add mcp-arize-ai-openinference` - **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior - **Seller:** [Arize-ai](https://agentstack.voostack.com/s/arize-ai) - **Installs:** 0 - **Category:** [AI & ML](https://agentstack.voostack.com/c/ai-and-ml) - **Latest version:** 0.1.0 - **License:** Apache-2.0 - **Upstream author:** [Arize-ai](https://github.com/Arize-ai) - **Source:** https://github.com/Arize-ai/openinference - **Website:** https://arize-ai.github.io/openinference/ ## Install ```sh agentstack add mcp-arize-ai-openinference ``` Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent. ## About OpenInference is a set of conventions and plugins that is complimentary to [OpenTelemetry](https://opentelemetry.io/) to enable tracing of AI applications. OpenInference is natively supported by [arize-phoenix](https://github.com/Arize-ai/phoenix), but can be used with any OpenTelemetry-compatible backend as well. ## Specification The OpenInference specification is edited in markdown files found in the [spec directory](./spec/). It's designed to provide insight into the invocation of LLMs and the surrounding application context such as retrieval from vector stores and the usage of external tools such as search engines or APIs. The specification is transport and file-format agnostic, and is intended to be used in conjunction with other specifications such as JSON, ProtoBuf, and DataFrames. ## Instrumentation OpenInference provides a set of instrumentations for popular machine learning SDKs and frameworks in a variety of languages. ## Python ### Libraries | Package | Description | Version | |-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [`openinference-semantic-conventions`](./python/openinference-semantic-conventions) | Semantic conventions for tracing of LLM Apps. | [](https://pypi.python.org/pypi/openinference-semantic-conventions) | | [`openinference-instrumentation`](./python/openinference-instrumentation) | Reusable utilities, decorators, configurations, and helpers for instrumentation. | [](https://pypi.python.org/pypi/openinference-instrumentation) | | [`openinference-instrumentation-agno`](./python/instrumentation/openinference-instrumentation-agno) | OpenInference Instrumentation for Agno Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-agno) | | [`openinference-instrumentation-openai`](./python/instrumentation/openinference-instrumentation-openai) | OpenInference Instrumentation for OpenAI SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai) | | [`openinference-instrumentation-openai-agents`](./python/instrumentation/openinference-instrumentation-openai-agents) | OpenInference Instrumentation for OpenAI Agents SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) | | [`openinference-instrumentation-claude-agent-sdk`](./python/instrumentation/openinference-instrumentation-claude-agent-sdk) | OpenInference Instrumentation for Claude Agent SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-claude-agent-sdk) | | [`openinference-instrumentation-llama-index`](./python/instrumentation/openinference-instrumentation-llama-index) | OpenInference Instrumentation for LlamaIndex. | [](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) | | [`openinference-instrumentation-dspy`](./python/instrumentation/openinference-instrumentation-dspy) | OpenInference Instrumentation for DSPy. | [](https://pypi.python.org/pypi/openinference-instrumentation-dspy) | | [`openinference-instrumentation-bedrock`](./python/instrumentation/openinference-instrumentation-bedrock) | OpenInference Instrumentation for AWS Bedrock. | [](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) | | [`openinference-instrumentation-langchain`](./python/instrumentation/openinference-instrumentation-langchain) | OpenInference Instrumentation for LangChain. | [](https://pypi.python.org/pypi/openinference-instrumentation-langchain) | | [`openinference-instrumentation-mcp`](./python/instrumentation/openinference-instrumentation-mcp) | OpenInference Instrumentation for MCP. | [](https://pypi.python.org/pypi/openinference-instrumentation-mcp) | | [`openinference-instrumentation-mistralai`](./python/instrumentation/openinference-instrumentation-mistralai) | OpenInference Instrumentation for MistralAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) | | [`openinference-instrumentation-portkey`](./python/instrumentation/openinference-instrumentation-portkey) | OpenInference Instrumentation for Portkey. | [](https://pypi.python.org/pypi/openinference-instrumentation-portkey) | | [`openinference-instrumentation-guardrails`](./python/instrumentation/openinference-instrumentation-guardrails) | OpenInference Instrumentation for Guardrails. | [](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) | | [`openinference-instrumentation-vertexai`](./python/instrumentation/openinference-instrumentation-vertexai) | OpenInference Instrumentation for VertexAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) | | [`openinference-instrumentation-crewai`](./python/instrumentation/openinference-instrumentation-crewai) | OpenInference Instrumentation for CrewAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-crewai) | | [`openinference-instrumentation-haystack`](./python/instrumentation/openinference-instrumentation-haystack) | OpenInference Instrumentation for Haystack. | [](https://pypi.python.org/pypi/openinference-instrumentation-haystack) | | [`openinference-instrumentation-litellm`](./python/instrumentation/openinference-instrumentation-litellm) | OpenInference Instrumentation for liteLLM. | [](https://pypi.python.org/pypi/openinference-instrumentation-litellm) | | [`openinference-instrumentation-groq`](./python/instrumentation/openinference-instrumentation-groq) | OpenInference Instrumentation for Groq. | [](https://pypi.python.org/pypi/openinference-instrumentation-groq) | | [`openinference-instrumentation-instructor`](./python/instrumentation/openinference-instrumentation-instructor) | OpenInference Instrumentation for Instructor. | [](https://pypi.python.org/pypi/openinference-instrumentation-instructor) | | [`openinference-instrumentation-anthropic`](./python/instrumentation/openinference-instrumentation-anthropic) | OpenInference Instrumentation for Anthropic. | [](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) | | [`openinference-instrumentation-beeai`](./python/instrumentation/openinference-instrumentation-beeai) | OpenInference Instrumentation for BeeAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-beeai) | | [`openinference-instrumentation-google-genai`](./python/instrumentation/openinference-instrumentation-google-genai) | OpenInference Instrumentation for Google GenAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) | | [`openinference-instrumentation-google-adk`](./python/instrumentation/openinference-instrumentation-google-adk) | OpenInference Instrumentation for Google ADK. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) | | [`openinference-instrumentation-autogen-agentchat`](./python/instrumentation/openinference-instrumentation-autogen-agentchat) | OpenInference Instrumentation for Microsoft Autogen AgentChat. | [](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) | | [`openinference-instrumentation-pydantic-ai`](./python/instrumentation/openinference-instrumentation-pydantic-ai) | OpenInference Instrumentation for PydanticAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) | | [`openinference-instrumentation-smolagents`](./python/instrumentation/openinference-instrumentation-smolagents) | OpenInference Instrumentation for smolagents. | [](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) | | [`openinference-instrumentation-pipecat`](./python/instrumentation/openinference-instrumentation-pipecat) | OpenInference Instrumentation for Pipecat. | [](https://pypi.python.org/pypi/openinference-instrumentation-pipecat) | | [`openinference-instrumentation-agentspec`](./python/instrumentation/openinference-instrumentation-agentspec) | OpenInference Instrumentation for Open Agent Specification. | [](https://pypi.python.org/pypi/openinference-instrumentation-agentspec) | | [`openinference-instrumentation-strands-agents`](./python/instrumentation/openinference-instrumentation-strands-agents) | OpenInference Instrumentation for Strands Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents) | ## Span Processors Normalize and convert data across other instrumentation libraries by adding span processors that unify data. | Package | Description | Version | | ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [`openinference-instrumentation-openlit`](./python/instrumentation/openinference-instrumentation-openlit) | OpenInference Span Processor for OpenLIT traces. | [](https://pypi.python.org/pypi/openinference-instrumentation-openlit) | | [`openinference-instrumentation-openllmetry`](./python/instrumentation/openinference-instrumentation-openllmetry) | OpenInference Span Processor for OpenLLMetry (Traceloop) traces. | [](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) | ### Examples | Name | Description | Complexity Level | | ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- | | [Agno](python/instrumentation/openinference-instrumentation-agno/examples/) | Agno agent examples | Beginner | | [OpenAI SDK](python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK, including chat completions and embeddings | Beginner | | [Claude Agent SDK](python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | Beginner | | [MistralAI SDK](python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | Beginner | | [VertexAI SDK](python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | Beginner | | [LlamaIndex](python/instrumentation/openinference-instrumentation-llama-index/examples/) | LlamaIndex query engines | Beginner | | [DSPy](python/instrumentation/openinference-instrumentation-dspy/examples/) | DSPy primitives and custom RAG modules | Beginner | | [Boto3 Bedrock Client](python/instrumentation/openinference-instrumentation-bedrock/examples/) | Boto3 Bedrock client | Beginner | | [LangChain](python/instrumentation/openinference-instrumentation-langchain/examples/) | LangChain primitives and simple chains | Beginner | | [LiteLLM](python/instrumentation/openinference-instrumentation-litellm/) | A lightweight LiteLLM framework | Beginner | | [LiteLLM Proxy](python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | LiteLLM Proxy to log OpenAI, Azure, Vertex, Bedrock | Beginner | | [Groq](python/instrumentation/openinference-instrumentation-groq/examples/) | Groq and AsyncGroq chat completions | Beginner | | [Anthropic](python/instrumentation/openinference-instrumentation-anthropic/examples/) | Anthropic Messages client | Beginner | | [BeeAI](python/instrumentation/openinference-instrumentation-beeai/examples/) | Agentic instrumentation in the BeeAI framework | Beginner | | [Haystack](python/instrumentation/openinference-instrumentation-haystack/examples/) | A Haystack QA RAG application … ## Source & license This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code. - **Author:** [Arize-ai](https://github.com/Arize-ai) - **Source:** [Arize-ai/openinference](https://github.com/Arize-ai/openinference) - **License:** Apache-2.0 - **Homepage:** https://arize-ai.github.io/openinference/ Install and usage instructions live in the source repository linked above. ## Pricing - **Free** — Free ## Security capabilities Automated source analysis of v0.1.0 — what this tool can access: - **Network access:** no - **Filesystem access:** no - **Shell / process execution:** no - **Environment & secrets:** no - **Dynamic code execution:** no *"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.* ## Versions - **0.1.0** — security scan: passed — Imported from the upstream source. ## Links - Listing page: https://agentstack.voostack.com/l/mcp-arize-ai-openinference - Seller: https://agentstack.voostack.com/s/arize-ai - Browse the marketplace: https://agentstack.voostack.com/browse --- Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.