Name: Openinference
Availability: InStock
Author: Arize-ai

Install

$ agentstack add mcp-arize-ai-openinference

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

✓ Prompt-injection patterns
✓ Secret / credential exfiltration
✓ Dangerous shell & filesystem operations
✓ Untrusted network calls
✓ Known-malicious package signatures

What it can access

✓ Network access No
✓ Filesystem access No
✓ Shell / process execution No
✓ Environment & secrets No
✓ Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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Reliability & compatibility

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● 1mo ago

Declared compatibility

Claude CodeClaude DesktopCursorWindsurf

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.

How agent discovery & health will work →

About

OpenInference is a set of conventions and plugins that is complimentary to OpenTelemetry to enable tracing of AI applications. OpenInference is natively supported by arize-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
Source: 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.

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Versions

v0.1.0 Imported from the upstream source.