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openinference

Arize-ai/openinference

OpenTelemetry Instrumentation for AI Observability

GraphCanon updated 1mo · GitHub synced 1mo

1.1k stars275 forksLast push 1mo Python Apache-2.0

Decision brief

OpenInference is a tool focused on providing observability for AI systems using OpenTelemetry, designed to complement it by enabling tracing of AI applications. It is natively supported by Arize Phoenix and AX but can be

Good fit when

  • When you are working with AI applications that need detailed tracing capabilities alongside observability features provided by OpenTelemetry.
  • If your project already includes integration or a dependency on Arize tools like Arize Phoenix or Arize AX, making this tool natively compatible for enhanced functionality.

Avoid when

  • When your AI applications do not require the specific tracing features supported by OpenInference and can operate effectively with standard OpenTelemetry capabilities alone.
  • If you are looking for alternatives that offer more generic observability features without needing to integrate Arize-specific tools, as this might make OpenInference less beneficial.

Observed Jul 9, 2026 · Source: enrich:decision_facts

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Maintenance and security

Full trust report
Maintenance
Very active (0d since push)
As of 1mo
Provenance
Not a fork · Organization account
As of 1mo
Security (OSV)
No MCP manifest
As of 1mo

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install openinference
PyPI

How it fits your stack(4)

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Evidence and technical details

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Overview

The OpenInference project provides OpenTelemetry instrumentation tools and specification to improve observability in the context of AI applications, including LLMs and AI agents.

Capability facts

Languages
python

Source: github.language · Jul 21, 2026

Categories

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README

OpenInference

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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 and Arize AX, 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. 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

OpenI

For agents

This page has a .md twin and JSON over the API.

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