OpenInference Agno Instrumentation

Python auto-instrumentation library for Agno Agents

The following instrumentation is fully OpenTelemetry-compatible and can be sent to an OpenTelemetry collector for monitoring, such as Arize Phoenix, Arize AX, or Langfuse.

Installation

pip install openinference-instrumentation-agno

Quickstart

This quickstart shows you how to instrument your Agno Agent application.

You've already installed openinference-instrumentation-agno. Next is to install packages for agno, Phoenix and opentelemetry-instrument, which exports traces to it.

pip install agno arize-phoenix opentelemetry-sdk opentelemetry-exporter-otlp-proto-grpc opentelemetry-distro

Start the Phoenix app in the background as a collector:

phoenix serve

By default, it listens on http://localhost:6006. You can visit the app via a browser at the same address.

The Phoenix app does not send data over the internet. It only operates locally on your machine.

Create a simple Agno agent:

from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools

from openinference.instrumentation.agno import AgnoInstrumentor
from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
from opentelemetry.sdk import trace as trace_sdk
from opentelemetry import trace as trace_api
from opentelemetry.sdk.trace.export import ConsoleSpanExporter, SimpleSpanProcessor

endpoint = "http://127.0.0.1:6006/v1/traces"
tracer_provider = trace_sdk.TracerProvider()
tracer_provider.add_span_processor(SimpleSpanProcessor(OTLPSpanExporter(endpoint)))
# Optionally, you can also print the spans to the console.
tracer_provider.add_span_processor(SimpleSpanProcessor(ConsoleSpanExporter()))

trace_api.set_tracer_provider(tracer_provider=tracer_provider)

# Start instrumenting agno
AgnoInstrumentor().instrument()


agent = Agent(
    model=OpenAIChat(id="gpt-4o-mini"), 
    tools=[DuckDuckGoTools()],
    markdown=True, 
    debug_mode=True,
)

agent.print_response("What is currently trending on Twitter?")

Finally, run the example:

python example.py

Finally, browse for your trace in Phoenix at http://localhost:6006!

More Info

Metadata

Release files for openinference-instrumentation-agno 1.0.12

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for openinference-instrumentation-agno 1.0.12
File	Size	Uploaded
openinference_instrumentation_agno-1.0.12.tar.gz	26.0 kB	Oct 1, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for openinference-instrumentation-agno 1.0.12
File	Interpreter	ABI	Platform	Reset
openinference_instrumentation_agno-1.0.12-py3-none-any.whl 31.5 kB Oct 1, 2026	Python 3	none	any	Details

Total release size: 57.4 kB

Release files / openinference_instrumentation_agno-1.0.12.tar.gz

Download URL	openinference_instrumentation_agno-1.0.12.tar.gz
Size	26.0 kB
Tags	Source
SHA-256 checksum How to use checksums	`f43129bafef12db2e95fa10610dde16b966b2c8edf14df5bf7822136c56ae2c0`
BLAKE2b-256 checksum How to use checksums	`50439aa0b7dba1937b264c02dd8a6f22e84115e0746692f0f0bb814b56cacba1`
Upload date	Oct 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Arize-ai/openinference
Publishing commit: github.com/Arize-ai/openinference/tree/32714fda1578a088b6237968f4945e8a826dae92

Workflow

Publishing configuration: github.com/Arize-ai/openinference/blob/32714fda1578a088b6237968f4945e8a826dae92/.github/workflows/publish.yaml
Publishing logs: github.com/Arize-ai/openinference/actions/runs/36806322558/attempts/1

Artifact

Subject: openinference_instrumentation_agno-1.0.12.tar.gz
SHA-256 checksum: f43129bafef12db2e95fa10610dde16b966b2c8edf14df5bf7822136c56ae2c0 Verifying attestations

Release files / openinference_instrumentation_agno-1.0.12-py3-none-any.whl

Download URL	openinference_instrumentation_agno-1.0.12-py3-none-any.whl
Size	31.5 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`2f8b2ec74c9cc71a5017e1a18ed8e66170f9e40abf18797cfe38a4adf4d2dbc4`
BLAKE2b-256 checksum How to use checksums	`55a21bad6c2eee81e13a038142e098870a8d29cab390e5234a586065349ba7a0`
Upload date	Oct 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Arize-ai/openinference
Publishing commit: github.com/Arize-ai/openinference/tree/32714fda1578a088b6237968f4945e8a826dae92

Workflow

Publishing configuration: github.com/Arize-ai/openinference/blob/32714fda1578a088b6237968f4945e8a826dae92/.github/workflows/publish.yaml
Publishing logs: github.com/Arize-ai/openinference/actions/runs/36806322558/attempts/1

Artifact

Subject: openinference_instrumentation_agno-1.0.12-py3-none-any.whl
SHA-256 checksum: 2f8b2ec74c9cc71a5017e1a18ed8e66170f9e40abf18797cfe38a4adf4d2dbc4 Verifying attestations