Skip to main content
Arize provides seamless observability and tracing for BeeAI agents through the Python OpenInference instrumentation package.

Launch Arize

To get started, sign up for a free Arize account and get your Space ID and API Key.

Install

pip install openinference-instrumentation-beeai beeai-framework arize-otel

Setup

Connect your application to Arize and then apply the BeeAIInstrumentor .
# Import Arize OTel registration
from arize.otel import register

# Import the automatic instrumentor from OpenInference
from openinference.instrumentation.beeai import BeeAIInstrumentor

# Setup OTel via our convenience function
tracer_provider = register(
    space_id = "your-space-id", # in app space settings page
    api_key = "your-api-key", # in app space settings page
    project_name = "my-beeai-project", # name this to whatever you would like
)

# Start the instrumentor for BeeAI
BeeAIInstrumentor().instrument(tracer_provider=tracer_provider)

Run BeeAI

Sample agent built using BeeAI with automatic tracing:
import asyncio
from beeai_framework.agents.react import ReActAgent
from beeai_framework.agents.types import AgentExecutionConfig
from beeai_framework.backend.chat import ChatModel
from beeai_framework.backend.types import ChatModelParameters
from beeai_framework.memory import TokenMemory
from beeai_framework.tools.search.duckduckgo import DuckDuckGoSearchTool
from beeai_framework.tools.search.wikipedia import WikipediaTool
from beeai_framework.tools.tool import AnyTool
from beeai_framework.tools.weather.openmeteo import OpenMeteoTool

llm = ChatModel.from_name(
    "ollama:granite3.1-dense:8b",
    ChatModelParameters(temperature=0),
)

tools: list[AnyTool] = [
    WikipediaTool(),
    OpenMeteoTool(),
    DuckDuckGoSearchTool(),
]

agent = ReActAgent(llm=llm, tools=tools, memory=TokenMemory(llm))

prompt = "What's the current weather in Las Vegas?"

async def main() -> None:
    response = await agent.run(
        prompt=prompt,
        execution=AgentExecutionConfig(
            max_retries_per_step=3, total_max_retries=10, max_iterations=20
        ),
    )

    print("Agent 🤖 : ", response.result.text)

asyncio.run(main())

Observe

Arize provides visibility into your BeeAI agent operations with automatic tracing of all interactions.

Resources