OpenAI

OpenAI is a leading provider of AI tools and services. Explore the OpenAI API for more information.

Install the AgentOps SDK

pip install agentops

poetry add agentops

Install the OpenAI SDK

openai<1.0.0 has limited support while openai>=1.0.0 is continuously supported.

pip install openai

poetry add openai

To install openai<1.0.0, use the following:

pip install "openai<1.0.0"

poetry add "openai<1.0.0"

Add 3 lines of code

Make sure to call agentops.init before calling any openai, cohere, crew, etc models.

import agentops
from openai import OpenAI

agentops.init(<INSERT YOUR API KEY HERE>)
client = OpenAI()
...
# End of program (e.g. main.py)
agentops.end_session("Success")

Set your API key as an .env variable for easy access.

AGENTOPS_API_KEY=<YOUR API KEY>
OPENAI_API_KEY=<YOUR OPENAI API KEY>

Read more about environment variables in Advanced Configuration

Run your Agent

Execute your program and visit app.agentops.ai/drilldown to observe your Agent! 🕵️

After your run, AgentOps prints a clickable url to console linking directly to your session in the Dashboard

Full Examples

from openai import OpenAI
import agentops

agentops.init(<INSERT YOUR API KEY HERE>)
client = OpenAI()

response = client.chat.completions.create(
    model="gpt-4o-mini",
    messages=[{
        "role": "user",
        "content": "Write a haiku about AI and humans working together"
    }]
)

print(response.choices[0].message.content)
agentops.end_session('Success')

from openai import AsyncOpenAI
import agentops
import asyncio

async def main():
    agentops.init(<INSERT YOUR API KEY HERE>)
    client = AsyncOpenAI()

    response = await client.chat.completions.create(
        model="gpt-4o-mini",
        messages=[{
            "role": "user",
            "content": "Write a haiku about AI and humans working together"
        }]
    )

    print(response.choices[0].message.content)
    agentops.end_session('Success')

asyncio.run(main())

Streaming examples

from openai import OpenAI
import agentops

agentops.init(<INSERT YOUR API KEY HERE>)
client = OpenAI()

stream = client.chat.completions.create(
    model="gpt-4o-mini",
    stream=True,
    messages=[{
          "role": "user",
          "content": "Write a haiku about AI and humans working together"
    }],
)

for chunk in stream:
  print(chunk.choices[0].delta.content or "", end="")

agentops.end_session('Success')

from openai import AsyncOpenAI
import agentops
import asyncio

async def main():
  agentops.init(<INSERT YOUR API KEY HERE>)
  client = AsyncOpenAI()

  stream = await client.chat.completions.create(
      model="gpt-4o-mini",
      stream=True,
      messages=[{
          "role": "user",
          "content": "Write a haiku about AI and humans working together"
      }],
  )

  async for chunk in stream:
      print(chunk.choices[0].delta.content or "", end="")
  
  agentops.end_session('Success')

asyncio.run(main())

Getting Started

Concepts

Integrations

Usage

Other Info

Full Examples

Streaming examples

​Full Examples

​Streaming examples

Full Examples

Streaming examples