CrewAI

CrewAI is a lean, lightning-fast Python framework for creating autonomous AI agents tailored to any scenario.

Quickstart

Confident AI provides a instrumentator that can trace CrewAI’s execution with just a single line of code.

Install the following package:


pip install -U deepeval

With your Confident API key, initialize DeepEval’s instrumentator in your agent’s main.py script:


from deepeval.integrations.crewai import instrumentator
instrumentator(api_key="<your-confident-api-key>")

That’s it! You can now see the traces on Confident AI’s Observability.

Basic CrewAI Agent

Here’s a basic example of a CrewAI agent with Confident AI’s instrumentator:


pip install crewai

main.py


from crewai import Agent, Task, Crew
import os
from deepeval.integrations.crewai import instrumentator
import time
 
os.environ["OPENAI_API_KEY"] = "<your-openai-api-key>"
 
instrumentator(api_key="<your-confident-api-key>")
 
# Define your agents with roles and goals
coder = Agent(
    role='Consultant',
    goal='Write clear, concise explanation.',
    backstory='An expert consultant with a keen eye for software trends.',
)
 
# Create tasks for your agents
task1 = Task(
    description="Explain the latest trends in AI.",
    expected_output="A clear and concise explanation.",
    agent=coder
)
 
# Instantiate your crew
crew = Crew(
    agents=[coder],
    tasks=[task1],
)
 
# Kickoff your crew
result = crew.kickoff()
print(result)
 
time.sleep(7) # Wait for traces to be posted to observatory

Run your agent:


python main.py

After execution, you can see the traces on Confident AI’s Observability.