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CrewAI — multi-agent AI framework. Role-based agents with defined goals, tools, and memory. Hierarchical and sequential task execution. Human input delegation and process orchestration.
Passed 0 of 22 test cases with the skill, and 22 of 22 without it.
0 fixed18 passed either way3 still failing1 broke
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CrewAI enables role-based multi-agent AI systems. Agents have defined goals, tools, backstories, and memory. Tasks are assigned to specific agents with expected outputs. Supports sequential and hierarchical execution.
uv pip install crewai
from crewai import Agent, Task, Crew
researcher = Agent(
role="Research Analyst",
goal="Find latest developments in AI agents",
backstory="Expert at finding relevant information",
)
writer = Agent(
role="Technical Writer",
goal="Write clear summary of findings",
backstory="Skilled at explaining technical topics",
)
task1 = Task(description="Search for latest AI agent frameworks in 2025",
expected_output="List of frameworks with key features",
agent=researcher)
task2 = Task(description="Write a 3-paragraph summary", expected_output="Markdown report", agent=writer)
crew = Crew(agents=[researcher, writer], tasks=[task1, task2])
result = crew.kickoff()
print(result)
test cases passed, vs 22 / 22 without
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