CrewAI: Multi-Agent AI Teams
CrewAI lets you build teams of AI agents that collaborate. Each agent has a role, goal, and tools. They delegate tasks, share context, and produce results together.
Why Multi-Agent
- Specialization — each agent focuses on one thing
- Delegation — hand off tasks to specialists
- Quality — reviewer agents catch errors
- Complex workflows — sequential or parallel
The Free API
from crewai import Agent, Task, Crew, Process
researcher = Agent(
role="Research Analyst",
goal="Find data on the topic",
backstory="Expert researcher",
verbose=True
)
writer = Agent(
role="Technical Writer",
goal="Write clear content",
backstory="Published writer"
)
research = Task(
description="Research {topic}",
expected_output="Research report",
agent=researcher
)
write = Task(
description="Write article from research",
expected_output="Markdown article",
agent=writer,
context=[research]
)
crew = Crew(
agents=[researcher, writer],
tasks=[research, write],
process=Process.sequential
)
result = crew.kickoff(inputs={"topic": "K8s security"})
Custom Tools
from crewai_tools import SerperDevTool, ScrapeWebsiteTool
agent = Agent(
role="Data Analyst",
tools=[SerperDevTool(), ScrapeWebsiteTool()]
)
Real-World Use Case
A marketing agency automated 20 competitor reports per week. CrewAI: Researcher -> Analyst -> Writer -> Editor. Fully automated overnight.
Quick Start
pip install crewai crewai-tools
Resources
Need data agents? Check out my tools on Apify or email spinov001@gmail.com for custom AI solutions.
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