# CrewAI

> Best for agent teams. Python-based, role-based agents that collaborate. Good for research, content generation, complex workflows.

- Source: https://zarifautomates.com/tools/crewai
- Category: ai agents
- Website: https://github.com/crewAIInc/crewAI
- Rating: 4.6/5 (1 ratings)

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## Pros

- Flows for deterministic pipelines
- Role-based multi-agent model is intuitive
- Sequential and hierarchical processes
- Strong tool ecosystem and MCP support

## Cons

- Less flexible than LangGraph for non-crew shapes
- Memory layer is opinionated
- Production runtime is your job