CAMEL-AI Multi-Agent System Stack
Agent
Single-agent
Agent Society
Multi-agent
Data Generation
Models
Tools
Memories
Storage
Key-Value Storage:
Graph DB Storage:
Object Storage:
Vector DB Storage:
Data Loaders
Environments
Interpreters
Retrievers
Runtime
Verifier
MCP
Human in the Loop
Observe
updated on July 18, 2025