Major Frameworks
Most Popular
LC
LangChain
Comprehensive AI Application Framework
The most mature and widely-adopted framework for building LLM applications with extensive
tool integration, memory management, and agent orchestration capabilities.
GitHub Stars:
85k+
Contributors:
2000+
First Release:
2022
Language:
Python/JS
Key Features
- Extensive tool and API integrations
- Advanced memory management systems
- Chain-based workflow orchestration
- Multi-modal document processing
- Production-ready deployment tools
Growing Fast
AG
AutoGen
Multi-Agent Conversation Framework
Microsoft's framework focused on multi-agent conversations and collaborative problem-solving
with sophisticated agent interaction patterns and code generation capabilities.
GitHub Stars:
25k+
Contributors:
300+
First Release:
2023
Language:
Python
Key Features
- Multi-agent conversation orchestration
- Code generation and execution
- Human-in-the-loop integration
- Flexible agent role definitions
- Advanced conversation patterns
Specialized
CA
CrewAI
Role-Based Multi-Agent Framework
Specialized framework for creating teams of AI agents with defined roles, responsibilities,
and collaborative workflows for complex task execution.
GitHub Stars:
15k+
Contributors:
150+
First Release:
2023
Language:
Python
Key Features
- Role-based agent specialization
- Hierarchical task delegation
- Process-driven workflows
- Built-in collaboration patterns
- Task result validation
Emerging
SW
OpenAI Swarm
Lightweight Agent Orchestration
OpenAI's experimental framework for lightweight, educational multi-agent orchestration
with simple handoffs and minimal abstractions.
GitHub Stars:
12k+
Contributors:
50+
First Release:
2024
Language:
Python
Key Features
- Lightweight agent handoffs
- Minimal abstraction overhead
- Educational and experimental
- OpenAI API integration
- Simple conversation flows
Feature Comparison
Feature | LangChain | AutoGen | CrewAI | Swarm |
---|---|---|---|---|
Learning Curve | Moderate | Steep | Moderate | Easy |
Multi-Agent Support | Excellent | Excellent | Excellent | Good |
Tool Integration | Extensive | Good | Good | Basic |
Production Ready | Yes | Mostly | Mostly | Experimental |
Community Size | Large | Growing | Medium | Small |
Documentation | Comprehensive | Good | Good | Basic |