Feature Comparison Matrix

Compare key features across all major frameworks. Use the filters to focus on core capabilities, advanced features, or production readiness.

Feature	LangChain	AutoGen	Semantic	Haystack	Custom
Multi-Agent Support	◐Via LangGraph	✓Native support	◐Basic orchestration	◔Pipelines only	✓Full control
RAG Capabilities	✓Extensive tools	◔Manual setup	◐Memory plugins	✓Specialized for RAG	✓Custom implementation
Tool Calling	✓Rich ecosystem	✓Code execution	✓Plugin system	◐Limited tools	✓Any tool
Memory Systems	✓Multiple types	◐Conversation only	✓Advanced memory	◔Document store	✓Custom design
State Management	✓LangGraph state	◐Basic tracking	✓Context variables	◔Pipeline state	✓Full control
Streaming	✓Native streaming	◐Message streaming	✓Async support	◔Basic streaming	✓Custom streaming
Error Handling	✓Retry policies	◐Basic handling	✓Exception filters	◐Pipeline errors	✓Custom logic
Observability	✓LangSmith integration	◔Basic logging	✓App Insights	◐Custom telemetry	✓Full control
Production Ready	✓Battle-tested	◐Newer, evolving	✓Enterprise grade	✓Production focus	◐Your responsibility
Documentation	✓Extensive docs	◐Growing docs	✓Microsoft docs	✓Good docs	◔Self-documented

✓Full Support

◐Partial Support

◔Limited Support

✗Not Supported

Framework Comparison

Feature Comparison Matrix