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LangGraph vs Agency Swarm
Side-by-side comparison of LangGraph and Agency Swarm — features, pricing, performance scores, and which to choose for your AI agents.
View All Framework ComparisonsQuick Verdict
| Dimension | LangGraph | Agency Swarm | Winner |
|---|---|---|---|
Ease of Use | 3/5 | 4/5 | Agency Swarm |
Scalability | 5/5 | 3/5 | LangGraph |
Documentation | 4/5 | 3/5 | LangGraph |
Community | 4/5 | 3/5 | LangGraph |
Performance | 5/5 | 4/5 | LangGraph |
Overall: LangGraph wins 4 categories, Agency Swarm wins 1, 0 tied
Feature Comparison
| Feature | LangGraph | Agency Swarm |
|---|---|---|
| Primary Language | Python | Python |
| License | MIT | MIT |
| Pricing | Open Source + Commercial | Open Source |
| GitHub Stars | 19,900 | 3,700 |
| Difficulty | Advanced | Intermediate |
| Enterprise Ready | ||
| Community Size | Large | Medium |
| Category | Multi-Agent Systems | Multi-Agent Systems |
Pros & Cons
LangGraph
Advantages
Full control over agent behavior with low-level primitives
Excellent for complex non-linear workflows
Built-in state persistence and memory management
Production-proven by major companies (Klarna Uber LinkedIn)
Strong streaming and observability features
Human-in-the-loop support is first-class
Can be used standalone or with LangChain
MIT licensed with commercial platform option
Limitations
Steeper learning curve than LangChain
Requires understanding of graph theory concepts
May be overkill for simple linear workflows
Smaller community than LangChain (but growing)
Some advanced features require LangGraph Platform
Documentation still maturing compared to LangChain
More complex setup for basic use cases
Agency Swarm
Advantages
Extends OpenAI Assistants API well
Good for hierarchical agent systems
MIT license
Active development
Limitations
Dependent on OpenAI ecosystem
Smaller community
Limited documentation
Less feature-rich than alternatives
Best Use Cases
LangGraph
Complex customer support workflows with escalation
Multi-agent research and analysis systems
Task management and orchestration
Long-running business process automation
Interactive assistants with memory
Decision support systems with conditional logic
Agency Swarm
Multi-agent customer service
Collaborative research agents
Sales and marketing automation
Complex workflow orchestration
Getting Started
LangGraph
Installation
pip install langgraph
Agency Swarm
Installation
pip install agency-swarm
Learn More
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