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LlamaIndex Agents vs Agency Swarm
Side-by-side comparison of LlamaIndex Agents and Agency Swarm — features, pricing, performance scores, and which to choose for your AI agents.
View All Framework ComparisonsQuick Verdict
| Dimension | LlamaIndex Agents | Agency Swarm | Winner |
|---|---|---|---|
Ease of Use | 4/5 | 4/5 | Tie |
Scalability | 4/5 | 3/5 | LlamaIndex Agents |
Documentation | 5/5 | 3/5 | LlamaIndex Agents |
Community | 5/5 | 3/5 | LlamaIndex Agents |
Performance | 4/5 | 4/5 | Tie |
Overall: LlamaIndex Agents wins 3 categories, Agency Swarm wins 0, 2 tied
Feature Comparison
| Feature | LlamaIndex Agents | Agency Swarm |
|---|---|---|
| Primary Language | Python | Python |
| License | MIT | MIT |
| Pricing | Open Source + Cloud | Open Source |
| GitHub Stars | 44,600 | 3,700 |
| Difficulty | Intermediate | Intermediate |
| Enterprise Ready | ||
| Community Size | Very Large | Medium |
| Category | RAG & Knowledge | Multi-Agent Systems |
Pros & Cons
LlamaIndex Agents
Advantages
Best-in-class for RAG applications
Excellent data connectors and loaders
Strong documentation and examples
Active community and development
MIT license
LlamaCloud for managed services
Works well with LangChain
Limitations
Primarily focused on RAG not general agents
Agent features less mature than core RAG
Can be complex for simple use cases
LlamaCloud requires subscription
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
LlamaIndex Agents
Document Q&A systems
Knowledge base retrieval
Semantic search applications
Chat over documents
Agent-based data retrieval
Research assistants
Agency Swarm
Multi-agent customer service
Collaborative research agents
Sales and marketing automation
Complex workflow orchestration
Getting Started
LlamaIndex Agents
Installation
pip install llama-index
Agency Swarm
Installation
pip install agency-swarm
Learn More
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