Educational framework for lightweight multi-agent orchestration patterns
Key Features
Multi-Agent
Single Agent
Human-in-the-Loop
Streaming
Async Support
Type Safe
Short-Term Memory
Long-Term Memory
Shared Memory
Plugin System
Custom Tools
MCP Protocol
A2A Protocol
Code Execution
Web Browsing
File System Access
Sandboxing
Guardrails
Structured Output
DAG Workflows
Visual Builder
CLI
API Server
Self-Hosted
Cloud Hosted
Community Feedback
Strengths
- Excellent learning resource
- Simple API
- Clear handoff and routine patterns
Weaknesses
- Not production-ready
- No memory or persistence
- No official support
- Superseded by OpenAI Agents SDK
Swarm Details
| Organization | OpenAI |
| Organization Type | Company |
| Funding | Series b+ |
| Category | Framework |
| Subcategory | Multi agent |
| Deployment | SDK/Framework |
| Primary Language | Python |
| Runtime | Python 3.10+ |
| License | MIT |
| Commercial Use | Unrestricted |
| Install Command | pip install git+https://github.com/openai/swarm.git |
| GitHub Stars | 21,217 |
| GitHub Forks | 2,258 |
| Maturity | Deprecated |
| Pricing Model | Free |
| Free Tier | Fully open-source MIT |
| Self-Hosted Free | Yes |
| Cost Model | free + LLM costs |
| Community Size | Large (21k stars) |
| Community Activity | Declining |
| Sentiment | Mixed |
| GPU Required | No |
| Confidence | High |
| Research Date | 2026-03-24 |
| LLM Providers | OpenAI |
| API Keys Required | OpenAI API key |
Use Cases
- Learning multi-agent handoff patterns
- Prototyping agent routines
- Educational demonstrations
Similar Tools
OpenAI Agents SDKSwarm is educational predecessor, Agents SDK is production successor
When to Use
Best for: Learning multi-agent handoff patterns
Avoid when: Any production use case — use OpenAI Agents SDK instead
Original data from HuggingFace, OpenCompass and various public git repos.
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Release v20260324