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Welcome to Swarms Docs Home
What is Swarms?
Swarms is the first and most reliable multi-agent production-grade framework designed to orchestrate intelligent AI agents at scale. Built for enterprise applications, Swarms enables you to create sophisticated multi-agent systems that can handle complex tasks through collaboration, parallel processing, and intelligent task distribution.
Key Capabilities
- 🏢 Production-Ready: Enterprise-grade infrastructure with high reliability, comprehensive logging, and robust error handling
- 🤖 Multi-Agent Orchestration: Support for hierarchical swarms, parallel processing, sequential workflows, and dynamic agent rearrangement
- 🔄 Flexible Integration: Multi-model support, custom agent creation, extensive tool library, and multiple memory systems
- 📈 Scalable Architecture: Concurrent processing, resource management, load balancing, and horizontal scaling capabilities
- 🛠️ Developer-Friendly: Simple API, extensive documentation, active community, and CLI tools for rapid development
- 🔐 Enterprise Security: Built-in error handling, rate limiting, monitoring integration, and audit logging
Why Choose Swarms?
Swarms stands out as the most reliable multi-agent framework because it was built from the ground up for production environments. Unlike other frameworks that focus on research or simple demos, Swarms provides the infrastructure, tooling, and best practices needed to deploy multi-agent systems in real-world applications.
Whether you're building financial analysis systems, healthcare diagnostics, manufacturing optimization, or any other complex multi-agent application, Swarms provides the foundation you need to succeed.
Swarms Installation
pip3 install swarms
Update Swarms
pip3 install -U swarms
Get Started Building Production-Grade Multi-Agent Applications
Onboarding
| Section | Links |
|---|---|
| Installation | Installation |
| Quickstart | Get Started |
| Environment Setup | Environment Configuration |
| Environment Variables | Environment Variables |
| Swarms CLI | CLI Documentation |
| Agent Internal Mechanisms | Agent Architecture |
| Agent API | Agent API |
| Managing Prompts in Production | Prompts Management |
| Integrating External Agents | External Agents Integration |
| Creating Agents from YAML | YAML Agent Creation |
| Why You Need Swarms | Why MultiAgent Collaboration |
| Swarm Architectures Analysis | Swarm Architectures |
| Choosing the Right Swarm | How to Choose Swarms |
| Full API Reference | API Reference |
| AgentRearrange Docs | AgentRearrange |
Ecosystem
Here you'll find references about the Swarms framework, marketplace, community, and more to enable you to build your multi-agent applications.
| Section | Links |
|---|---|
| Swarms Python Framework Docs | Framework Docs |
| Swarms Cloud API | Cloud API |
| Swarms Marketplace API | Marketplace API |
| Swarms Memory Systems | Memory Systems |
| Available Models | Models Overview |
| Swarms Tools | Tools Overview |
| Example Applications | Examples |
| Swarms Corp Github | Swarms Corp GitHub |
Join the Swarms Community
| Platform | Link | Description |
|---|---|---|
| 📚 Documentation | docs.swarms.world | Official documentation and guides |
| 📝 Blog | Medium | Latest updates and technical articles |
| 💬 Discord | Join Discord | Live chat and community support |
| @kyegomez | Latest news and announcements | |
| The Swarm Corporation | Professional network and updates | |
| 📺 YouTube | Swarms Channel | Tutorials and demos |
| 🎫 Events | Sign up here | Join our community events |
Get Support
Want to get in touch with the Swarms team? Open an issue on GitHub or reach out to us via email. We're here to help!