[Pioneering]: swarms.ai

[lukehinds]

Swarms

The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework.

✨ Features

Category	Features	Benefits
🏢 Enterprise Architecture	• Production-Ready Infrastructure • High Reliability Systems • Modular Design • Comprehensive Logging	• Reduced downtime • Easier maintenance • Better debugging • Enhanced monitoring
🤖 Agent Orchestration	• Hierarchical Swarms • Parallel Processing • Sequential Workflows • Graph-based Workflows • Dynamic Agent Rearrangement	• Complex task handling • Improved performance • Flexible workflows • Optimized execution
🔄 Integration Capabilities	• Multi-Model Support • Custom Agent Creation • Extensive Tool Library • Multiple Memory Systems	• Provider flexibility • Custom solutions • Extended functionality • Enhanced memory management
📈 Scalability	• Concurrent Processing • Resource Management • Load Balancing • Horizontal Scaling	• Higher throughput • Efficient resource use • Better performance • Easy scaling
🛠️ Developer Tools	• Simple API • Extensive Documentation • Active Community • CLI Tools	• Faster development • Easy learning curve • Community support • Quick deployment
🔐 Security Features	• Error Handling • Rate Limiting • Monitoring Integration • Audit Logging	• Improved reliability • API protection • Better monitoring • Enhanced tracking
📊 Advanced Features	• SpreadsheetSwarm • Group Chat • Agent Registry • Mixture of Agents	• Mass agent management • Collaborative AI • Centralized control • Complex solutions
🔌 Provider Support	• OpenAI • Anthropic • ChromaDB • Custom Providers	• Provider flexibility • Storage options • Custom integration • Vendor independence
💪 Production Features	• Automatic Retries • Async Support • Environment Management • Type Safety	• Better reliability • Improved performance • Easy configuration • Safer code
🎯 Use Case Support	• Task-Specific Agents • Custom Workflows • Industry Solutions • Extensible Framework	• Quick deployment • Flexible solutions • Industry readiness • Easy customization

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Requirements

• python3.10 or above!
• $ pip install -U swarms And, don't forget to install swarms!
• .env file with API keys from your providers like OPENAI_API_KEY, ANTHROPIC_API_KEY
• Set an .env Variable with your desired workspace dir: WORKSPACE_DIR="agent_workspace" or do it in your terminal with export WORKSPACE_DIR="agent_workspace"
• Finally, swarms onboarding to get you started.

Guides and Walkthroughs

Refer to our documentation for production grade implementation details.

Section	Links
Installation	Installation
Quickstart	Get Started
Agent Internal Mechanisms	Agent Architecture
Agent API	Agent API
Integrating External Agents Griptape, Autogen, etc	Integrating External APIs
Creating Agents from YAML	Creating Agents from YAML
Why You Need Swarms	Why MultiAgent Collaboration is Necessary
Swarm Architectures Analysis	Swarm Architectures
Choosing the Right Swarm for Your Business Problem¶	CLICK HERE
AgentRearrange Docs	CLICK HERE

Install 💻

Install the following packages with copy and paste

$ pip3 install -U swarms swarm-models swarms-memory

Onboarding

Now that you have downloaded swarms with pip3 install -U swarms, we get access to the CLI. Get Onboarded with CLI Now with:

swarms onboarding

You can also run this command for help:

swarms help

For more documentation on the CLI CLICK HERE

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Usage Examples 🤖

Here are some example scripts to get you started. For more comprehensive documentation, visit our docs.

Example Name	Description	Type of Examples	Link
Swarms Examples	A collection of simple examples to demonstrate Swarms capabilities.	Basic Usage	https://github.com/The-Swarm-Corporation/swarms-examples?tab=readme-ov-file
Cookbook	A comprehensive guide with recipes for various use cases and scenarios.	Advanced Usage	https://github.com/The-Swarm-Corporation/Cookbook

Additional Context

No response

[jhrozek]

@lukehinds this is currently in backlog, should the issue be in the pioneering column as its own backlog?

[yrobla]

https://docs.google.com/document/d/17Wr0zkVoVMqBJ1_hxHQy4dsMNjbT1hFr3GjnO-JECYU/edit?usp=sharing

I only could make it works with OpenAI. Other clients seem to be outdated/buggy