Swarm Examples

The Swarms Framework is a production-grade framework designed for building and deploying multi-agent systems. It provides robust tools and libraries to facilitate the development of complex, distributed, and scalable llm-agent-based applications.

Features

• Scalability: Easily scale your agent systems to handle large numbers of agents.
• Flexibility: Supports a wide range of agent architectures and communication protocols.
• Integration: Seamlessly integrates with existing systems and technologies.
• Performance: Optimized for high performance and low latency.

Swarms Examples Index

Single Agent Examples

Core Agents

Category	Example	Description
Basic	Easy Example	Basic agent implementation demonstrating core functionality and setup
Settings	Agent Settings	Comprehensive configuration options for customizing agent behavior and capabilities
YAML	Agents from YAML	Creating and configuring agents using YAML configuration files for easy deployment
Memory	Agent with Long-term Memory	Implementation of persistent memory capabilities for maintaining context across sessions

Model Integrations

Category	Example	Description
Azure	Azure OpenAI Agent	Integration with Azure OpenAI services for enterprise-grade AI capabilities
Groq	Groq Agent	High-performance inference using Groq's accelerated computing platform
Custom	Custom Model Agent	Framework for integrating custom ML models into the agent architecture

Tools and Function Calling

Category	Example	Description
Basic Tools	Tool Agent	Basic tool-using agent demonstrating external tool integration capabilities
Advanced Tools	Agent with Many Tools	Advanced agent utilizing multiple tools for complex task execution
OpenAI Functions	OpenAI Function Caller	Integration with OpenAI's function calling API for structured outputs
Command Line	Command Tool Agent	Command-line interface tool integration
Jamba	Jamba Tool Agent	Integration with Jamba framework for enhanced tool capabilities
Pydantic	Pydantic Tool Agent	Tool validation and schema enforcement using Pydantic

Third-Party Integrations

Category	Example	Description
Microsoft	AutoGen Integration	Integration with Microsoft's AutoGen framework for autonomous agents
LangChain	LangChain Integration	Combining LangChain's capabilities with Swarms for enhanced functionality
Browser	Multion Integration	Web automation and browsing capabilities using Multion
Team AI	Crew AI	Team-based AI collaboration using Crew AI framework
Development	Griptape	Integration with Griptape for structured AI application development

Industry-Specific Agents

Category	Example	Description
Finance	401k Agent	Retirement planning assistant with investment strategy recommendations
Finance	Estate Planning	Comprehensive estate planning and wealth management assistant
Security	Perimeter Defense	Security monitoring and threat detection system
Research	Perplexity Agent	Advanced research automation using Perplexity AI integration
Legal	Alberto Agent	Legal research and document analysis assistant
Healthcare	Pharma Agent	Pharmaceutical research and drug interaction analysis

Multi-Agent Examples

Core Architectures

Category	Example	Description
Basic	Build a Swarm	Foundation for creating custom swarm architectures with multiple agents
Auto Swarm	Auto Swarm	Self-organizing swarm with automatic task distribution and management
Concurrent	Concurrent Swarm	Parallel execution of tasks across multiple agents for improved performance
Star	Star Swarm	Centralized architecture with a hub agent coordinating peripheral agents
Circular	Circular Swarm	Ring topology for cyclic information flow between agents

Experimental Architectures

Category	Example	Description
Monte Carlo	Monte Carlo Swarm	Probabilistic decision-making using Monte Carlo simulation across agents
Federated	Federated Swarm	Distributed learning system with privacy-preserving agent collaboration
Ant Colony	Ant Swarm	Bio-inspired optimization using ant colony algorithms for agent coordination
Matrix	Agent Matrix	Grid-based agent organization for complex problem-solving
DFS	DFS Search Swarm	Depth-first search swarm for complex problem exploration
Pulsar	Pulsar Swarm	Pulsar-based coordination for synchronized agent behavior

Collaboration Patterns

Category	Example	Description
Delegation	Agent Delegation	Task delegation and management system
Communication	Message Pool	Shared communication system for efficient agent interaction
Scheduling	Round Robin	Round-robin task scheduling and execution
Load Balancing	Load Balancer	Dynamic task distribution system for optimal resource utilization
Consensus	Majority Voting	Consensus-building system using democratic voting among agents

Industry Applications

Category	Example	Description
Finance	Accountant Team	Multi-agent system for financial analysis, bookkeeping, and tax planning
Marketing	Ad Generation	Collaborative ad creation with copywriting and design agents
Aerospace	Space Traffic Control	Complex simulation of space traffic management with multiple coordinating agents
Agriculture	Plant Biology	Agricultural analysis and optimization using specialized biology agents
Urban Dev	Urban Planning	City development planning with multiple specialized urban development agents
Education	Education System	Personalized learning system with multiple teaching and assessment agents
Security	Email Phishing Detection	Multi-agent security analysis and threat detection
Fashion	Personal Stylist	Fashion recommendation system with style analysis and matching agents
Healthcare	Healthcare Assistant	Medical diagnosis and treatment planning with specialist consultation agents
Security Ops	Security Team	Comprehensive security operations with threat detection and response agents
Medical	X-Ray Analysis	Multi-agent medical imaging analysis and diagnosis
Business	Business Strategy	Strategic planning and business development swarm
Research	Astronomy Research	Collaborative space research and astronomical analysis

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Documentation

Comprehensive documentation is available here.

Contributing

We welcome contributions! Please see our contributing guidelines for more details.

License

This project is licensed under the MIT License - see the LICENSE file for details.

Contact

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