Swarms Examples Index
A comprehensive index of examples from the Swarms Examples Repository.
Additionally, we have more comprehensive examples available in The Swarms Cookbook.
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 |
| 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 |
Additional Resources