Examples Index

Welcome to the comprehensive Swarms Examples Index! This curated collection showcases the power and versatility of the Swarms framework for building intelligent multi-agent systems. Whether you’re a beginner looking to get started or an advanced developer seeking complex implementations, you’ll find practical examples to accelerate your AI development journey.

What is Swarms?

Swarms is a cutting-edge framework for creating sophisticated multi-agent AI systems that can collaborate, reason, and solve complex problems together. From single intelligent agents to coordinated swarms of specialized AI workers, Swarms provides the tools and patterns you need to build the next generation of AI applications.

What You’ll Find Here

This index organizes 100+ production-ready examples from our Swarms Examples Repository and the main Swarms repository, covering:

Single Agent Systems: From basic implementations to advanced reasoning agents
Multi-Agent Architectures: Collaborative swarms, hierarchical systems, and experimental topologies
Industry Applications: Real-world use cases across finance, healthcare, security, and more
Integration Examples: Connect with popular AI models, tools, and frameworks
Advanced Patterns: RAG systems, function calling, MCP integration, and more

Getting Started

New to Swarms? Start with the Easy Example under Single Agent Examples → Core Agents. Looking for comprehensive tutorials? Check out The Swarms Cookbook for detailed walkthroughs and advanced patterns. Want to see real-world applications? Explore the Industry Applications section to see how Swarms solves practical problems.

Single Agent Examples - Individual AI agents with various capabilities
Multi-Agent Examples - Collaborative systems and swarm architectures
Additional Resources - Community links and support channels

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
Cerebras	Cerebras Example	Integration with Cerebras AI platform for high-performance model inference
Claude	Claude 4 Example	Anthropic Claude 4 model integration for advanced reasoning capabilities
Swarms Claude	Swarms Claude Example	Optimized Claude integration within the Swarms framework
Lumo	Lumo Example	Lumo AI model integration for specialized tasks
Llama4	LiteLLM Example	Llama4 model integration using LiteLLM for efficient inference

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
Function Caller	Function Caller Example	Advanced function calling capabilities with dynamic tool execution
LiteLLM Tools	LiteLLM Tool Example	Tool integration using LiteLLM for model-agnostic function calling
Swarms Tools	Swarms Tools Example	Native Swarms tool ecosystem integration
Structured Outputs	Structured Outputs Example	Structured data output capabilities for consistent responses
Schema Validation	Schema Validation Example	Tool schema validation and error handling

MCP (Model Context Protocol) Integration

Category	Example	Description
Agent Tools	Agent Tools Dict Example	MCP integration for dynamic tool management
MCP Execute	MCP Execute Example	MCP command execution and response handling
MCP Load Tools	MCP Load Tools Example	Dynamic tool loading through MCP protocol
Multiple Servers	MCP Multiple Servers Example	Multi-server MCP configuration and management

RAG and Memory

Category	Example	Description
Full RAG	Full Agent RAG Example	Complete RAG implementation with retrieval and generation
Pinecone	Pinecone Example	Vector database integration using Pinecone for semantic search

Reasoning and Decision Making

Category	Example	Description
Agent Judge	Agent Judge Example	Agent-based decision making and evaluation system
Reasoning Duo	Reasoning Duo Example	Collaborative reasoning between two specialized agents

Vision and Multimodal

Category	Example	Description
Image Batch	Image Batch Example	Batch processing of multiple images with vision capabilities
Multimodal	Multimodal Example	Multi-modal agent supporting text, image, and audio inputs

Utilities and Output Formats

Category	Example	Description
XML Output	XML Output Example	Structured XML output formatting for agent responses
CSV Agent	CSV Agent Example	CSV data processing and manipulation agent
Swarm Matcher	Swarm Matcher Example	Agent matching and selection system

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
Graph Workflow	Graph Workflow Basic	Minimal graph workflow with two agents and one task

Concurrent and Parallel Processing

Category	Example	Description
Concurrent	Concurrent Example	Basic concurrent execution of multiple agents
Concurrent Swarm	Concurrent Swarm Example	Advanced concurrent swarm with parallel task processing

Hierarchical and Sequential Workflows

Category	Example	Description
Hierarchical	Hierarchical Swarm Example	Multi-level hierarchical agent organization
Hierarchical Basic	Hierarchical Swarm Basic	Simplified hierarchical swarm implementation
Hierarchical Advanced	Hierarchical Advanced	Advanced hierarchical swarm with complex agent relationships
Sequential Workflow	Sequential Workflow Example	Linear workflow with agents processing tasks in sequence
Sequential Swarm	Sequential Swarm Example	Sequential swarm with coordinated task execution

Group Chat and Interactive Systems

Category	Example	Description
Group Chat	Group Chat Example	Multi-agent group chat system with turn-based communication
Group Chat Advanced	Group Chat Advanced	Advanced group chat with enhanced interaction capabilities
Mortgage Panel	Mortgage Tax Panel	Specialized panel for mortgage and tax discussions
Interactive Group Chat	Interactive Group Chat	Interactive group chat with real-time user participation
Dynamic Speaker	Random Dynamic Speaker	Dynamic speaker selection in group conversations
Interactive Speaker	Interactive Speaker Example	Interactive speaker management in group chats
Medical Panel	Medical Panel Example	Medical expert panel for healthcare discussions
Stream Example	Stream Example	Streaming capabilities in interactive group chats

Research and Deep Analysis

Category	Example	Description
Advanced Research	Advanced Research System	Multi-agent research system inspired by Anthropic’s research methodology with orchestrator-worker architecture
Deep Research	Deep Research Example	Comprehensive research system with multiple specialized agents
Deep Research Swarm	Deep Research Swarm	Swarm-based deep research with collaborative analysis
Scientific Agents	Deep Research Swarm Example	Scientific research swarm for academic and research applications

Routing and Decision Making

Category	Example	Description
Model Router	Model Router Example	Intelligent routing of tasks to appropriate model agents
Multi-Agent Router	Multi-Agent Router Example	Advanced routing system for multi-agent task distribution
Swarm Router	Swarm Router Example	Swarm-specific routing and load balancing
Majority Voting	Majority Voting Example	Consensus-based decision making using majority voting

Council and Collaborative Systems

Category	Example	Description
Council Judge	Council Judge Example	Council-based decision making with expert judgment

Advanced Collaboration

Category	Example	Description
Enhanced Collaboration	Enhanced Collaboration Example	Advanced collaboration patterns between multiple agents
Mixture of Agents	Mixture of Agents Example	Heterogeneous agent mixture for diverse task handling
Aggregate	Aggregate Example	Aggregation of results from multiple agents

API and Integration

Category	Example	Description
Swarms API	Swarms API Example	API integration for Swarms multi-agent systems

Utilities and Batch Processing

Category	Example	Description
Batch Agent	Batch Agent Example	Batch processing capabilities for multiple 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

Connect With Us

Join our community of agent engineers and researchers for technical support, cutting-edge updates, and exclusive access to world-class agent engineering insights!

Platform	Description	Link
📚 Documentation	Official documentation and guides	docs.swarms.world
📝 Blog	Latest updates and technical articles	Medium
💬 Discord	Live chat and community support	Join Discord
🐦 Twitter	Latest news and announcements	@swarms_corp
👥 LinkedIn	Professional network and updates	The Swarm Corporation
📺 YouTube	Tutorials and demos	Swarms Channel
🎫 Events	Join our community events	Sign up here
🚀 Onboarding Session	Get onboarded with Kye Gomez, creator and lead maintainer of Swarms	Book Session

​What is Swarms?

​What You’ll Find Here

​Getting Started

​Quick Navigation

​Single Agent Examples

​Core Agents

​Model Integrations

​Tools and Function Calling

​MCP (Model Context Protocol) Integration

​RAG and Memory

​Reasoning and Decision Making

​Vision and Multimodal

​Utilities and Output Formats

​Third-Party Integrations

​Industry-Specific Agents

​Multi-Agent Examples

​Core Architectures

​Concurrent and Parallel Processing

​Hierarchical and Sequential Workflows

​Group Chat and Interactive Systems

​Research and Deep Analysis

​Routing and Decision Making

​Council and Collaborative Systems

​Advanced Collaboration

​API and Integration

​Utilities and Batch Processing

​Experimental Architectures

​Collaboration Patterns

​Industry Applications

​Connect With Us