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# Swarms Examples Index
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A comprehensive index of examples from the [Swarms Examples Repository](https://github.com/The-Swarm-Corporation/swarms-examples).
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Additionally, we have more comprehensive examples available in [The Swarms Cookbook](https://github.com/The-Swarm-Corporation/Cookbook).
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## Single Agent Examples
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### Core Agents
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| Category | Example | Description |
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|----------|---------|-------------|
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| Basic | [Easy Example](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/easy_example.py) | Basic agent implementation demonstrating core functionality and setup |
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| Settings | [Agent Settings](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/agent_settings.py) | Comprehensive configuration options for customizing agent behavior and capabilities |
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| YAML | [Agents from YAML](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/agents_from_yaml_example.py) | Creating and configuring agents using YAML configuration files for easy deployment |
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| Memory | [Agent with Long-term Memory](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/memory/agents_and_memory/agent_with_longterm_memory.py) | Implementation of persistent memory capabilities for maintaining context across sessions |
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### Model Integrations
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| Category | Example | Description |
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|----------|---------|-------------|
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| Azure | [Azure OpenAI Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/settings/various_models/basic_agent_with_azure_openai.py) | Integration with Azure OpenAI services for enterprise-grade AI capabilities |
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| Groq | [Groq Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/settings/various_models/groq_agent.py) | High-performance inference using Groq's accelerated computing platform |
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| Custom | [Custom Model Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/settings/various_models/custom_model_with_agent.py) | Framework for integrating custom ML models into the agent architecture |
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### Tools and Function Calling
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| Category | Example | Description |
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|----------|---------|-------------|
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| Basic Tools | [Tool Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/tools/tool_agent.py) | Basic tool-using agent demonstrating external tool integration capabilities |
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| Advanced Tools | [Agent with Many Tools](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/tools/agent_with_many_tools.py) | Advanced agent utilizing multiple tools for complex task execution |
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| OpenAI Functions | [OpenAI Function Caller](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/tools/function_calling/openai_function_caller_example.py) | Integration with OpenAI's function calling API for structured outputs |
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| Command Line | [Command Tool Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/tools/tool_agent/command_r_tool_agent.py) | Command-line interface tool integration |
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| Jamba | [Jamba Tool Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/tools/tool_agent/jamba_tool_agent.py) | Integration with Jamba framework for enhanced tool capabilities |
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| Pydantic | [Pydantic Tool Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/tools/tool_agent/tool_agent_pydantic.py) | Tool validation and schema enforcement using Pydantic |
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### Third-Party Integrations
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| Category | Example | Description |
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|----------|---------|-------------|
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| Microsoft | [AutoGen Integration](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/3rd_party_agents/auto_gen.py) | Integration with Microsoft's AutoGen framework for autonomous agents |
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| LangChain | [LangChain Integration](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/3rd_party_agents/langchain.py) | Combining LangChain's capabilities with Swarms for enhanced functionality |
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| Browser | [Multion Integration](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/3rd_party_agents/multion_agent.py) | Web automation and browsing capabilities using Multion |
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| Team AI | [Crew AI](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/3rd_party_agents/crew_ai.py) | Team-based AI collaboration using Crew AI framework |
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| Development | [Griptape](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/3rd_party_agents/griptape.py) | Integration with Griptape for structured AI application development |
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### Industry-Specific Agents
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| Category | Example | Description |
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|----------|---------|-------------|
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| Finance | [401k Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/use_cases/finance/401k_agent.py) | Retirement planning assistant with investment strategy recommendations |
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| Finance | [Estate Planning](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/use_cases/finance/estate_planning_agent.py) | Comprehensive estate planning and wealth management assistant |
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| Security | [Perimeter Defense](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/use_cases/security/perimeter_defense_agent.py) | Security monitoring and threat detection system |
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| Research | [Perplexity Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/use_cases/research/perplexity_agent.py) | Advanced research automation using Perplexity AI integration |
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| Legal | [Alberto Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/use_cases/law/alberto_agent.py) | Legal research and document analysis assistant |
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| Healthcare | [Pharma Agent](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/agents/use_cases/pharma/pharma_agent_two.py) | Pharmaceutical research and drug interaction analysis |
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## Multi-Agent Examples
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### Core Architectures
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| Category | Example | Description |
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|----------|---------|-------------|
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| Basic | [Build a Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/base_swarm/build_a_swarm.py) | Foundation for creating custom swarm architectures with multiple agents |
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| Auto Swarm | [Auto Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/auto_swarm/auto_swarm_example.py) | Self-organizing swarm with automatic task distribution and management |
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| Concurrent | [Concurrent Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/concurrent_swarm/concurrent_swarm_example.py) | Parallel execution of tasks across multiple agents for improved performance |
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| Star | [Star Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/different_architectures/star_swarm.py) | Centralized architecture with a hub agent coordinating peripheral agents |
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| Circular | [Circular Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/different_architectures/circular_swarm.py) | Ring topology for cyclic information flow between agents |
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### Experimental Architectures
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| Category | Example | Description |
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|----------|---------|-------------|
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| Monte Carlo | [Monte Carlo Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/experimental/monte_carlo_swarm.py) | Probabilistic decision-making using Monte Carlo simulation across agents |
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| Federated | [Federated Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/experimental/federated_swarm.py) | Distributed learning system with privacy-preserving agent collaboration |
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| Ant Colony | [Ant Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/experimental/ant_swarm.py) | Bio-inspired optimization using ant colony algorithms for agent coordination |
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| Matrix | [Agent Matrix](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/experimental/agent_matrix.py) | Grid-based agent organization for complex problem-solving |
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| DFS | [DFS Search Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/experimental/dfs_search_swarm.py) | Depth-first search swarm for complex problem exploration |
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| Pulsar | [Pulsar Swarm](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/experimental/pulsar_swarm.py) | Pulsar-based coordination for synchronized agent behavior |
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### Collaboration Patterns
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| Category | Example | Description |
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|----------|---------|-------------|
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| Delegation | [Agent Delegation](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/multi_agent_collaboration/agent_delegation.py) | Task delegation and management system |
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| Communication | [Message Pool](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/multi_agent_collaboration/message_pool.py) | Shared communication system for efficient agent interaction |
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| Scheduling | [Round Robin](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/multi_agent_collaboration/round_robin_example.py) | Round-robin task scheduling and execution |
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| Load Balancing | [Load Balancer](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/multi_agent_collaboration/load_balancer_example.py) | Dynamic task distribution system for optimal resource utilization |
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| Consensus | [Majority Voting](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/structs/swarms/multi_agent_collaboration/majority_voting.py) | Consensus-building system using democratic voting among agents |
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### Industry Applications
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| Category | Example | Description |
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|----------|---------|-------------|
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| Finance | [Accountant Team](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/accountant_team/account_team2_example.py) | Multi-agent system for financial analysis, bookkeeping, and tax planning |
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| Marketing | [Ad Generation](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/ad_gen/ad_gen_example.py) | Collaborative ad creation with copywriting and design agents |
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| Aerospace | [Space Traffic Control](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/agentic_space_traffic_control/game.py) | Complex simulation of space traffic management with multiple coordinating agents |
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| Agriculture | [Plant Biology](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/plant_biologist_swarm/agricultural_swarm.py) | Agricultural analysis and optimization using specialized biology agents |
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| Urban Dev | [Urban Planning](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/urban_planning/urban_planning_example.py) | City development planning with multiple specialized urban development agents |
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| Education | [Education System](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/education/education_example.py) | Personalized learning system with multiple teaching and assessment agents |
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| Security | [Email Phishing Detection](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/email_phiser/email_swarm.py) | Multi-agent security analysis and threat detection |
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| Fashion | [Personal Stylist](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/personal_stylist/personal_stylist_example.py) | Fashion recommendation system with style analysis and matching agents |
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| Healthcare | [Healthcare Assistant](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/positive_med/positive_med_example.py) | Medical diagnosis and treatment planning with specialist consultation agents |
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| Security Ops | [Security Team](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/security_team/security_team_example.py) | Comprehensive security operations with threat detection and response agents |
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| Medical | [X-Ray Analysis](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/demos/xray/xray_example.py) | Multi-agent medical imaging analysis and diagnosis |
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| Business | [Business Strategy](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/business_strategy/business_strategy_graph/growth_agent.py) | Strategic planning and business development swarm |
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| Research | [Astronomy Research](https://github.com/The-Swarm-Corporation/swarms-examples/blob/main/examples/applications/astronomy/multiversal_detection/test.py) | Collaborative space research and astronomical analysis |
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## Additional Resources
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- [Github](https://github.com/kyegomez/swarms)
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- Discord (https://t.co/zlLe07AqUX)
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- Telegram (https://t.co/dSRy143zQv)
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- X Community (https://x.com/i/communities/1875452887414804745)
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