@ -687,73 +687,50 @@ Documentation is located here at: [docs.swarms.world](https://docs.swarms.world)
Explore comprehensive examples and tutorials to learn how to use Swarms effectively.
Explore comprehensive examples and tutorials to learn how to use Swarms effectively.
### Basic Examples
| Category | Example | Description | Link |
|----------|---------|-------------|------|
| Example | Description | Link |
| **Basic Examples** | Basic Agent | Simple agent setup and usage | [Basic Agent ](https://docs.swarms.world/en/latest/swarms/examples/basic_agent/ ) |
|---------|-------------|------|
| **Basic Examples** | Agent with Tools | Using agents with various tools | [Agent with Tools ](https://docs.swarms.world/en/latest/swarms/examples/agent_with_tools/ ) |
| Basic Agent | Simple agent setup and usage | [Basic Agent ](https://docs.swarms.world/en/latest/swarms/examples/basic_agent/ ) |
| **Basic Examples** | Agent with Structured Outputs | Working with structured data outputs | [Structured Outputs ](https://docs.swarms.world/en/latest/swarms/examples/agent_structured_outputs/ ) |
| Agent with Tools | Using agents with various tools | [Agent with Tools ](https://docs.swarms.world/en/latest/swarms/examples/agent_with_tools/ ) |
| **Basic Examples** | Agent with MCP Integration | Model Context Protocol integration | [MCP Integration ](https://docs.swarms.world/en/latest/swarms/examples/agent_with_mcp/ ) |
| Agent with Structured Outputs | Working with structured data outputs | [Structured Outputs ](https://docs.swarms.world/en/latest/swarms/examples/agent_structured_outputs/ ) |
| **Basic Examples** | Vision Processing | Agents with image processing capabilities | [Vision Processing ](https://docs.swarms.world/en/latest/swarms/examples/vision_processing/ ) |
| Agent with MCP Integration | Model Context Protocol integration | [MCP Integration ](https://docs.swarms.world/en/latest/swarms/examples/agent_with_mcp/ ) |
| **Basic Examples** | Multiple Images | Working with multiple images | [Multiple Images ](https://docs.swarms.world/en/latest/swarms/examples/multiple_images/ ) |
| Vision Processing | Agents with image processing capabilities | [Vision Processing ](https://docs.swarms.world/en/latest/swarms/examples/vision_processing/ ) |
| **Basic Examples** | Vision and Tools | Combining vision with tool usage | [Vision and Tools ](https://docs.swarms.world/en/latest/swarms/examples/vision_tools/ ) |
| Multiple Images | Working with multiple images | [Multiple Images ](https://docs.swarms.world/en/latest/swarms/examples/multiple_images/ ) |
| **Basic Examples** | Agent Streaming | Real-time agent output streaming | [Agent Streaming ](https://docs.swarms.world/en/latest/examples/agent_stream/ ) |
| Vision and Tools | Combining vision with tool usage | [Vision and Tools ](https://docs.swarms.world/en/latest/swarms/examples/vision_tools/ ) |
| **Basic Examples** | Agent Output Types | Different output formats and types | [Output Types ](https://docs.swarms.world/en/latest/swarms/examples/agent_output_types/ ) |
| Agent Streaming | Real-time agent output streaming | [Agent Streaming ](https://docs.swarms.world/en/latest/examples/agent_stream/ ) |
| **Basic Examples** | Gradio Chat Interface | Building interactive chat interfaces | [Gradio UI ](https://docs.swarms.world/en/latest/swarms/ui/main/ ) |
| Agent Output Types | Different output formats and types | [Output Types ](https://docs.swarms.world/en/latest/swarms/examples/agent_output_types/ ) |
| **Model Providers** | Model Providers Overview | Complete guide to supported models | [Model Providers ](https://docs.swarms.world/en/latest/swarms/examples/model_providers/ ) |
| Gradio Chat Interface | Building interactive chat interfaces | [Gradio UI ](https://docs.swarms.world/en/latest/swarms/ui/main/ ) |
| **Model Providers** | OpenAI | OpenAI model integration | [OpenAI Examples ](https://docs.swarms.world/en/latest/swarms/examples/openai_example/ ) |
| **Model Providers** | Anthropic | Claude model integration | [Anthropic Examples ](https://docs.swarms.world/en/latest/swarms/examples/claude/ ) |
### Model Provider Examples
| **Model Providers** | Groq | Groq model integration | [Groq Examples ](https://docs.swarms.world/en/latest/swarms/examples/groq/ ) |
| **Model Providers** | Cohere | Cohere model integration | [Cohere Examples ](https://docs.swarms.world/en/latest/swarms/examples/cohere/ ) |
| Provider | Description | Link |
| **Model Providers** | DeepSeek | DeepSeek model integration | [DeepSeek Examples ](https://docs.swarms.world/en/latest/swarms/examples/deepseek/ ) |
|----------|-------------|------|
| **Model Providers** | Ollama | Local Ollama model integration | [Ollama Examples ](https://docs.swarms.world/en/latest/swarms/examples/ollama/ ) |
| Model Providers Overview | Complete guide to supported models | [Model Providers ](https://docs.swarms.world/en/latest/swarms/examples/model_providers/ ) |
| **Model Providers** | OpenRouter | OpenRouter model integration | [OpenRouter Examples ](https://docs.swarms.world/en/latest/swarms/examples/openrouter/ ) |
| OpenAI | OpenAI model integration | [OpenAI Examples ](https://docs.swarms.world/en/latest/swarms/examples/openai_example/ ) |
| **Model Providers** | XAI | XAI model integration | [XAI Examples ](https://docs.swarms.world/en/latest/swarms/examples/xai/ ) |
| Anthropic | Claude model integration | [Anthropic Examples ](https://docs.swarms.world/en/latest/swarms/examples/claude/ ) |
| **Model Providers** | VLLM | VLLM integration | [VLLM Examples ](https://docs.swarms.world/en/latest/swarms/examples/vllm_integration/ ) |
| Groq | Groq model integration | [Groq Examples ](https://docs.swarms.world/en/latest/swarms/examples/groq/ ) |
| **Model Providers** | Llama4 | Llama4 model integration | [Llama4 Examples ](https://docs.swarms.world/en/latest/swarms/examples/llama4/ ) |
| Cohere | Cohere model integration | [Cohere Examples ](https://docs.swarms.world/en/latest/swarms/examples/cohere/ ) |
| **Multi-Agent Architecture** | HierarchicalSwarm | Hierarchical agent orchestration | [HierarchicalSwarm Examples ](https://docs.swarms.world/en/latest/swarms/examples/hierarchical_swarm_example/ ) |
| DeepSeek | DeepSeek model integration | [DeepSeek Examples ](https://docs.swarms.world/en/latest/swarms/examples/deepseek/ ) |
| **Multi-Agent Architecture** | Hybrid Hierarchical-Cluster Swarm | Advanced hierarchical patterns | [HHCS Examples ](https://docs.swarms.world/en/latest/swarms/examples/hhcs_examples/ ) |
| Ollama | Local Ollama model integration | [Ollama Examples ](https://docs.swarms.world/en/latest/swarms/examples/ollama/ ) |
| **Multi-Agent Architecture** | GroupChat | Multi-agent conversations | [GroupChat Examples ](https://docs.swarms.world/en/latest/swarms/examples/groupchat_example/ ) |
| OpenRouter | OpenRouter model integration | [OpenRouter Examples ](https://docs.swarms.world/en/latest/swarms/examples/openrouter/ ) |
| **Multi-Agent Architecture** | Sequential Workflow | Step-by-step agent workflows | [Sequential Examples ](https://docs.swarms.world/en/latest/swarms/examples/sequential_example/ ) |
| XAI | XAI model integration | [XAI Examples ](https://docs.swarms.world/en/latest/swarms/examples/xai/ ) |
| **Multi-Agent Architecture** | SwarmRouter | Universal swarm orchestration | [SwarmRouter Examples ](https://docs.swarms.world/en/latest/swarms/examples/swarm_router/ ) |
| VLLM | VLLM integration | [VLLM Examples ](https://docs.swarms.world/en/latest/swarms/examples/vllm_integration/ ) |
| **Multi-Agent Architecture** | MultiAgentRouter | Minimal router example | [MultiAgentRouter Examples ](https://docs.swarms.world/en/latest/swarms/examples/multi_agent_router_minimal/ ) |
| Llama4 | Llama4 model integration | [Llama4 Examples ](https://docs.swarms.world/en/latest/swarms/examples/llama4/ ) |
| **Multi-Agent Architecture** | ConcurrentWorkflow | Parallel agent execution | [Concurrent Examples ](https://docs.swarms.world/en/latest/swarms/examples/concurrent_workflow/ ) |
| **Multi-Agent Architecture** | Mixture of Agents | Expert agent collaboration | [MoA Examples ](https://docs.swarms.world/en/latest/swarms/examples/moa_example/ ) |
### Multi-Agent Architecture Examples
| **Multi-Agent Architecture** | Unique Swarms | Specialized swarm patterns | [Unique Swarms ](https://docs.swarms.world/en/latest/swarms/examples/unique_swarms/ ) |
| **Multi-Agent Architecture** | Agents as Tools | Using agents as tools in workflows | [Agents as Tools ](https://docs.swarms.world/en/latest/swarms/examples/agents_as_tools/ ) |
| Architecture | Description | Link |
| **Multi-Agent Architecture** | Aggregate Responses | Combining multiple agent outputs | [Aggregate Examples ](https://docs.swarms.world/en/latest/swarms/examples/aggregate/ ) |
|--------------|-------------|------|
| **Multi-Agent Architecture** | Interactive GroupChat | Real-time agent interactions | [Interactive GroupChat ](https://docs.swarms.world/en/latest/swarms/examples/igc_example/ ) |
| HierarchicalSwarm | Hierarchical agent orchestration | [HierarchicalSwarm Examples ](https://docs.swarms.world/en/latest/swarms/examples/hierarchical_swarm_example/ ) |
| **Applications** | Advanced Research System | Multi-agent research system inspired by Anthropic's research methodology | [AdvancedResearch ](https://github.com/The-Swarm-Corporation/AdvancedResearch ) |
| Hybrid Hierarchical-Cluster Swarm | Advanced hierarchical patterns | [HHCS Examples ](https://docs.swarms.world/en/latest/swarms/examples/hhcs_examples/ ) |
| **Applications** | Hospital Simulation | Healthcare simulation system using multi-agent architecture | [HospitalSim ](https://github.com/The-Swarm-Corporation/HospitalSim ) |
| GroupChat | Multi-agent conversations | [GroupChat Examples ](https://docs.swarms.world/en/latest/swarms/examples/groupchat_example/ ) |
| **Applications** | Browser Agents | Web automation with agents | [Browser Agents ](https://docs.swarms.world/en/latest/swarms/examples/swarms_of_browser_agents/ ) |
| Sequential Workflow | Step-by-step agent workflows | [Sequential Examples ](https://docs.swarms.world/en/latest/swarms/examples/sequential_example/ ) |
| **Applications** | Medical Analysis | Healthcare applications | [Medical Examples ](https://docs.swarms.world/en/latest/swarms/examples/swarms_api_medical/ ) |
| SwarmRouter | Universal swarm orchestration | [SwarmRouter Examples ](https://docs.swarms.world/en/latest/swarms/examples/swarm_router/ ) |
| **Applications** | Finance Analysis | Financial applications | [Finance Examples ](https://docs.swarms.world/en/latest/swarms/examples/swarms_api_finance/ ) |
| MultiAgentRouter | Minimal router example | [MultiAgentRouter Examples ](https://docs.swarms.world/en/latest/swarms/examples/multi_agent_router_minimal/ ) |
| **Cookbook & Templates** | Examples Overview | Complete examples directory | [Examples Index ](https://docs.swarms.world/en/latest/examples/ ) |
| ConcurrentWorkflow | Parallel agent execution | [Concurrent Examples ](https://docs.swarms.world/en/latest/swarms/examples/concurrent_workflow/ ) |
| **Cookbook & Templates** | Cookbook Index | Curated example collection | [Cookbook ](https://docs.swarms.world/en/latest/examples/cookbook_index/ ) |
| Mixture of Agents | Expert agent collaboration | [MoA Examples ](https://docs.swarms.world/en/latest/swarms/examples/moa_example/ ) |
| **Cookbook & Templates** | Paper Implementations | Research paper implementations | [Paper Implementations ](https://docs.swarms.world/en/latest/examples/paper_implementations/ ) |
| Unique Swarms | Specialized swarm patterns | [Unique Swarms ](https://docs.swarms.world/en/latest/swarms/examples/unique_swarms/ ) |
| **Cookbook & Templates** | Templates & Applications | Reusable templates | [Templates ](https://docs.swarms.world/en/latest/examples/templates/ ) |
| Agents as Tools | Using agents as tools in workflows | [Agents as Tools ](https://docs.swarms.world/en/latest/swarms/examples/agents_as_tools/ ) |
| Aggregate Responses | Combining multiple agent outputs | [Aggregate Examples ](https://docs.swarms.world/en/latest/swarms/examples/aggregate/ ) |
| Interactive GroupChat | Real-time agent interactions | [Interactive GroupChat ](https://docs.swarms.world/en/latest/swarms/examples/igc_example/ ) |
### Application Examples
| Application | Description | Link |
|-------------|-------------|------|
| Advanced Research System | Multi-agent research system inspired by Anthropic's research methodology | [AdvancedResearch ](https://github.com/The-Swarm-Corporation/AdvancedResearch ) |
| Swarms DAO | Decentralized autonomous organization | [Swarms DAO ](https://docs.swarms.world/en/latest/swarms/examples/swarms_dao/ ) |
| Browser Agents | Web automation with agents | [Browser Agents ](https://docs.swarms.world/en/latest/swarms/examples/swarms_of_browser_agents/ ) |
| VLLM Agents | High-performance model serving | [VLLM Agents ](https://docs.swarms.world/en/latest/swarms/examples/vllm/ ) |
| Medical Analysis | Healthcare applications | [Medical Examples ](https://docs.swarms.world/en/latest/swarms/examples/swarms_api_medical/ ) |
| Finance Analysis | Financial applications | [Finance Examples ](https://docs.swarms.world/en/latest/swarms/examples/swarms_api_finance/ ) |
### Cookbook and Templates
| Resource | Description | Link |
|----------|-------------|------|
| Examples Overview | Complete examples directory | [Examples Index ](https://docs.swarms.world/en/latest/examples/ ) |
| Cookbook Index | Curated example collection | [Cookbook ](https://docs.swarms.world/en/latest/examples/cookbook_index/ ) |
| Paper Implementations | Research paper implementations | [Paper Implementations ](https://docs.swarms.world/en/latest/examples/paper_implementations/ ) |
| Templates & Applications | Reusable templates | [Templates ](https://docs.swarms.world/en/latest/examples/templates/ ) |
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Kye Gomez
1 month ago