update examples readme with links

examples/README.md

@@ -6,60 +6,90 @@ This directory contains comprehensive examples demonstrating various capabilitie
 
 ### Multi-Agent Systems
 
-- **[multi_agent/](multi_agent/)** - Advanced multi-agent patterns including agent rearrangement, auto swarm builder (ASB), batched workflows, board of directors, caching, concurrent processing, councils, debates, elections, forest swarms, graph workflows, group chats, heavy swarms, hierarchical swarms, majority voting, orchestration examples, social algorithms, simulations, spreadsheet examples, and swarm routing.
+- **[multi_agent/](multi_agent/)** - Advanced multi-agent patterns including agent rearrangement, auto swarm builder (ASB), batched workflows, board of directors, caching, concurrent processing, councils, debates, elections, forest swarms, graph workflows, group chats, heavy swarms, hierarchical swarms, LLM council, majority voting, orchestration examples, paper implementations, sequential workflows, social algorithms, simulations, spreadsheet examples, swarm routing, and utilities.
   - [README.md](multi_agent/README.md) - Complete multi-agent examples documentation
+  - [duo_agent.py](multi_agent/duo_agent.py) - Two-agent collaboration example
+  - [llm_council_examples/](multi_agent/llm_council_examples/) - LLM Council collaboration patterns
+  - [caching_examples/](multi_agent/caching_examples/) - Agent caching examples
 
 ### Single Agent Systems
 
-- **[single_agent/](single_agent/)** - Single agent implementations including demos, external agent integrations, LLM integrations (Azure, Claude, DeepSeek, Mistral, OpenAI, Qwen), onboarding, RAG, reasoning agents, tools integration, utils, and vision capabilities.
+- **[single_agent/](single_agent/)** - Single agent implementations including demos, external agent integrations, LLM integrations (Azure, Claude, DeepSeek, Mistral, OpenAI, Qwen), onboarding, RAG, reasoning agents, tools integration, utils, vision capabilities, and MCP integration.
   - [README.md](single_agent/README.md) - Complete single agent examples documentation
   - [simple_agent.py](single_agent/simple_agent.py) - Basic single agent example
+  - [agent_mcp.py](single_agent/agent_mcp.py) - MCP integration example
+  - [rag/](single_agent/rag/) - Retrieval Augmented Generation (RAG) implementations with vector database integrations
 
 ### Tools & Integrations
 
 - **[tools/](tools/)** - Tool integration examples including agent-as-tools, base tool implementations, browser automation, Claude integration, Exa search, Firecrawl, multi-tool usage, and Stagehand integration.
   - [README.md](tools/README.md) - Complete tools examples documentation
   - [agent_as_tools.py](tools/agent_as_tools.py) - Using agents as tools
+  - [browser_use_as_tool.py](tools/browser_use_as_tool.py) - Browser automation tool
+  - [exa_search_agent.py](tools/exa_search_agent.py) - Exa search integration
+  - [firecrawl_agents_example.py](tools/firecrawl_agents_example.py) - Firecrawl integration
+  - [base_tool_examples/](tools/base_tool_examples/) - Base tool implementation examples
+  - [multii_tool_use/](tools/multii_tool_use/) - Multi-tool usage examples
+  - [stagehand/](tools/stagehand/) - Stagehand UI automation
 
 ### Model Integrations
 
-- **[models/](models/)** - Various model integrations including Cerebras, GPT-5, GPT-OSS, Llama 4, Lumo, and Ollama implementations with concurrent processing examples and provider-specific configurations.
+- **[models/](models/)** - Various model integrations including Cerebras, GPT-5, GPT-OSS, Llama 4, Lumo, O3, Ollama, and vLLM implementations with concurrent processing examples and provider-specific configurations.
   - [README.md](models/README.md) - Model integration documentation
   - [simple_example_ollama.py](models/simple_example_ollama.py) - Ollama integration example
   - [cerebas_example.py](models/cerebas_example.py) - Cerebras model example
   - [lumo_example.py](models/lumo_example.py) - Lumo model example
+  - [example_o3.py](models/example_o3.py) - O3 model example
+  - [gpt_5/](models/gpt_5/) - GPT-5 model examples
+  - [gpt_oss_examples/](models/gpt_oss_examples/) - GPT-OSS examples
+  - [llama4_examples/](models/llama4_examples/) - Llama 4 examples
+  - [main_providers/](models/main_providers/) - Main provider configurations
+  - [vllm/](models/vllm/) - vLLM integration examples
 
 ### API & Protocols
 
-- **[swarms_api_examples/](swarms_api_examples/)** - Swarms API usage examples including agent overview, batch processing, client integration, team examples, analysis, and rate limiting.
+- **[swarms_api/](swarms_api/)** - Swarms API usage examples including agent overview, batch processing, client integration, team examples, analysis, and rate limiting.
-  - [README.md](swarms_api_examples/README.md) - API examples documentation
+  - [README.md](swarms_api/README.md) - API examples documentation
-  - [client_example.py](swarms_api_examples/client_example.py) - API client example
+  - [client_example.py](swarms_api/client_example.py) - API client example
-  - [batch_example.py](swarms_api_examples/batch_example.py) - Batch processing example
+  - [batch_example.py](swarms_api/batch_example.py) - Batch processing example
+  - [hospital_team.py](swarms_api/hospital_team.py) - Hospital management team simulation
+  - [legal_team.py](swarms_api/legal_team.py) - Legal team collaboration example
+  - [icd_ten_analysis.py](swarms_api/icd_ten_analysis.py) - ICD-10 medical code analysis
+  - [rate_limits.py](swarms_api/rate_limits.py) - Rate limiting and throttling examples
 
-- **[mcp/](mcp/)** - Model Context Protocol (MCP) integration examples including agent implementations, multi-connection setups, server configurations, and utility functions.
+- **[mcp/](mcp/)** - Model Context Protocol (MCP) integration examples including agent implementations, multi-connection setups, server configurations, utility functions, and multi-MCP guides.
   - [README.md](mcp/README.md) - MCP examples documentation
   - [multi_mcp_example.py](mcp/multi_mcp_example.py) - Multi-MCP connection example
+  - [agent_examples/](mcp/agent_examples/) - Agent-based MCP examples
+  - [servers/](mcp/servers/) - MCP server implementations
+  - [mcp_utils/](mcp/mcp_utils/) - MCP utility functions
+  - [multi_mcp_guide/](mcp/multi_mcp_guide/) - Multi-MCP setup guides
 
-- **[aop_examples/](aop_examples/)** - Agents over Protocol (AOP) examples demonstrating MCP server setup, agent discovery, client interactions, queue-based task submission, and medical AOP implementations.
+- **[aop_examples/](aop_examples/)** - Agents over Protocol (AOP) examples demonstrating MCP server setup, agent discovery, client interactions, queue-based task submission, medical AOP implementations, and utility functions.
   - [README.md](aop_examples/README.md) - AOP examples documentation
   - [server.py](aop_examples/server.py) - AOP server implementation
+  - [client/](aop_examples/client/) - AOP client examples and agent discovery
+  - [discovery/](aop_examples/discovery/) - Agent discovery examples
+  - [medical_aop/](aop_examples/medical_aop/) - Medical AOP implementations
+  - [utils/](aop_examples/utils/) - AOP utility functions
 
 ### Advanced Capabilities
 
-- **[reasoning_agents/](reasoning_agents/)** - Advanced reasoning capabilities including agent judge evaluation systems, O3 model integration, and mixture of agents (MOA) sequential examples.
+- **[reasoning_agents/](reasoning_agents/)** - Advanced reasoning capabilities including agent judge evaluation systems, O3 model integration, mixture of agents (MOA) sequential examples, and reasoning agent router examples.
   - [README.md](reasoning_agents/README.md) - Reasoning agents documentation
-  - [example_o3.py](reasoning_agents/example_o3.py) - O3 model example
   - [moa_seq_example.py](reasoning_agents/moa_seq_example.py) - MOA sequential example
-
+  - [agent_judge_examples/](reasoning_agents/agent_judge_examples/) - Agent judge evaluation systems
-- **[rag/](rag/)** - Retrieval Augmented Generation (RAG) implementations with vector database integrations including Qdrant examples.
+  - [reasoning_agent_router_examples/](reasoning_agents/reasoning_agent_router_examples/) - Reasoning agent router examples
-  - [README.md](rag/README.md) - RAG documentation
-  - [qdrant_rag_example.py](rag/qdrant_rag_example.py) - Qdrant RAG example
 
 ### Guides & Tutorials
 
-- **[guides/](guides/)** - Comprehensive guides and tutorials including generation length blog, geo guesser agent, graph workflow guide, hierarchical marketing team, nano banana Jarvis agent, smart database, web scraper agents, and workshop examples (840_update, 850_workshop).
+- **[guides/](guides/)** - Comprehensive guides and tutorials including demos, generation length blog, geo guesser agent, graph workflow guide, hackathon examples, hierarchical marketing team, nano banana Jarvis agent, smart database, web scraper agents, workshops, x402 examples, and workshop examples (840_update, 850_workshop).
   - [README.md](guides/README.md) - Guides documentation
   - [hiearchical_marketing_team.py](guides/hiearchical_marketing_team.py) - Hierarchical marketing team example
+  - [demos/](guides/demos/) - Various demonstration examples
+  - [hackathons/](guides/hackathons/) - Hackathon project examples
+  - [workshops/](guides/workshops/) - Workshop examples
+  - [x402_examples/](guides/x402_examples/) - X402 protocol examples
 
 ### Deployment
 
@@ -72,6 +102,11 @@ This directory contains comprehensive examples demonstrating various capabilitie
 
 - **[utils/](utils/)** - Utility functions and helper implementations including agent loader, communication examples, concurrent wrappers, miscellaneous utilities, and telemetry.
   - [README.md](utils/README.md) - Utils documentation
+  - [agent_loader/](utils/agent_loader/) - Agent loading utilities
+  - [communication_examples/](utils/communication_examples/) - Agent communication patterns
+  - [concurrent_wrapper_examples.py](utils/concurrent_wrapper_examples.py) - Concurrent processing wrappers
+  - [misc/](utils/misc/) - Miscellaneous utility functions
+  - [telemetry/](utils/telemetry/) - Telemetry and monitoring utilities
 
 ### User Interface
 
@@ -97,8 +132,8 @@ This directory contains comprehensive examples demonstrating various capabilitie
 5. **Interested in AOP?** Try [aop_examples/client/example_new_agent_tools.py](aop_examples/client/example_new_agent_tools.py) for agent discovery
 6. **Want to see social algorithms?** Check out [multi_agent/social_algorithms_examples/](multi_agent/social_algorithms_examples/)
 7. **Looking for guides?** Visit [guides/](guides/) for comprehensive tutorials
-8. **Need RAG?** Try [rag/qdrant_rag_example.py](rag/qdrant_rag_example.py)
+8. **Need RAG?** Try [single_agent/rag/](single_agent/rag/) for RAG examples
-9. **Want reasoning agents?** Check out [reasoning_agents/example_o3.py](reasoning_agents/example_o3.py)
+9. **Want reasoning agents?** Check out [reasoning_agents/](reasoning_agents/) for reasoning agent examples
 
 ## Key Examples by Category
 
@@ -115,7 +150,7 @@ This directory contains comprehensive examples demonstrating various capabilitie
 - [Simple Agent](single_agent/simple_agent.py) - Basic agent setup
 - [Reasoning Agents](single_agent/reasoning_agent_examples/) - Advanced reasoning patterns
 - [Vision Agents](single_agent/vision/multimodal_example.py) - Vision and multimodal capabilities
-- [RAG Agents](single_agent/rag/qdrant_rag_example.py) - Retrieval augmented generation
+- [RAG Agents](single_agent/rag/) - Retrieval augmented generation
 
 ### Tool Integrations