swarms/examples/single_agent

Single Agent Examples

This directory contains examples demonstrating single agent patterns, configurations, and use cases in Swarms.

Demos

• insurance_agent.py - Insurance processing agent
• persistent_legal_agent.py - Legal document processing agent

External Agents

• custom_agent_example.py - Custom agent implementation
• openai_assistant_wrapper.py - OpenAI Assistant integration

LLM Integrations

Azure

• azure_agent_api_verison.py - Azure API version handling
• azure_agent.py - Azure OpenAI integration
• azure_model_support.py - Azure model support

Claude

• claude_4_example.py - Claude 4 integration
• claude_4.py - Claude 4 implementation
• swarms_claude_example.py - Swarms Claude integration

DeepSeek

• deepseek_r1.py - DeepSeek R1 model
• fast_r1_groq.py - Fast R1 with Groq
• grok_deepseek_agent.py - Grok DeepSeek integration

Mistral

• mistral_example.py - Mistral model integration

OpenAI

• 4o_mini_demo.py - GPT-4o Mini demonstration
• reasoning_duo_batched.py - Batched reasoning with OpenAI
• test_async_litellm.py - Async LiteLLM testing

Qwen

• qwen_3_base.py - Qwen 3 base model

Onboarding

• agents.yaml - Agent configuration file
• onboard-basic.py - Basic onboarding example

RAG (Retrieval Augmented Generation)

• full_agent_rag_example.py - Complete RAG implementation
• pinecone_example.py - Pinecone vector database integration
• qdrant_agent.py - Qdrant vector database agent
• qdrant_rag_example.py - Qdrant RAG implementation
• simple_example.py - Simple RAG example
• README.md - RAG documentation

Reasoning Agents

• agent_judge_evaluation_criteria_example.py - Evaluation criteria for agent judging
• agent_judge_example.py - Agent judging system
• consistency_agent.py - Consistency checking agent
• consistency_example.py - Consistency example
• gpk_agent.py - GPK reasoning agent
• iterative_agent.py - Iterative reasoning agent
• malt_example.py - MALT reasoning example
• reasoning_agent_router_now.py - Current reasoning router
• reasoning_agent_router.py - Reasoning agent router
• reasoning_duo_example.py - Two-agent reasoning
• reasoning_duo_test.py - Reasoning duo testing
• reasoning_duo.py - Reasoning duo implementation

Tools Integration

• exa_search_agent.py - Exa search integration
• example_async_vs_multithread.py - Async vs multithreading comparison
• litellm_tool_example.py - LiteLLM tool integration
• multi_tool_usage_agent.py - Multi-tool agent
• new_tools_examples.py - Latest tool examples
• omni_modal_agent.py - Omni-modal agent
• swarms_of_browser_agents.py - Browser automation swarms
• swarms_tools_example.py - Swarms tools integration
• together_deepseek_agent.py - Together AI DeepSeek integration

Solana Tools

• solana_tool.py - Solana blockchain integration
• solana_tool_test.py - Solana tool testing

Structured Outputs

• example_meaning_of_life_agents.py - Meaning of life example
• structured_outputs_example.py - Structured output examples

Tools Examples

• dex_screener.py - DEX screener tool
• financial_news_agent.py - Financial news agent
• simple_tool_example.py - Simple tool usage
• swarms_tool_example_simple.py - Simple Swarms tool

Utils

• async_agent.py - Async agent implementation
• dynamic_context_window.py - Dynamic context window management
• fallback_test.py - Fallback mechanism testing
• grok_4_agent.py - Grok 4 agent implementation
• handoffs_example.py - Agent handoff examples
• list_agent_output_types.py - Output type listing
• markdown_agent.py - Markdown processing agent
• xml_output_example.py - XML output example

Transform Prompts

• transforms_agent_example.py - Prompt transformation agent
• transforms_examples.py - Prompt transformation examples

Vision

• anthropic_vision_test.py - Anthropic vision testing
• image_batch_example.py - Batch image processing
• multimodal_example.py - Multimodal agent example
• multiple_image_processing.py - Multiple image processing
• vision_test.py - Vision testing
• vision_tools.py - Vision tools integration

Main Files

• simple_agent.py - Basic single agent example