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Examples

Welcome to the RecoAgent Examples Gallery! Here you'll find working code examples that demonstrate RecoAgent's capabilities in real-world scenarios.

What are Examples?​

Examples are example-oriented content that show you working code and implementations. They:

  • Provide complete, runnable code samples
  • Demonstrate specific features and use cases
  • Include explanations of key concepts
  • Focus on practical, real-world applications

Example Categories​

Our examples are organized by complexity and domain:

🔰 Basic Examples​

  • Minimal Usage: Simplest possible RecoAgent setup
  • Simple RAG: Basic retrieval-augmented generation
  • Vector Search: Core vector similarity search
  • Basic Agent: Simple agent with basic tools

🔧 Intermediate Examples​

  • Custom Tools: Extend agents with custom functionality
  • Evaluation: Measure and improve performance
  • Hybrid Search: Combine multiple retrieval strategies
  • Multi-step Agent: Complex agent workflows

🚀 Advanced Examples​

  • Complex Workflows: Enterprise-grade agent orchestration
  • Custom Graphs: Advanced LangGraph implementations
  • Enterprise Integration: Production-ready integrations
  • Performance Optimization: High-performance configurations

🏢 Domain-Specific Examples​

  • IT Support: Helpdesk automation and troubleshooting
  • Customer Service: Chatbot and support agent implementations
  • Technical Documentation: Documentation search and Q&A
  • Legal Research: Legal document analysis and research

How to Use These Examples​

1. Browse by Category​

  • Learning: Start with Basic Examples
  • Building: Use Intermediate Examples as building blocks
  • Production: Adapt Advanced Examples for your needs
  • Domain: Find Domain-Specific Examples for your industry

2. Copy and Run​

  • Copy the complete code examples
  • Follow the setup instructions
  • Run the examples locally
  • Modify and experiment

3. Understand the Code​

  • Read the inline comments
  • Study the architecture patterns
  • Learn from the implementation choices
  • Adapt concepts to your use case

4. Build Upon​

  • Use examples as starting points
  • Combine multiple examples
  • Extend with your own features
  • Share your improvements

Example Format​

Each example follows this structure:

📋 Overview​

  • What the example demonstrates
  • Key concepts and features
  • Expected outcomes

🎯 Use Case​

  • Real-world scenario
  • Problem it solves
  • Why this approach

📋 Prerequisites​

  • Required software and versions
  • API keys and credentials
  • Dependencies and setup

💻 Complete Code​

  • Full, runnable implementation
  • Inline comments and explanations
  • Configuration examples
  • Error handling

🚀 Running the Example​

  • Step-by-step instructions
  • Expected outputs
  • How to verify success
  • Common variations

🔧 Customization​

  • How to modify for your needs
  • Configuration options
  • Extension points
  • Best practices

🔗 Related Examples​

  • Links to similar examples
  • Building blocks and dependencies
  • Next steps to explore

Getting Started​

Ready to explore? Here are some recommended starting points:

  • New to RecoAgent? Start with Minimal Usage
  • Building a chatbot? Check out Customer Service examples
  • Need enterprise features? Explore Advanced Examples
  • Specific domain? Browse Domain-Specific Examples

Contributing​

Have a great example to share? We welcome contributions!

  1. Open an Issue: Suggest new examples or improvements
  2. Submit a PR: Add your example with documentation
  3. Request an Example: Need help with a specific use case? Let us know!

Next Steps​

Ready to dive in? Start with the Minimal Usage Example to see RecoAgent in action!