Advanced Agent Examples

Real-world applications that demonstrate the full power of OmniCoreAgent.

These are not simple demos — they’re production-ready patterns you can adapt for your own projects.

🎯 Examples

Application	Description	Lines of Code
E-commerce Personal Shopper	Shopping assistant with cart, preferences, and recommendations	~700
Flight Booking Agent	Travel agent with search, booking, and itinerary management	~300
Customer Support Agent	Support agent with ticket handling and escalation	~600
AI Due Diligence	Investment research with web search, analysis, and reporting	~1000+

🛍️ E-commerce Personal Shopper

A full-featured shopping assistant with:

Product search across catalogs
Shopping cart management
User preference learning
Personalized recommendations
Price comparison
Shipping calculations

Key Patterns:

@tools.register_tool("search_products")
def search_products(query: str, category: str = "all") -> str:
    """Search products with filters."""
    ...

@tools.register_tool("add_to_cart")  
def add_to_cart(session_id: str, product_id: str, quantity: int = 1) -> str:
    """Add items to shopping cart."""
    ...

✈️ Flight Booking Agent

A conversational travel agent with:

Flight search
Booking management
Itinerary creation
Price alerts

📞 Customer Support Agent

A support agent that handles:

Ticket creation and tracking
Knowledge base queries
Escalation to human agents
Sentiment analysis

📊 AI Due Diligence Agent

A complete investment research pipeline:

Web research with search tools
Company analysis
Report generation
Multi-agent workflow

See the full documentation for details.

🔧 Common Patterns in These Examples

1. Tool Registration

tools = ToolRegistry()

@tools.register_tool("tool_name")
def my_tool(param: str) -> dict:
    """Description for the LLM."""
    return {"status": "success", "data": ...}

2. Session Management

async def handle_request(user_id: str, message: str):
    result = await agent.run(message, session_id=user_id)
    return result["response"]

3. Production Configuration

agent = OmniCoreAgent(
    name="production_agent",
    agent_config={
        "max_steps": 15,
        "context_management": {"enabled": True},
        "guardrail_config": {
            "strict_mode": True,
            "sensitivity": 1.2,
        },
        "memory_config": {
            "summary": {"enabled": True}
        },
    },
)

Previous: Workflows — Multi-agent orchestration

Documentation Index

​Advanced Agent Examples

​🎯 Examples

​🛍️ E-commerce Personal Shopper

​✈️ Flight Booking Agent

​📞 Customer Support Agent

​📊 AI Due Diligence Agent

​🔧 Common Patterns in These Examples

​1. Tool Registration

​2. Session Management

​3. Production Configuration