OmniCoreAgent

import asyncio
from omnicoreagent import OmniCoreAgent, ToolRegistry

tools = ToolRegistry()

@tools.register_tool("lookup_order")
def lookup_order(order_id: str) -> dict:
    """Look an order up in the application's own store."""
    return {"order_id": order_id, "status": "shipped", "carrier": "DHL"}

agent = OmniCoreAgent(
    name="support",
    system_instruction="You answer questions about orders, using the tools. Answer in plain text.",
    model_config={"provider": "openai", "model": "gpt-5.6-terra"},
    local_tools=tools,
)

async def main():
    result = await agent.run("Where is order 1042?", session_id="customer-7")
    print(result["response"])

    trajectory = await agent.get_trajectory(result["trace_id"])
    for step in trajectory["steps"]:
        for call in step["tool_calls"]:
            print(step["step"], call["tool_name"], call["arguments"], "->", call["observation"]["content"])

    await agent.cleanup()

asyncio.run(main())

Order 1042 has shipped via DHL.
1 lookup_order {'order_id': '1042'} -> {"tool_name": "lookup_order", "args": {"order_id": "1042"}, "status": "success", "data": {"order_id": "1042", "status": "shipped", "carrier": "DHL"}, "message": null}