OmniCoreAgent

pip install omnicoreagent

export LLM_API_KEY=your_api_key_here

pip install "omnicoreagent[redis]"
pip install "omnicoreagent[serve]"
pip install "omnicoreagent[all]"

import asyncio
from omnicoreagent import OmniCoreAgent, ToolRegistry

tools = ToolRegistry()

@tools.register_tool("search_web")
def search_web(query: str) -> dict:
    """Search the web for information."""
    return {"results": [f"Result for: {query}"]}

@tools.register_tool("fetch_document")
def fetch_document(path: str) -> dict:
    """Fetch a domain document from an application-owned source."""
    return {"path": path, "content": f"Contents of {path}"}

async def main():
    agent = OmniCoreAgent(
        name="research_agent",
        system_instruction=(
            "Use tools in parallel when the calls are independent."
        ),
        model_config={"provider": "openai", "model": "gpt-4o"},
        local_tools=tools,
        agent_config={
            "context_management": {"enabled": True},
            "tool_offload": {"enabled": True},
        },
    )

    result = await agent.run(
        "Search for current agent papers and read notes.md. Do both at once "
        "if neither depends on the other."
    )
    print(result["response"])
    await agent.cleanup()

asyncio.run(main())