Omnicoreagent

import asyncio
from omnicoreagent import OmniCoreAgent, MemoryRouter, ToolRegistry

# Create tools in seconds
tools = ToolRegistry()

@tools.register_tool("get_weather")
def get_weather(city: str) -> dict:
    """Get current weather for a city."""
    return {"city": city, "temp": "22°C", "condition": "Sunny"}

# Build a production-ready agent
agent = OmniCoreAgent(
    name="assistant",
    system_instruction="You are a helpful assistant with access to weather data.",
    model_config={"provider": "openai", "model": "gpt-4o"},
    local_tools=tools,
    memory_router=MemoryRouter("redis"),  # Start with Redis
    agent_config={
        "context_management": {"enabled": True},  # Auto-manage long conversations
        "guardrail_config": {"strict_mode": True},  # Block prompt injections
    }
)

async def main():
    # Run the agent
    result = await agent.run("What's the weather in Tokyo?")
    print(result["response"])
    
    # Switch to MongoDB at runtime — no restart needed
    await agent.switch_memory_store("mongodb")
    
    # Keep running with a different backend
    result = await agent.run("How about Paris?")
    print(result["response"])

asyncio.run(main())

pip install omnicoreagent

echo "LLM_API_KEY=your_api_key" > .env

from omnicoreagent import OmniCoreAgent

agent = OmniCoreAgent(
    name="my_agent",
    system_instruction="You are a helpful assistant.",
    model_config={"provider": "openai", "model": "gpt-4o"}
)

result = await agent.run("Hello!")
print(result["response"])

# Required
LLM_API_KEY=your_api_key

# Optional: Memory backends
REDIS_URL=redis://localhost:6379/0
DATABASE_URL=postgresql://user:pass@localhost:5432/db
MONGODB_URI=mongodb://localhost:27017/omnicoreagent

# Optional: Observability
OPIK_API_KEY=your_opik_key
OPIK_WORKSPACE=your_workspace

agent_config = {
    "max_steps": 15,                    # Max reasoning steps
    "tool_call_timeout": 30,            # Tool timeout (seconds)
    "request_limit": 0,                 # 0 = unlimited
    "total_tokens_limit": 0,            # 0 = unlimited
    "memory_config": {"mode": "sliding_window", "value": 10000},
    "enable_advanced_tool_use": True,   # BM25 tool retrieval
    "enable_agent_skills": True,        # Specialized packaged skills
    "memory_tool_backend": "local"      # Persistent working memory
}

# Clone
git clone https://github.com/omnirexflora-labs/omnicoreagent.git
cd omnicoreagent

# Setup
uv venv && source .venv/bin/activate
uv sync --dev

# Test
pytest tests/ -v
pytest tests/ --cov=src --cov-report=term-missing

# Fork & clone
git clone https://github.com/omnirexflora-labs/omnicoreagent.git

# Setup
uv venv && source .venv/bin/activate
uv sync --dev
pre-commit install

# Submit PR