muvius 0.1.3

A framework for building and managing AI agents with memory systems and API endpoints

Muvius Framework

A G E N T - T O - A G E N T I N T E L L I G E N C E
by MUVIO AI

What is Muvius?

Muvius is a powerful framework for building and managing AI agents with advanced memory systems and seamless inter-agent communication. It provides a structured approach to creating intelligent agents that can:

• Maintain context through multiple memory systems
• Communicate with other agents using standardized protocols
• Handle complex tasks through role-based interactions
• Scale from simple to complex multi-agent systems

Key Features

1. Memory Systems

• Episodic Memory: Tracks conversation history and interactions
• Procedural Memory: Stores agent roles, rules, and procedures
• Vector Store: Enables semantic search and context understanding

2. Agent Communication

• Standardized message protocols
• Dynamic message routing
• Inter-agent collaboration support

3. Easy Integration

• FastAPI-based REST endpoints
• Docker support for easy deployment
• CLI tools for quick setup and management

Architecture

┌─────────────────────────────────────────────────────────┐
│                     Muvius Framework                     │
├─────────────────────────────────────────────────────────┤
│                                                         │
│  ┌─────────────┐    ┌─────────────┐    ┌─────────────┐  │
│  │  Orchestrator│    │   Agents    │    │   Shared    │  │
│  │             │    │             │    │  Services    │  │
│  └──────┬──────┘    └──────┬──────┘    └──────┬──────┘  │
│         │                  │                  │         │
│  ┌──────▼──────┐    ┌──────▼──────┐    ┌──────▼──────┐  │
│  │  Message    │    │  Memory     │    │  Utilities  │  │
│  │  Routing    │    │  Systems    │    │  & Tools    │  │
│  └─────────────┘    └─────────────┘    └─────────────┘  │
│                                                         │
└─────────────────────────────────────────────────────────┘

Quick Start

1. Installation

# Create and activate virtual environment
python -m venv venv
source venv/bin/activate  # On Windows: .\venv\Scripts\activate

# Install Muvius
pip install muvius

2. Initialize Your Project

# Create a new Muvius project
muvius init

# Create your first agent
muvius create-agent my-agent

3. Start Development

# Start the orchestrator
python -m muvius.orchestrator.main

# Start your agent (in a new terminal)
python -m muvius.agents.my-agent.main

Project Structure

muvius/
├── agents/              # Agent modules
│   └── my-agent/       # Your custom agent
│       ├── memory/     # Memory systems
│       ├── main.py     # Agent logic
│       └── routes.py   # API endpoints
├── orchestrator/       # Message routing
└── shared/            # Common utilities

CLI Commands

# Initialize framework
muvius init

# Create new agent
muvius create-agent <agent-name>

# Delete agent
muvius delete-agent <agent-name>

Memory Systems

Episodic Memory

• SQLite-based conversation history
• Automatic message logging
• Context retrieval for conversations

Procedural Memory

• YAML-based configuration
• Role and policy definitions
• Procedure storage and retrieval

Vector Store

• Semantic search capabilities
• Context understanding
• Long-term memory storage

API Endpoints

Orchestrator

• POST /process-message: Route messages to agents
• GET /ping: Health check

Agents

• POST /interact: Handle agent interactions
• GET /ping: Health check

Development

Prerequisites

• Python 3.8+
• pip
• virtualenv

Environment Setup

1. Create .env file:

OPENAI_API_KEY=your_api_key_here

Running Tests

pytest

Contributing

1. Fork the repository
2. Create a feature branch
3. Commit your changes
4. Push to the branch
5. Create a Pull Request

License

MIT License

Roadmap

• Multi-agent simulation testing
• Agent registry service
• Enhanced memory systems
• Performance optimizations
• Additional language support

Support

For support, please:

1. Check the documentation
2. Open an issue on GitHub
3. Contact the Muvio AI team

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Built with ❤️ by Muvio AI