Mainly.AI

Mainly.AI is a graph-first AI development platform that enables real-time collaboration on structured, modular AI workflows. Build full-stack applications using node-based visual programming, where nodes represent functions, services, and integrations.

Key Features

• Graph-based architecture: Define application structure through visual graphs where nodes represent modular, reusable components.
• Real-time collaboration: Multiple developers can work simultaneously without the file exchange and merge conflicts typical of notebooks.
• Full-stack AI DevOps: Complete end-to-end workflow from data preparation and model training to deployment and MLOps.
• Flexible infrastructure: Hot-swap models with no vendor lock-in, supporting OpenAI, Anthropic, Mistral, Gemini, Hugging Face, and more.
• Python under the hood: All nodes are written in standard Python—if you can do it in Python, you can do it in Mainly.AI.

Repository Structure

packages/
| mirmod/              # Core graph execution engine and workflow processing
| miranda_admin_ops/   # Private Git submodule, contains mostly SQL scripts and migrations

apps/
| localbot/            # Local runtime manager for mirmod.processor instances
| cdc/                 # Change data capture utilities

Requirements

• Python 3.12 or higher (< 3.14)
• uv package manager

Building

# Build all python packages and apps
uv run poe build

# Build Docker images
uv run poe build:docker:processor

Documentation

For detailed documentation and guides, visit mainly.ai.

Contributing & Contact

Contributions are welcome! For questions or support, reach out at contact@mainly.ai or join our Discord community at https://discord.gg/CPubC4TKqQ.

License

This project is licensed under the GNU General Public License v2.0. See LICENSE for details.