mais 0.3.0

A Jupyter-compatible plugin that detects risky ML model and dataset loads.

MAIS - ML Model Audit & Inspection System

A Python notebook plugin that watches for potentially risky model or dataset loads in Jupyter notebooks. MAIS analyzes code in real-time to detect when you're trying to load models that might require special permissions or licensing.

Installation

# Using pip
pip install mais

# Import and initialize the MAIS plugin
from mais import MAIS

m = MAIS(api_token="<manifest-api-token>")
# Now run your notebook as normal
# MAIS will monitor for potentially risky model loads

SBOM Generation

# Generate an SBOM for your project or notebook environment.
m.create_sbom(path=".", publish=False)

SBOM Publishing

m.create_sbom(path=".", publish=True)

Environment Variables

MAIS supports configuration through environment variables:

• MANIFEST_API_TOKEN - API token for MOSAIC/Manifest integration
• MAIS_MOSAIC_API_URL - Override default API URL
• MAIS_DEFAULT_VERBOSITY - Set default logging level
• MAIS_API_TIMEOUT - API request timeout in seconds

All configuration values can be overridden with MAIS_ prefix.