Installation - Applied AI Foundation

The Metaweave pipeline is a Python package that ingests submissions into PostgreSQL. It runs as a single CLI on a schedule.

Prerequisites

Python 3.12+
A Google Cloud SQL Postgres instance (and a service account JSON with access)
An Azure AD app registration with Mail.Read and Mail.ReadWrite permissions on the shared Outlook mailbox
Network access to:
- graph.microsoft.com
- login.microsoftonline.com
- sqladmin.googleapis.com (for Cloud SQL Connector)

Set up the venv

cd metaweave/pipeline
python -m venv .venv
source .venv/bin/activate
pip install -e ".[dev]"

Editable install means changes to src/ are picked up without re-installing.

Dependencies

Pulled in from pyproject.toml:

Package	Why
`pycryptodome`	AES-128-CBC decryption
`sqlalchemy` ≥2.0	ORM + declarative models
`cloud-sql-python-connector[pg8000]`	GCP Cloud SQL Connector
`pg8000`	Pure-Python PostgreSQL dialect
`psycopg2-binary`	Fallback PostgreSQL driver
`alembic`	Schema migrations (included, not yet used)
`msal`	Microsoft identity library (OAuth2 client credentials)
`requests`	HTTP client for Microsoft Graph
`python-dotenv`	`.env` loading

Dev deps: pytest, pytest-cov.

Configure environment variables

Create a .env in the pipeline/ directory (or set them in your shell). Required variables:

# Azure AD app registration
AZURE_TENANT_ID=...
AZURE_CLIENT_ID=...
AZURE_CLIENT_SECRET=...
OUTLOOK_USER_EMAIL=metaweave-forms@yourcompany.com

# Cloud SQL
GOOGLE_SERVICE_ACCOUNT_BASE64=eyJ0eXBlIjoi...    # base64 of the service account JSON
CLOUD_SQL_INSTANCE_CONNECTION_NAME=project:region:instance
POSTGRES_USER=...
POSTGRES_PASSWORD=...
POSTGRES_DB=...

# Encryption (defaults to `mw7k2x9p4q8n3v5h` if unset)
MW_AES_KEY=mw7k2x9p4q8n3v5h

See Configuration for the full list of variables.

Create the database tables

First-time setup:

python -m src.main --create-tables

This calls Base.metadata.create_all(engine) and exits. It’s idempotent — re-running on an existing schema is a no-op. The 17 tables it creates:

metaweave_vessel              metaweave_bunker_delivery
metaweave_fuel_type           metaweave_bunker_biofuel
metaweave_voyage              metaweave_sof_activity
metaweave_report              metaweave_report_cargo
metaweave_report_event        metaweave_month_end_bunker_report
metaweave_event_fuel_consumption  metaweave_berthing_details
metaweave_report_bunker_rob   metaweave_report_delay
metaweave_report_upcoming_port
metaweave_report_fowe_period
metaweave_report_scrubber_breakdown

See Data model for the relationships.

Verify the install

Run a single email through end-to-end without touching Outlook:

python -m src.main --file /path/to/sample-email.txt

--file reads the body from disk, runs Parse → Map → Write, and exits. Useful for testing without consuming a real mailbox message.

Run the tests

pytest -v

Tests use SQLite in-memory with PRAGMA foreign_keys=ON — no PostgreSQL needed.

pytest --cov=src tests/   # with coverage

​Prerequisites

​Set up the venv

​Dependencies

​Configure environment variables

​Create the database tables

​Verify the install

​Run the tests

​See also