Stop writing fake test data by hand — I built a library that generates it for you

user = User(
    name="Test User",
    email="test@test.com",
    age=25,
    bio="Lorem ipsum dolor sit amet",
)

from fixtureforge import Forge
from pydantic import BaseModel

class User(BaseModel):
    id: int
    name: str
    email: str
    bio: str

forge = Forge()
users = forge.create_batch(User, count=50, context="SaaS platform users")

forge = Forge(use_ai=False, seed=42)
users = forge.create_batch(User, count=100)
# Same output on every machine, every run, forever

# conftest.py
from fixtureforge import forge_fixture
from myapp.models import User, Order

forge_fixture(User, count=50)
forge_fixture(Order, count=200)

# test_users.py
def test_all_users_have_emails(users):
    assert all(u.email for u in users)

def test_order_count(orders):
    assert len(orders) == 200

forge = Forge(use_ai=False, seed=42, verbose=True)
user = forge.create(User)

# [structural] id    = 1
# [faker]      name  = 'Allison Hill'
# [faker]      email = 'donaldgarcia@example.net'
# [ai]         bio   = 'Passionate developer with 8 years of experience...'

customers = forge.create_batch(Customer, count=10)
orders = forge.create_batch(Order, count=100)
# order.customer_id always points to a real customer.id — automatically

export GROQ_API_KEY=gsk_...      # Groq (free tier — 14,400 req/day)
export ANTHROPIC_API_KEY=sk-...  # Claude
export OPENAI_API_KEY=sk-...     # GPT
# No key? Falls back to Faker-only mode. CI never breaks.

pip install fixtureforge
pip install "fixtureforge[groq]"  # + AI support via Groq free tier