Match the test to the risk
Generate API, unit, integration, security, and subprocess coverage from the actual behavior.
pytest test automation
Turn Python behavior into pytest coverage that actually runs.
QualityMax generates pytest for APIs, integrations, units, security cases, and CLI behavior. Run self-contained API checks in a cloud sandbox, or use generated CI after repository checkout for tests that depend on your source.
Python-native automation
Readable fixtures, useful assertions, and evidence from execution
Avoid mock-only confidence
Quality checks flag weak generated tests and favor realistic inputs, outputs, and exceptions.
Match execution to the test
Run self-contained API checks in a bounded sandbox; run repository-dependent coverage in CI after checkout.
Example
Protect an authentication API across the paths users hit
Intent: verify valid login, rejected credentials, rate limits, and malformed payloads.
Map public API→Generate pytest cases→Run in sandbox→Gate the change
def test_rejects_invalid_credentials(api):
response = api.post("/auth/login", json={
"email": "dev@example.com", "password": "wrong"
})
assert response.status_code == 401Give Python changes executable evidence.
Start with one endpoint, module, or failure path.