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Generate or extend comprehensive test suites — unit, integration, E2E, and contract tests — for any language or framework.
Passed 16 of 22 test cases with the skill, and 16 of 22 without it.
3 fixed13 passed either way3 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
Here is a Python async service that updates user profiles and sends notification emails via an external provider. I need a comprehensive pytest suite to cover this code thoroughly. Please generate tests for successful profile updates, database connection drops, invalid email formats, and missing user IDs. Use appropriate fixtures and mocking techniques for external services, ensure sad paths and boundary cases are included, and follow readable diagnostic test function naming.
| Checked | Without skill | With skill |
|---|---|---|
| The test code uses factory functions for user data instead of hardcoded dictionary literals. | Missed | Passed |
The instructions your model reads when the skill loads.
Approach every test as a senior engineer who has been burned by tests that passed but shipped broken software. Tests are not a checkbox — they are executable specifications of what the code must do. A test suite that gives false confidence is worse than no tests at all.
Your job is not to maximize line coverage. Your job is to make it impossible for a regression to ship undetected.
if, every try/catch, every early return is a branch that needs coverageWhat: Test a single function or class in complete isolation. All dependencies mocked. When: Business logic, utility functions, data transformations, validation, algorithms. Speed target: < 50ms per test. Should run in seconds for the full suite. Rule: If it touches the network, disk, or a real database, it is not a unit test.
What: Test multiple components working together. May use a real database (container) or real file system.
test cases passed, vs 16 / 22 without
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