A pytest plugin that reviews the quality of your tests
Project description
pytest-review
A pytest plugin that reviews the quality of your tests.
Overview
pytest-review analyzes your test suite and provides actionable feedback on test quality. It detects common anti-patterns, missing assertions, overly complex tests, and more.
Features
- Static Analysis: AST-based detection of test quality issues
- Dynamic Analysis: Runtime performance tracking
- Multiple Output Formats: Terminal, JSON, and HTML reports
- Configurable: Customize thresholds and enable/disable analyzers
- Quality Scoring: Get a letter grade (A-F) for your test suite
Analyzers
| Analyzer | Description |
|---|---|
| assertions | Detects empty tests, trivial assertions (assert True), tautologies |
| naming | Checks for descriptive test names, proper snake_case |
| complexity | Flags tests with too many statements, deep nesting, high cyclomatic complexity |
| patterns | Identifies anti-patterns: bare except, time.sleep, print statements |
| isolation | Detects global state modifications, class attribute mutations |
| performance | Tracks slow tests at runtime |
| smells | Detects test smells: assertion roulette, duplicate asserts, eager tests, magic numbers |
Installation
pip install pytest-review
Quick Start
Run pytest with the --review flag:
pytest --review
Example output:
====================== pytest-review: Test Quality Report ======================
[X] tests/test_example.py:15 [test_empty] Test has no assertions
Suggestion: Add at least one assertion to verify expected behavior
[!] tests/test_example.py:20 [test_complex] Test has cyclomatic complexity of 12
Suggestion: Simplify test logic or split into multiple tests
----------------------------------- Summary ------------------------------------
Tests analyzed: 25
Errors: 2
Warnings: 5
Info: 3
Quality: NEEDS IMPROVEMENT
Overall Score: 72.0/100 (C)
================================================================================
Command Line Options
| Option | Description |
|---|---|
--review |
Enable test quality review |
--review-format |
Output format: terminal (default), json, html |
--review-output |
Write report to file |
--review-strict |
Fail if quality errors are found |
--review-min-score |
Minimum required score (0-100) |
--review-only |
Comma-separated list of analyzers to run |
Examples
# Generate HTML report
pytest --review --review-format=html --review-output=report.html
# Generate JSON report
pytest --review --review-format=json --review-output=report.json
# Run only specific analyzers
pytest --review --review-only=assertions,naming
# Fail CI if score below 80
pytest --review --review-min-score=80
# Strict mode: fail on any errors
pytest --review --review-strict
Configuration
Configure pytest-review in your pyproject.toml:
[tool.pytest-review]
enabled = true
strict = false
min_score = 0
[tool.pytest-review.analyzers]
assertions = { enabled = true, min_assertions = 1 }
naming = { enabled = true, min_length = 10 }
complexity = { enabled = true, max_statements = 20, max_depth = 3, max_complexity = 5 }
patterns = { enabled = true }
isolation = { enabled = true }
performance = { enabled = true, slow_threshold_ms = 500, very_slow_threshold_ms = 2000 }
smells = { enabled = true, max_assertions_without_message = 1, check_magic_numbers = true }
Skipping Tests
Use the review_skip marker to exclude specific tests from review:
import pytest
@pytest.mark.review_skip
def test_intentionally_complex():
# This test won't be analyzed
...
Scoring System
The quality score is calculated using weighted categories:
| Category | Weight | Analyzers |
|---|---|---|
| Assertions | 30% | assertions |
| Clarity | 25% | naming, smells |
| Isolation | 20% | isolation |
| Simplicity | 15% | complexity, patterns |
| Performance | 10% | performance |
Severity penalties:
- Error: -15 points per issue
- Warning: -5 points per issue
- Info: -1 point per issue
Critical penalties (applied globally):
- Missing assertions: -20 points
- Trivial assertions: -10 points
Grade Scale
| Grade | Score Range |
|---|---|
| A | 90-100 |
| B | 80-89 |
| C | 70-79 |
| D | 60-69 |
| F | 0-59 |
Issue Types
Errors (X)
Critical issues that indicate likely bugs or useless tests:
assertions.missing- Test has no assertionsassertions.trivial- Trivial assertion likeassert Trueassertions.tautology- Comparing value to itself
Warnings (!)
Issues that may indicate problems:
naming.non_descriptive- Generic names liketest_foocomplexity.too_many_statements- Test too longcomplexity.too_deep- Excessive nestingcomplexity.too_complex- High cyclomatic complexitypatterns.bare_except- Catches all exceptionspatterns.sleep_in_test- Usestime.sleep()isolation.global_modification- Modifies global statesmells.assertion_roulette- Multiple assertions without messagessmells.duplicate_assert- Duplicate assertion statementssmells.ignored_test- Test is skipped with decorator
Info (i)
Suggestions for improvement:
naming.too_short- Name could be more descriptivepatterns.print_statement- Debug print left in testperformance.slow_test- Test runs slowlysmells.magic_number- Literal number in assertionsmells.eager_test- Test verifies multiple methods
Acknowledgments
- The smells analyzer is inspired by the pytest-smell project from the dissertation "Detecting Test Smells in Python" by Maxim Pacsial.
- Test smell concepts are based on research by Van Deursen et al. ("Refactoring Test Code", 2001) and Meszaros ("xUnit Test Patterns", 2007).
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
License
MIT License - see LICENSE for details.
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