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Test Smell Detection
Deep-dive audit using the full testsmells.org 19-smell academic catalog for tests in any language. Every finding maps to a named, citable smell from the research literature (Assertion Roulette, Duplicate Assert, Mystery Guest, Eager Test, Sensitive Equality, Conditional Test Logic, Sleepy Test, Magic Number Test, etc.) with research-backed severity. Polyglot: .NET (MSTest/xUnit/NUnit/TUnit), Python (pytest/unittest), TS/JS (Jest/Vitest/Mocha/node:test), Java (JUnit/TestNG), Go, Ruby (RSpec/Minitest), Rust, Swift, Kotlin (JUnit/Kotest), PowerShell (Pester), C++ (GoogleTest/Catch2). INVOKE ONLY when explicitly asked for the testsmells.org 19-smell academic catalog or citable smell names from the literature. DO NOT USE FOR: general or pragmatic audits — use test-anti-patterns; writing new tests (use code-testing-agent, or writing-mstest-tests for MSTest); running tests (use run-tests); framework migration.
Workflow
Step 1: Detect language and load extension
Identify the target codebase's language and test framework. Call the test-analysis-extensions skill and read the matching extension file (e.g., extensions/dotnet.md, extensions/python.md, extensions/typescript.md, extensions/go.md). The extension file lists the framework-specific test markers, sleep / wait APIs, skip / ignore attributes, mystery-guest indicators, and integration-test markers that the smell detectors below need.
Step 2: Gather the test code
Read all test files the user provides. If the user points to a directory or project, scan for all test files using the markers in the loaded language extension file.
For a thorough audit, also consult the extended smell catalog which covers 9 additional smell types beyond the core 10 below.
Step 3: Scan for test smells
For each test method and class, check for the following smell categories. Examples reference .NET attributes but the patterns apply across all supported languages — use the loaded language extension file to map each pattern to the framework you are auditing.
#### Smell 1: Conditional Test Logic
Test methods containing if, else, switch, ternary (? :), for, foreach, while, or pattern-match arms that change assertion behavior. Control flow in tests means some paths may never execute, hiding gaps.
Severity: High Detection: Any control-flow statement inside a test method body that affects which assertions run. Exceptions (per-language idioms, do NOT flag):
- Foreach-assert used solely to assert every item in a known collection (the assertion *is* the loop body).
- Go / Rust table-driven tests:
for _, tt := range tests { t.Run(tt.name, func(t *testing.T) { ... }) }(Go) or#[rstest]parametrized loops are idiomatic. - `it.each(...)` / `test.each(...)` / `@pytest.mark.parametrize` / `[Theory] + [InlineData]` / `@ParameterizedTest` parametrization driven by data tables.
- Pester `-ForEach` / `-TestCases` and RSpec `where` blocks.
- Catch2 `SECTION`s and `GENERATE(...)`, doctest `SUBCASE`, GoogleTest `INSTANTIATE_TEST_SUITE_P`.
#### Smell 2: Mystery Guest
Tests that depend on external resources — files on disk, databases, network endpoints, environment variables — without making the dependency explicit or using test doubles.
Severity: High Detection: Test methods that read files, open database connections, make HTTP requests (without a test handler), read environment variables, or use hard-coded file paths. Per language: File.ReadAllText / Directory.GetFiles / HttpClient / Environment.GetEnvironmentVariable (.NET); open() / pathlib.Path.read_text() / requests.get() / os.environ[...] (Python); fs.readFileSync / fetch(...) / process.env.X (JS/TS); Files.readAllBytes / Files.newInputStream / HttpClient.send / System.getenv (Java); os.ReadFile / http.Get / os.Getenv (Go); File.read / Net::HTTP.get / ENV[...] (Ruby); std::fs::read_to_string / reqwest::get / std::env::var (Rust); String(contentsOfFile:) / URLSession.shared.data / ProcessInfo.processInfo.environment (Swift); File(...).readText() / URL(...).openConnection() / System.getenv (Kotlin); Get-Content / Invoke-WebRequest / $env:X (Pester); std::ifstream / curl_easy_perform / std::getenv (C++). Exception: In-memory fakes, test-specific handlers, or hermetic test data factories are fine.
#### Smell 3: Sleepy Test
Tests that call sleep or delay functions to wait for a condition. These introduce non-deterministic timing and slow down the suite.
Severity: High Detection: Calls to sleep/delay functions inside test methods: Thread.Sleep / Task.Delay (.NET); time.sleep / asyncio.sleep (Python); setTimeout / await new Promise(r => setTimeout(...)) / jest.advanceTimersByTime not paired with a wait (JS/TS); Thread.sleep / TimeUnit.SECONDS.sleep (Java); time.Sleep (Go); sleep / Kernel#sleep (Ruby); std::thread::sleep / tokio::time::sleep (Rust); Thread.sleep / delay (Kotlin coroutines); sleep(_:) / Task.sleep (Swift); Start-Sleep (Pester); std::this_thread::sleep_for (C++). See the matching language extension file for the full list.
#### Smell 4: Assertion-Free Test (Unknown Test)
Tests that execute code but never assert anything. Test frameworks report these as passing even if the code is completely broken, as long as no exception is thrown.
Severity: High Detection: A test method with no assertion calls and no expected-exception annotation. Framework-specific: missing Assert.* (.NET); no assert / pytest.raises (Python); no expect(...) or assert.* (JS/TS); no assert* / assertThat (Java); no t.Error* / t.Fatal* / assert.* testify (Go); no expect/.to/.eq (RSpec) or assert*/refute* (Minitest); no assert*! / assert_eq! / panic! (Rust); no XCTAssert* / #expect (Swift); no assert* / should* / Kotest matchers (Kotlin); no Should -* (Pester); no EXPECT_* / ASSERT_* / REQUIRE / CHECK (C++). Calibration:
- A method named
*_DoesNotThrow/*_no_exception/should not throwis implicitly asserting no exception — still flag it but note it may be intentional. - Mock-call verifications count as assertions:
mock.Verify(...)(Moq),Mock.AssertWasCalled(NSubstitute),mock.assert_called_with(...)(Python),expect(mock).toHaveBeenCalledWith(...)(Jest),verify(mock).method(...)(Mockito),Should -Invoke(Pester) — do NOT flag tests using these as assertion-free. - Bare assertion forms count:
assert x == y(pytest),if got != want { t.Errorf(...) }(Go),assert!(cond)(Rust) are canonical. - Snapshot assertions count:
.toMatchSnapshot()(Jest),syrupy(pytest),SnapshotTesting(Swift),approval-testsare real assertions. - Missing await on async assertions is its own critical smell:
expect(promise).resolves.toBe(x)withoutawait/return(Jest), un-awaitedAssert.ThrowsAsync(xUnit), un-awaited coroutines inpytest-asyncio, Kotest tests withoutrunTest, Swift Testing async cases withoutawait. These tests have assertion calls but silently pass — flag with a dedicated note.
#### Smell 5: Eager Test
A test method that calls many different production methods, making it unclear what behavior is being tested. When it fails, diagnosis is difficult because the failure could stem from any of the calls.
Severity: Medium Detection: A test method that calls 4+ distinct methods on the production object (excluding setup/construction). Count unique method names, not call count. Calibration: Integration / end-to-end / workflow tests may legitimately call multiple methods. Check for integration markers in the loaded language extension file (e.g., [Trait("Category", "Integration")], @Tag("integration"), pytest.mark.integration, *_integration_test.go, Describe ... -Tag 'Integration') and downgrade.
#### Smell 6: Magic Number Test
Assertions that contain unexplained numeric literals. The intent of Assert.AreEqual(42, result) / assert result == 42 / expect(result).toBe(42) is unclear without context — what does 42 represent?
Severity: Medium Detection: Numeric literals (other than 0, 1, -1, and the literal used in the test name) appearing as expected parameters in assertion methods or comparison operands. Calibration: Small integers in context (like count checks Assert.AreEqual(3, list.Count) / assert len(items) == 3 / expect(arr.length).toBe(3) where 3 items were just added) are acceptable — only flag when the number's meaning is genuinely unclear.
#### Smell 7: Sensitive Equality
Tests that use string conversion for comparison or assertion. If the underlying string representation changes, the test breaks even though the actual behavior is correct.
Severity: Medium Detection: Assert.AreEqual(expected, obj.ToString()) (.NET); assert str(obj) == "..." or assert repr(obj) == "..." (Python); expect(obj.toString()).toBe("...") or expect(${obj}).toBe(...) (JS/TS); assertEquals(expected, obj.toString()) (Java); assert.Equal(t, "...", fmt.Sprint(obj)) or obj.String() chains (Go); expect(obj.to_s).to eq("...") (RSpec); assert_eq!(format!("{}", obj), "...") or assert_eq!(format!("{:?}", obj), "...") (Rust); XCTAssertEqual(obj.description, "...") or string-interpolation assertion (Swift); assertEquals("...", obj.toString()) (Kotlin); Should -Be "..." against a [string]$obj (Pester); EXPECT_EQ("...", std::to_string(obj)) (C++).
#### Smell 8: Exception Handling in Tests
Tests that contain try/catch/except/rescue blocks or throw/raise/panic/return err statements used to manage exception flow instead of asserting on it. This typically means the test is manually managing errors rather than using the framework's built-in exception assertion facilities.
Severity: Medium Detection: try/catch (.NET, Java, JS/TS, Kotlin, Swift, C++); try/except (Python); begin/rescue (Ruby); defer recover() (Go); manual if err != nil { t.Fatal(err) } in Go is canonical and NOT a smell. Exception: catch/except/rescue blocks that capture an exception for further assertion on its properties are a lesser concern — note but don't flag as high severity.
#### Smell 9: General Fixture (Over-broad Setup)
The test setup method, constructor, or fixture initializes fields that are not used by every test method. This means each test pays the cost of setting up objects it doesn't need.
Severity: Low Detection: Fields/properties initialized in [TestInitialize] / setUp / @BeforeEach / beforeEach / before(:each) / BeforeEach (Pester) / setUpWithError (XCTest) / pytest fixture(autouse=True) / xUnit constructor / Kotest beforeTest that are referenced by fewer than half the test methods in the class/module/file.
#### Smell 10: Ignored / Disabled / Skipped Test
Tests marked as skipped or disabled. These add overhead and clutter, and the underlying issue they were disabled for may never be addressed.
Severity: Low Detection: Skip / ignore / disable annotations or conditional compilation that disables a test. See the loaded language extension file for framework-specific skip attributes — e.g., [Ignore] (MSTest/NUnit), Skip = "..." (xUnit Fact), @Ignore (TUnit/JUnit 4), @Disabled (JUnit 5), @pytest.mark.skip / pytest.skip(...) / pytestmark, it.skip / xit / describe.skip / test.skip (Jest/Vitest/Mocha), t.Skip(...) (Go), pending / skip / xit (RSpec), #[ignore] (Rust), XCTSkip / @Test(.disabled) (Swift), @Ignored (Kotest), -Skip (Pester), GTEST_SKIP() / DISABLED_TestName (GoogleTest), [.] tag (Catch2), TEST_CASE("...", "[.]") skip.
Step 4: Apply calibration rules
Before reporting, calibrate findings to avoid false positives:
- Integration tests have different norms. A test class clearly marked as integration (by name, annotation, category, or convention — see the loaded language extension file for markers) legitimately uses external resources, calls multiple methods, and may use delays for async coordination. Downgrade Mystery Guest, Eager Test, and Sleepy Test severity for integration tests — note them but don't flag as problems.
- Simple loop-assert patterns are fine. Iterating a collection to assert on every item is readable and correct. Only flag loops with complex branching logic.
- Idiomatic table-driven and parametrized patterns are NOT Conditional Test Logic. Go's
for _, tt := range tests { t.Run(...) }, Rust's#[rstest], pytest's@parametrize, Jest/Vitest.each, JUnit@ParameterizedTest, RSpecwhere, Pester-ForEach, Catch2SECTION/GENERATE, GoogleTestINSTANTIATE_TEST_SUITE_Pare canonical and must NOT be flagged. - Context matters for magic numbers. A count assertion right after adding a known number of items is self-documenting. Only flag numbers whose meaning requires looking at production code to understand.
- Bare `assert` (pytest) is canonical, not assertion-free framework use. Don't flag.
- Go's `if err != nil { t.Fatal(err) }` is canonical, not Exception Handling in Tests. Don't flag.
- Mock-call verifications and snapshot assertions are real assertions — do not flag tests using them as Assertion-Free.
- Missing-await on async assertions is its own critical sub-smell of Assertion-Free — these tests silently pass even when the underlying assertion fails. Always flag when detected.
- Inconclusive/pending markers are not assertion-free. Tests explicitly marked as incomplete should be flagged as Ignored Test, not Assertion-Free.
- Capture-and-assert exception patterns are borderline.
try { ... } catch (X x) { Assert.Equal(...) }style patterns are ugly but functional. Note as a smell and suggest the framework's built-in exception assertion (Assert.Throws<T>,pytest.raises,expect(fn).toThrow,assertThrows,assert.PanicsWithError, etc.) instead of calling it broken. - If the test suite is clean, say so. A report finding few or no smells is perfectly valid.
Step 5: Report findings
Present the analysis in this structure:
- Summary Dashboard — Quick overview:
`` | Severity | Smell Count | Affected Tests | |----------|-------------|----------------| | High | 3 | 7 | | Medium | 2 | 4 | | Low | 1 | 2 | | Total | 6 | 13 | ``
- Findings by Severity — For each smell found:
- Smell name and category - Severity level with rationale - Affected test methods (file and method name) - Code snippet showing the smell - Concrete fix: show what the code should look like after remediation - Risk if left unfixed
- Smell-Free Patterns — If any test methods are well-written, briefly acknowledge this. Highlighting what's good helps the user understand the contrast.
- Prioritized Remediation Plan — Rank fixes by:
- Impact (high-severity smells affecting many tests first) - Effort (quick fixes before refactoring) - Risk (fixes that prevent false-passes before cosmetic improvements)
Related skills
Write, run, or repair .NET tests that use MSTest.
Write, run, or repair .NET tests that use NUnit.