
test-smell-detection
PopularAudits existing tests in any language using formal, research-backed test smell names and the testsmells.org 19-smell academic taxonomy. Use when the caller asks for an academic or citable test-smell review, named smell categories, or a formal severity-ranked smell assessment. Covers Assertion Roulette, Conditional Test Logic, Mystery Guest, Eager Test, Sleepy Test, Unknown Test, Sensitive Equality, and the rest of the catalog across .NET, Python, JavaScript/TypeScript, Java, Go, Ruby, Rust, Swift, Kotlin, PowerShell, and C++. DO NOT USE FOR a quick pragmatic test review (use test-anti-patterns), writing or running tests, framework migration, coverage, or assertion-diversity metrics.
Audits existing tests in any language using formal, research-backed test smell names and the testsmells.org 19-smell academic taxonomy. Use when the caller asks for an academic or citable test-smell review, named smell categories, or a formal severity-ranked smell assessment. Covers Assertion Roulette, Conditional Test Logic, Mystery Guest, Eager Test, Sleepy Test, Unknown Test, Sensitive Equality, and the rest of the catalog across .NET, Python, JavaScript/TypeScript, Java, Go, Ruby, Rust, Swift, Kotlin, PowerShell, and C++. DO NOT USE FOR a quick pragmatic test review (use test-anti-patterns), writing or running tests, framework migration, coverage, or assertion-diversity metrics.
Test Smell Detection
Audit test code with the academic taxonomy, code evidence, calibrated
framework idioms, and fixes native to the codebase.
Scope
- Audit only staged or named tests. Search the current workspace before asking
for code; never claim a file is missing until that search finds no relevant
test. - Read production code only when it changes a verdict.
- For unfamiliar framework APIs, call
test-analysis-extensionsand read the
matching language extension. - Read the complete catalog when the caller
requests all 19 smells, asks for citations, or the code may contain a smell
outside the high-signal set below. Do not load it for a narrow question that
this file answers.
Audit Workflow
- Search for and read the staged tests; detect language, framework, boundaries,
and integration markers. This is the first action even when no path is named. - Read the tests and only verdict-changing production context.
- For each candidate, verify the executed check, choose the formal category,
calibrate, then assign severity. Report proven non-catalog test-validity
defects separately; do not relabel them as smells. - Rank confirmed findings by risk of false confidence or flakiness, then by
maintenance cost. - Give a framework-correct replacement for each actionable finding. Never use
.NET terminology or APIs in another ecosystem.
High-Signal Decisions
| Evidence | Academic finding | Do | Never |
|---|---|---|---|
Assertion behavior changes behind if, switch, or branching loops |
Conditional Test Logic | Split cases or parameterize them | Flag table-driven or parametrized tests merely because a runner loop exists |
| A test relies on an undeclared file, network service, environment value, or database | Mystery Guest or Resource Optimism | Make the dependency explicit and hermetic; distinguish the two using the full catalog | Condemn an integration test merely for exercising its declared real resource |
| Fixed wall-clock sleep waits for an outcome | Sleepy Test | Await or poll the condition with a timeout | Downgrade it only because the test is an integration test |
| Executable test has no assertion, expected-exception marker, or mock verification | Unknown Test | Assert the observable outcome | Call an empty body Unknown Test; the formal name is Empty Test |
| Async assertion/coroutine is created but not awaited or returned | Critical non-catalog false-pass defect | Report it separately and show the required await/return |
Force it into Unknown Test; the assertion statement exists |
| One test exercises many unrelated production behaviors | Eager Test | Separate behavior-focused tests | Flag a deliberate end-to-end workflow without considering its scope |
| Expected numeric literal has no local meaning | Magic Number Test | Name the domain value or derive it from setup | Flag count == 3 immediately after adding three items |
Assertion depends on ToString, repr, description, or display formatting that is not the contract |
Sensitive Equality | Assert stable fields or use a structural matcher | Flag a test whose explicit contract is the formatted string |
| Test manually manages expected exception flow | Exception Handling | Use the framework's exception assertion and check meaningful details | Claim a capture-and-assert test verifies nothing |
| Shared setup creates state irrelevant to the tests that receive it | General Fixture | Remove unused state or narrow the fixture; rank cheap state low | Condemn relevant shared setup merely because it is shared |
| Test is disabled or skipped | Ignored Test | Report every skip, but rank a tracked, reasoned skip below an unexplained one | Clear a skip because its reason is good, or give both the same urgency |
Calibration Rules
Apply these before assigning a finding:
- Mock-call verifications, snapshots, bare pytest
assert, Pester
Should -Invoke, and expected-exception constructs are assertions. - A literal or snapshot assertion may expose a coverage gap, but is not Unknown
Test or another smell without separate evidence. - Count assertion statements. One assertion is never Assertion Roulette;
missing messages alone are not a smell. - Same-method tests are not Lazy Test when they cover distinct behaviors,
boundaries, or state; require redundant equivalent paths. - General Fixture requires shared lifecycle state. Repeated local construction
is neither General Fixture nor Test Code Duplication by itself. - Treat strings returned by the public API as observable contract unless
production context or requirements make them display-only; interpolation
alone is not Sensitive Equality. - Magic Number Test requires an unexplained oracle value. Do not flag ordinary
setup quantities whose role is locally obvious and irrelevant to the asserted
behavior. - Go table-driven subtests, pytest/JUnit/xUnit parameterization, Jest/Vitest
.each, RSpec data tables, Pester-ForEach, and Catch2
SECTION/GENERATEare not Conditional Test Logic by themselves. - Go's
if err != nil { t.Fatal(...) }is idiomatic assertion flow, not
Exception Handling. - Integration markers legitimize declared external resources and multi-step
flows, but not fixed sleeps or assertion-free execution. - A local temporary file still meets the formal Mystery Guest definition.
Hermetic creation and cleanup reduce its severity; they do not change its
taxonomy. - A formatting name does not prove display text is the stable contract; confirm
it from production behavior or requirements before clearing Sensitive
Equality. - Do not infer a smell from method names alone. Point to the statement or
fixture relationship that proves it. - Do not infer a high-severity non-catalog validity defect from a test name
alone. Without production code or an explicit contract proving that the test
is supposed to invoke another component, a name/body mismatch is at most an
unranked observation, not evidence that the test silently passes broken
production behavior. - Catch2
SECTIONandGENERATEare runner-controlled case expansion, and
REQUIREis a real assertion. When those are the only suspicious constructs,
the academic-smell verdict is clean. Do not reverse that verdict because
the test could have broader behavioral coverage. - If no material smell remains after calibration, say that clearly. Never
manufacture findings to fill a report. - Never propose
awaitfor a void or otherwise non-awaitable API. If production
work is synchronous, remove the sleep and assert immediately.
Severity
Severity follows demonstrated risk, not a fixed label copied from the catalog:
- High: can silently pass while behavior is broken, creates
nondeterministic failures, or hides unexecuted assertion paths. - Medium: makes failures ambiguous or couples tests to unstable details.
- Low: primarily maintenance debt, such as a reasoned skip or over-broad
cheap fixture.
State the reason for the assigned severity. Downgrade or omit a finding when
the surrounding test type makes the pattern intentional.
Output Contract
Scale the response to the input:
- For one to three files, give a verdict and one compact table: severity,
formal smell, evidence, risk, and fix. - For larger suites, add counts and a short priority order. Do not repeat
findings across dashboards, prose, and plans. - Show code only when it clarifies a fix; omit unchanged setup.
- Add brief Not findings only for plausibly suspicious idioms.
- Put proven non-catalog validity defects after the academic-smell verdict. On a
clean input with no production contract, do not assign severity to optional
coverage observations or let them overturn the clean verdict. - Do not narrate discovery or catalog loading; return the audit directly.
Every reported smell must have a formal taxonomy name, precise location,
evidence from the code, practical risk, and a concrete framework-correct fix.
Validation
- Every finding is supported by code, not a keyword or method name.
- Unknown Test and Empty Test remain distinct.
- Every disabled test remains Ignored Test, and every local file dependency
remains Mystery Guest; rationale and hermetic cleanup change severity only. - Framework idioms and integration boundaries were calibrated before reporting.
- Clean tests and suspicious-but-valid idioms are not turned into filler.
- Clean framework idioms are not converted into high-severity non-catalog
findings from naming or absent production context. - Fixes use the target framework's APIs and preserve the behavior under test.
- Claims about files reviewed, builds, or test runs match actions actually
performed.





