Test Trait Tagging
Analyze an existing test suite in any supported language and apply a standardized set of trait tags to each test method, giving teams visibility into their test distribution (positive vs. negative, critical-path coverage, smoke tests, etc.).
Language-specific guidance: Call the test-analysis-extensions skill to discover available extension files, then read the file matching the target codebase. The extension file documents framework-specific tag attributes and a "tag-support capability" (auto-edit, report-only, or convention-based) that drives whether this skill modifies source files or only emits a report.
When to Use
- Auditing a test project to understand the mix of test types
- Adding trait attributes to untagged tests
- Generating a summary report of trait distribution across a test suite
- Reviewing whether critical paths have sufficient coverage
When Not to Use
- Writing new tests from scratch (use
code-testing-agent for any language, or writing-mstest-tests for MSTest)
- Running or filtering tests (use
run-tests for .NET; equivalent native runners elsewhere)
- Migrating between test frameworks
Inputs
| Input |
Required |
Description |
| Test project or files |
Yes |
Path to the test project, folder, or specific test files to analyze |
| Scope |
No |
tag (apply attributes when language supports auto-edit), audit (report only), or both (default: both). For languages with no canonical tag syntax, the skill emits a report regardless of scope. |
| Framework |
No |
Auto-detected. Override when detection fails. |
Trait Taxonomy
Use exactly these trait names and values. Do not invent new trait values outside this table.
| Trait Value |
Meaning |
Heuristics |
positive |
Verifies expected behavior under normal/valid conditions |
Asserts success, valid output, expected state, no exceptions for valid input |
negative |
Verifies correct handling of invalid input, errors, or edge cases |
Asserts exceptions, error codes, validation failures, rejects bad input |
boundary |
Tests limits, thresholds, empty/null/None/nil inputs, min/max values |
Operates on 0, -1, int.MaxValue / sys.maxsize / Number.MAX_SAFE_INTEGER / math.MaxInt64 / i32::MAX, empty string, null/None/nil/undefined, empty collection, boundary of valid range |
critical-path |
Core workflow that must never break; breakage blocks users |
Tests the primary success scenario of a key public API or user-facing feature |
smoke |
Quick sanity check that the system is operational |
Fast, no complex setup, verifies basic wiring (e.g., service resolves, endpoint returns 200) |
regression |
Reproduces a specific previously-reported bug |
References a bug ID, issue number, or describes a fix in its name or comments |
integration |
Crosses process, network, or persistence boundaries |
Uses real database, HTTP client, file system, external service, or multi-component setup |
end-to-end |
Full user workflow spanning the entire application stack |
Exercises a complete scenario from entry point to final result, distinct from single-boundary integration |
performance |
Validates timing, throughput, or resource consumption |
Asserts on elapsed time, memory, allocations, or uses benchmark harness (BenchmarkDotNet, pytest-benchmark, benchmark.js, JMH, go test -bench, criterion.rs, XCTMetric, kotlinx-benchmark, Google Benchmark) |
security |
Verifies authentication, authorization, input sanitization, or secrets handling |
Tests for SQL injection, XSS, CSRF, unauthorized access, token validation, permission checks |
concurrency |
Validates thread safety, parallelism, or async correctness |
Uses Task.WhenAll / Parallel.ForEach / SemaphoreSlim (.NET); asyncio.gather / threading.Lock / multiprocessing (Python); Promise.all / worker threads (JS/TS); CompletableFuture / ExecutorService / synchronized (Java); go func / sync.WaitGroup / sync.Mutex / chan (Go); Mutex / Thread.new (Ruby); tokio::spawn / Arc<Mutex<_>> / crossbeam (Rust); DispatchQueue / actor (Swift); coroutineScope / Mutex (Kotlin); Start-Job / RunspacePool (PowerShell); std::thread / std::mutex (C++); reproduces race conditions |
resilience |
Tests retry logic, timeouts, circuit breakers, or graceful degradation |
Asserts behavior under transient failures, network drops, or service unavailability (e.g., Polly, tenacity, p-retry, resilience4j, hystrix, opossum, retry-go) |
destructive |
Mutates shared or external state that is hard to roll back |
Deletes records, drops resources, modifies global config -- useful for CI isolation decisions |
configuration |
Verifies settings loading, defaults, environment behavior |
Tests missing config keys, invalid values, environment variable fallbacks, options validation |
flaky |
Known to intermittently fail (meta-tag for test health tracking) |
Mark tests the team knows are unreliable; used to quarantine or prioritize stabilization |
A single test may have multiple traits (e.g., both negative and boundary). At minimum, every test should receive one of positive or negative.
Workflow
Step 1: Detect the language, framework, and tagging capability
Identify the codebase's language and test framework. Call the test-analysis-extensions skill and read the matching extension file. The extension file declares a tag-support capability for each framework:
auto-edit — framework has canonical tag syntax this skill can safely insert (.NET [TestCategory] / [Trait] / [Category] / [Property], pytest @pytest.mark.<name>, JUnit 5 @Tag("..."), TestNG groups = {"..."}, RSpec metadata it "..." , :tag => true, Pester -Tag '...', Kotest @Tags(...), Swift Testing @Tag(.tagName), Catch2 [tag], doctest * doctest::test_suite("tag") decorator).
report-only — framework has no canonical, agreed-upon tag attribute; report tags in a Markdown table only and do not edit source (Go standard testing without build-tag conventions, Jest/Vitest without consistent describe-prefix convention, Rust without project-specific cfg conventions, XCTest without a test plan, GoogleTest without test-name prefix conventions, Mocha without describe-prefix conventions).
convention-based — framework uses naming or file conventions for tagging (Go //go:build integration build tags, file-name suffixes like *_integration_test.go, GoogleTest INTEGRATION_* filter prefix). Only emit canonical edits when the user has confirmed the project convention; otherwise treat as report-only.
Capture the capability before Step 4.
Step 2: Scan existing traits
Check which tests already have trait attributes. Use the loaded language extension as the source of truth — examples:
| Framework |
Existing Attribute |
Example |
| MSTest |
[TestCategory("...")] |
[TestCategory("positive")] |
| xUnit |
[Trait("Category", "...")] |
[Trait("Category", "positive")] |
| NUnit |
[Category("...")] |
[Category("positive")] |
| TUnit |
[Property("Category", "...")] |
[Property("Category", "positive")] |
| JUnit 5 |
@Tag("...") |
@Tag("positive") |
| TestNG |
@Test(groups = {"..."}) |
@Test(groups = {"positive"}) |
| pytest |
@pytest.mark.<name> |
@pytest.mark.positive |
| RSpec |
metadata after it |
it "...", :positive do |
| Pester |
-Tag '...' |
It '...' -Tag 'positive' |
| Kotest |
@Tags(...) |
@Tags(Positive) |
| Swift Testing |
@Tag(.<name>) |
@Test(.tags(.positive)) |
| Catch2 |
[tag] in name |
TEST_CASE("...", "[positive]") |
| doctest |
* doctest::test_suite("...") decorator |
TEST_CASE("..." *doctest::test_suite("positive")) |
Record which tests already have tags to avoid duplication.
Step 3: Classify each test method
For each test method without traits, analyze:
- Method name -- names containing
Invalid, Fail, Error, Throw, Reject, BadInput, Null, None, Nil, Negative, raises_, _throws_, _returns_error suggest negative
- Assertion type --
Assert.ThrowsException / Assert.Throws / Should().Throw() / pytest.raises / expect(fn).toThrow / assertThrows / assert.Error(t, err) / expect { ... }.to raise_error / #[should_panic] / XCTAssertThrowsError / Should -Throw / EXPECT_THROW suggest negative
- Input values --
null / None / nil / undefined, "", 0, -1, int.MaxValue / sys.maxsize / Number.MAX_SAFE_INTEGER / math.MaxInt64 / i32::MAX, empty collections suggest boundary
- Setup complexity -- minimal setup with basic assertions suggests
smoke; external dependencies (file/db/net/env) suggest integration
- Comments and names -- references to issue numbers or "regression" / "bug" / "fix for #..." suggest
regression
- Timing assertions --
Stopwatch, BenchmarkDotNet, elapsed-time checks; pytest-benchmark fixtures; benchmark.js; JMH @Benchmark; go test -bench; criterion.rs; XCTMetric; Google Benchmark; kotlinx-benchmark suggest performance
- Feature centrality -- tests on primary public API entry points or critical user workflows suggest
critical-path
- Security patterns -- validates auth, checks permissions, sanitizes input, tests for injection, handles tokens/secrets suggest
security
- Parallel/async constructs -- per-language concurrency primitives (see Trait Taxonomy table) suggest
concurrency
- Fault injection -- simulates failures, tests retries, timeouts, or circuit breakers suggest
resilience
- State mutation -- deletes external records, drops resources, modifies shared/global state suggest
destructive
- Full-stack flow -- test spans entry point through data layer to final response, covering a complete user scenario suggest
end-to-end
- Config/settings -- loads configuration, tests missing keys, validates options, checks environment variables suggest
configuration
- Known instability -- test has skip / ignore annotations with comments about flakiness, or names contain "flaky" / "intermittent" suggest
flaky
- Default -- if the test verifies a normal success path, tag
positive
When in doubt between positive and negative, read the assertion: if it asserts success -> positive; if it asserts failure -> negative.
Step 4: Apply trait attributes (or report only)
If the loaded language extension declares auto-edit for the framework, add the appropriate attribute to each test method. Place trait attributes adjacent to the existing test attribute. Examples:
MSTest:
[TestMethod]
[TestCategory("negative")]
[TestCategory("boundary")]
public void Parse_NullInput_ThrowsArgumentNullException() { ... }
xUnit:
[Fact]
[Trait("Category", "positive")]
[Trait("Category", "critical-path")]
public void CreateOrder_ValidItems_ReturnsConfirmation() { ... }
NUnit:
[Test]
[Category("regression")]
[Category("negative")]
public void Calculate_OverflowInput_ReturnsError() // Fix for #1234
{ ... }
pytest:
@pytest.mark.negative
@pytest.mark.boundary
def test_parse_none_input_raises_value_error():
...
JUnit 5:
@Test
@Tag("positive")
@Tag("critical-path")
void createOrder_validItems_returnsConfirmation() { ... }
TestNG:
@Test(groups = {"negative", "boundary"})
public void parse_nullInput_throwsIllegalArgumentException() { ... }
RSpec:
it "rejects null input", :negative, :boundary do
...
end
Pester:
It 'Rejects null input' -Tag 'negative','boundary' {
...
}
Kotest:
@Tags(Negative, Boundary)
class ParserSpec : StringSpec({
"rejects null input" { ... }
})
Swift Testing:
@Test(.tags(.negative, .boundary))
func parseNullInputThrows() throws { ... }
Catch2:
TEST_CASE("Parse null input throws", "[negative][boundary]") { ... }
If the loaded language extension declares report-only for the framework (Go standard testing, plain Jest/Vitest without convention, Rust without project-specific cfg, plain XCTest, plain GoogleTest, plain Mocha), do NOT modify source files. Instead emit a Markdown table mapping each test to its suggested tags, and recommend a project-wide convention the team can adopt (build tags, file suffix, describe-block prefix, GoogleTest filter prefix, test-plan grouping, etc.).
If the loaded language extension declares convention-based (e.g., Go //go:build integration, *_integration_test.go, GoogleTest INTEGRATION_* prefix), only emit canonical edits when the user has confirmed the project's convention. Otherwise treat as report-only.
Step 5: Generate trait summary
After tagging, produce a summary table:
## Trait Distribution
| Trait | Count | % of Total |
|---------------|-------|------------|
| positive | 42 | 53.8% |
| negative | 22 | 28.2% |
| boundary | 8 | 10.3% |
| critical-path | 12 | 15.4% |
| smoke | 3 | 3.8% |
| regression | 5 | 6.4% |
| integration | 4 | 5.1% |
| end-to-end | 2 | 2.6% |
| performance | 1 | 1.3% |
| security | 3 | 3.8% |
| concurrency | 2 | 2.6% |
| resilience | 1 | 1.3% |
| destructive | 1 | 1.3% |
| configuration | 2 | 2.6% |
| flaky | 1 | 1.3% |
| **Total tests** | **78** | -- |
Note: Percentages exceed 100% because tests can have multiple traits.
Include observations such as:
- Ratio of positive to negative tests
- Whether critical-path tests exist for key public APIs
- Any tests that could not be confidently classified (list them for manual review)
Validation
Common Pitfalls
| Pitfall |
Solution |
| Guessing traits without reading the test body |
Always read assertions and setup to classify accurately |
Tagging a test only as boundary without positive/negative |
Every test should also be positive or negative -- boundary is additive |
| Using the wrong attribute syntax for the detected framework |
Match the attribute style to the loaded language extension (don't put [TestCategory] in an xUnit project or @pytest.mark.x in a unittest test) |
| Duplicating an existing category attribute |
Check for pre-existing traits in Step 2 before adding |
Over-tagging as critical-path |
Reserve for tests on primary public entry points, not every helper |
| Editing Go / plain Jest / plain Rust / plain XCTest / plain GoogleTest source |
These are report-only by default — emit a Markdown table instead. Only edit if the user confirms a project-wide convention (build tag, file suffix, describe-prefix, test-plan grouping). |
| Inventing tag prefixes for convention-based frameworks |
Confirm the project's existing convention before adopting one — don't guess between _integration_test.go, //go:build integration, or IntegrationTest prefix |
| Missing language-specific concurrency / async primitives |
Each language has its own primitives — read the loaded language extension and the Trait Taxonomy concurrency row before classifying as concurrency |
1---2name: test-tagging3description: Analyzes test suites in any language and tags each test with a standardized set of traits (positive, negative, critical-path, boundary, smoke, regression, integration, performance, security). Use when the user wants to categorize, audit, or label tests with traits. Works with .NET (MSTest TestCategory / xUnit Trait / NUnit Category / TUnit Property), Python (pytest markers; unittest has no canonical tag syntax so report-only), TypeScript/JavaScript (Jest/Vitest test names, describe-block conventions), Java (JUnit 5 @Tag / TestNG groups), Go (subtest naming / build tags / file _test.go), Ruby (RSpec metadata), Rust (cargo test naming / cfg attributes), Swift (XCTest test plans / Swift Testing @Tag), Kotlin (JUnit @Tag / Kotest tags), PowerShell (Pester -Tag), C++ (GoogleTest filter prefixes / Catch2 [tags] / doctest decorators). Auto-edits when the framework has canonical syntax; falls back to report-only otherwise. Do not use for writing new tests, running tests, or migrating frameworks.4license: MIT5---67# Test Trait Tagging89Analyze an existing test suite in any supported language and apply a standardized set of trait tags to each test method, giving teams visibility into their test distribution (positive vs. negative, critical-path coverage, smoke tests, etc.).1011> **Language-specific guidance**: Call the `test-analysis-extensions` skill to discover available extension files, then read the file matching the target codebase. The extension file documents framework-specific tag attributes and a "tag-support capability" (auto-edit, report-only, or convention-based) that drives whether this skill modifies source files or only emits a report.1213## When to Use1415- Auditing a test project to understand the mix of test types16- Adding trait attributes to untagged tests17- Generating a summary report of trait distribution across a test suite18- Reviewing whether critical paths have sufficient coverage1920## When Not to Use2122- Writing new tests from scratch (use `code-testing-agent` for any language, or `writing-mstest-tests` for MSTest)23- Running or filtering tests (use `run-tests` for .NET; equivalent native runners elsewhere)24- Migrating between test frameworks2526## Inputs2728| Input | Required | Description |29|-------|----------|-------------|30| Test project or files | Yes | Path to the test project, folder, or specific test files to analyze |31| Scope | No | `tag` (apply attributes when language supports auto-edit), `audit` (report only), or `both` (default: `both`). For languages with no canonical tag syntax, the skill emits a report regardless of scope. |32| Framework | No | Auto-detected. Override when detection fails. |3334## Trait Taxonomy3536Use exactly these trait names and values. Do not invent new trait values outside this table.3738| Trait Value | Meaning | Heuristics |39|-------------|---------|------------|40| `positive` | Verifies expected behavior under normal/valid conditions | Asserts success, valid output, expected state, no exceptions for valid input |41| `negative` | Verifies correct handling of invalid input, errors, or edge cases | Asserts exceptions, error codes, validation failures, rejects bad input |42| `boundary` | Tests limits, thresholds, empty/null/None/nil inputs, min/max values | Operates on `0`, `-1`, `int.MaxValue` / `sys.maxsize` / `Number.MAX_SAFE_INTEGER` / `math.MaxInt64` / `i32::MAX`, empty string, null/None/nil/undefined, empty collection, boundary of valid range |43| `critical-path` | Core workflow that must never break; breakage blocks users | Tests the primary success scenario of a key public API or user-facing feature |44| `smoke` | Quick sanity check that the system is operational | Fast, no complex setup, verifies basic wiring (e.g., service resolves, endpoint returns 200) |45| `regression` | Reproduces a specific previously-reported bug | References a bug ID, issue number, or describes a fix in its name or comments |46| `integration` | Crosses process, network, or persistence boundaries | Uses real database, HTTP client, file system, external service, or multi-component setup |47| `end-to-end` | Full user workflow spanning the entire application stack | Exercises a complete scenario from entry point to final result, distinct from single-boundary `integration` |48| `performance` | Validates timing, throughput, or resource consumption | Asserts on elapsed time, memory, allocations, or uses benchmark harness (BenchmarkDotNet, pytest-benchmark, benchmark.js, JMH, `go test -bench`, criterion.rs, XCTMetric, kotlinx-benchmark, Google Benchmark) |49| `security` | Verifies authentication, authorization, input sanitization, or secrets handling | Tests for SQL injection, XSS, CSRF, unauthorized access, token validation, permission checks |50| `concurrency` | Validates thread safety, parallelism, or async correctness | Uses `Task.WhenAll` / `Parallel.ForEach` / `SemaphoreSlim` (.NET); `asyncio.gather` / `threading.Lock` / `multiprocessing` (Python); `Promise.all` / worker threads (JS/TS); `CompletableFuture` / `ExecutorService` / `synchronized` (Java); `go func` / `sync.WaitGroup` / `sync.Mutex` / `chan` (Go); `Mutex` / `Thread.new` (Ruby); `tokio::spawn` / `Arc<Mutex<_>>` / `crossbeam` (Rust); `DispatchQueue` / `actor` (Swift); `coroutineScope` / `Mutex` (Kotlin); `Start-Job` / `RunspacePool` (PowerShell); `std::thread` / `std::mutex` (C++); reproduces race conditions |51| `resilience` | Tests retry logic, timeouts, circuit breakers, or graceful degradation | Asserts behavior under transient failures, network drops, or service unavailability (e.g., Polly, tenacity, p-retry, resilience4j, hystrix, opossum, retry-go) |52| `destructive` | Mutates shared or external state that is hard to roll back | Deletes records, drops resources, modifies global config -- useful for CI isolation decisions |53| `configuration` | Verifies settings loading, defaults, environment behavior | Tests missing config keys, invalid values, environment variable fallbacks, options validation |54| `flaky` | Known to intermittently fail (meta-tag for test health tracking) | Mark tests the team knows are unreliable; used to quarantine or prioritize stabilization |5556A single test may have **multiple traits** (e.g., both `negative` and `boundary`). At minimum, every test should receive one of `positive` or `negative`.5758## Workflow5960### Step 1: Detect the language, framework, and tagging capability6162Identify the codebase's language and test framework. Call the `test-analysis-extensions` skill and read the matching extension file. The extension file declares a **tag-support capability** for each framework:6364- **`auto-edit`** — framework has canonical tag syntax this skill can safely insert (.NET `[TestCategory]` / `[Trait]` / `[Category]` / `[Property]`, pytest `@pytest.mark.<name>`, JUnit 5 `@Tag("...")`, TestNG `groups = {"..."}`, RSpec metadata `it "..." , :tag => true`, Pester `-Tag '...'`, Kotest `@Tags(...)`, Swift Testing `@Tag(.tagName)`, Catch2 `[tag]`, doctest `* doctest::test_suite("tag")` decorator).65- **`report-only`** — framework has no canonical, agreed-upon tag attribute; report tags in a Markdown table only and do not edit source (Go standard `testing` without build-tag conventions, Jest/Vitest without consistent describe-prefix convention, Rust without project-specific cfg conventions, XCTest without a test plan, GoogleTest without test-name prefix conventions, Mocha without describe-prefix conventions).66- **`convention-based`** — framework uses naming or file conventions for tagging (Go `//go:build integration` build tags, file-name suffixes like `*_integration_test.go`, GoogleTest `INTEGRATION_*` filter prefix). Only emit canonical edits when the user has confirmed the project convention; otherwise treat as `report-only`.6768Capture the capability before Step 4.6970### Step 2: Scan existing traits7172Check which tests already have trait attributes. Use the loaded language extension as the source of truth — examples:7374| Framework | Existing Attribute | Example |75|-----------|--------------------|---------|76| MSTest | `[TestCategory("...")]` | `[TestCategory("positive")]` |77| xUnit | `[Trait("Category", "...")]` | `[Trait("Category", "positive")]` |78| NUnit | `[Category("...")]` | `[Category("positive")]` |79| TUnit | `[Property("Category", "...")]` | `[Property("Category", "positive")]` |80| JUnit 5 | `@Tag("...")` | `@Tag("positive")` |81| TestNG | `@Test(groups = {"..."})` | `@Test(groups = {"positive"})` |82| pytest | `@pytest.mark.<name>` | `@pytest.mark.positive` |83| RSpec | metadata after `it` | `it "...", :positive do` |84| Pester | `-Tag '...'` | `It '...' -Tag 'positive'` |85| Kotest | `@Tags(...)` | `@Tags(Positive)` |86| Swift Testing | `@Tag(.<name>)` | `@Test(.tags(.positive))` |87| Catch2 | `[tag]` in name | `TEST_CASE("...", "[positive]")` |88| doctest | `* doctest::test_suite("...")` decorator | `TEST_CASE("..." *doctest::test_suite("positive"))` |8990Record which tests already have tags to avoid duplication.9192### Step 3: Classify each test method9394For each test method without traits, analyze:95961. **Method name** -- names containing `Invalid`, `Fail`, `Error`, `Throw`, `Reject`, `BadInput`, `Null`, `None`, `Nil`, `Negative`, `raises_`, `_throws_`, `_returns_error` suggest `negative`972. **Assertion type** -- `Assert.ThrowsException` / `Assert.Throws` / `Should().Throw()` / `pytest.raises` / `expect(fn).toThrow` / `assertThrows` / `assert.Error(t, err)` / `expect { ... }.to raise_error` / `#[should_panic]` / `XCTAssertThrowsError` / `Should -Throw` / `EXPECT_THROW` suggest `negative`983. **Input values** -- `null` / `None` / `nil` / `undefined`, `""`, `0`, `-1`, `int.MaxValue` / `sys.maxsize` / `Number.MAX_SAFE_INTEGER` / `math.MaxInt64` / `i32::MAX`, empty collections suggest `boundary`994. **Setup complexity** -- minimal setup with basic assertions suggests `smoke`; external dependencies (file/db/net/env) suggest `integration`1005. **Comments and names** -- references to issue numbers or "regression" / "bug" / "fix for #..." suggest `regression`1016. **Timing assertions** -- `Stopwatch`, `BenchmarkDotNet`, elapsed-time checks; pytest-benchmark fixtures; benchmark.js; JMH `@Benchmark`; `go test -bench`; criterion.rs; XCTMetric; Google Benchmark; kotlinx-benchmark suggest `performance`1027. **Feature centrality** -- tests on primary public API entry points or critical user workflows suggest `critical-path`1038. **Security patterns** -- validates auth, checks permissions, sanitizes input, tests for injection, handles tokens/secrets suggest `security`1049. **Parallel/async constructs** -- per-language concurrency primitives (see Trait Taxonomy table) suggest `concurrency`10510. **Fault injection** -- simulates failures, tests retries, timeouts, or circuit breakers suggest `resilience`10611. **State mutation** -- deletes external records, drops resources, modifies shared/global state suggest `destructive`10712. **Full-stack flow** -- test spans entry point through data layer to final response, covering a complete user scenario suggest `end-to-end`10813. **Config/settings** -- loads configuration, tests missing keys, validates options, checks environment variables suggest `configuration`10914. **Known instability** -- test has skip / ignore annotations with comments about flakiness, or names contain "flaky" / "intermittent" suggest `flaky`11015. **Default** -- if the test verifies a normal success path, tag `positive`111112When in doubt between `positive` and `negative`, read the assertion: if it asserts success -> `positive`; if it asserts failure -> `negative`.113114### Step 4: Apply trait attributes (or report only)115116**If the loaded language extension declares `auto-edit` for the framework**, add the appropriate attribute to each test method. Place trait attributes adjacent to the existing test attribute. Examples:117118**MSTest:**119```csharp120[TestMethod]121[TestCategory("negative")]122[TestCategory("boundary")]123public void Parse_NullInput_ThrowsArgumentNullException() { ... }124```125126**xUnit:**127```csharp128[Fact]129[Trait("Category", "positive")]130[Trait("Category", "critical-path")]131public void CreateOrder_ValidItems_ReturnsConfirmation() { ... }132```133134**NUnit:**135```csharp136[Test]137[Category("regression")]138[Category("negative")]139public void Calculate_OverflowInput_ReturnsError() // Fix for #1234140{ ... }141```142143**pytest:**144```python145@pytest.mark.negative146@pytest.mark.boundary147def test_parse_none_input_raises_value_error():148 ...149```150151**JUnit 5:**152```java153@Test154@Tag("positive")155@Tag("critical-path")156void createOrder_validItems_returnsConfirmation() { ... }157```158159**TestNG:**160```java161@Test(groups = {"negative", "boundary"})162public void parse_nullInput_throwsIllegalArgumentException() { ... }163```164165**RSpec:**166```ruby167it "rejects null input", :negative, :boundary do168 ...169end170```171172**Pester:**173```powershell174It 'Rejects null input' -Tag 'negative','boundary' {175 ...176}177```178179**Kotest:**180```kotlin181@Tags(Negative, Boundary)182class ParserSpec : StringSpec({183 "rejects null input" { ... }184})185```186187**Swift Testing:**188```swift189@Test(.tags(.negative, .boundary))190func parseNullInputThrows() throws { ... }191```192193**Catch2:**194```cpp195TEST_CASE("Parse null input throws", "[negative][boundary]") { ... }196```197198**If the loaded language extension declares `report-only` for the framework** (Go standard `testing`, plain Jest/Vitest without convention, Rust without project-specific cfg, plain XCTest, plain GoogleTest, plain Mocha), do NOT modify source files. Instead emit a Markdown table mapping each test to its suggested tags, and recommend a project-wide convention the team can adopt (build tags, file suffix, describe-block prefix, GoogleTest filter prefix, test-plan grouping, etc.).199200**If the loaded language extension declares `convention-based`** (e.g., Go `//go:build integration`, `*_integration_test.go`, GoogleTest `INTEGRATION_*` prefix), only emit canonical edits when the user has confirmed the project's convention. Otherwise treat as `report-only`.201202### Step 5: Generate trait summary203204After tagging, produce a summary table:205206```207## Trait Distribution208209| Trait | Count | % of Total |210|---------------|-------|------------|211| positive | 42 | 53.8% |212| negative | 22 | 28.2% |213| boundary | 8 | 10.3% |214| critical-path | 12 | 15.4% |215| smoke | 3 | 3.8% |216| regression | 5 | 6.4% |217| integration | 4 | 5.1% |218| end-to-end | 2 | 2.6% |219| performance | 1 | 1.3% |220| security | 3 | 3.8% |221| concurrency | 2 | 2.6% |222| resilience | 1 | 1.3% |223| destructive | 1 | 1.3% |224| configuration | 2 | 2.6% |225| flaky | 1 | 1.3% |226| **Total tests** | **78** | -- |227228Note: Percentages exceed 100% because tests can have multiple traits.229```230231Include observations such as:232- Ratio of positive to negative tests233- Whether critical-path tests exist for key public APIs234- Any tests that could not be confidently classified (list them for manual review)235236## Validation237238- [ ] Every test method has at least one trait classification (`positive` or `negative` at minimum) — in the report for `report-only` frameworks, or as an attribute for `auto-edit` frameworks239- [ ] No invented trait values outside the taxonomy table240- [ ] Existing trait attributes were preserved, not duplicated241- [ ] The trait summary table was generated242- [ ] For `auto-edit` frameworks, the project still builds / tests still discover after changes (`dotnet build` / `pytest --collect-only` / `mvn test-compile` / `go vet ./...` / `cargo check --tests` / `npm run test:list` / `Invoke-Pester -PassThru -Skip` / equivalent)243- [ ] For `report-only` frameworks, no source files were modified244- [ ] For `convention-based` frameworks, edits were applied ONLY when a project convention was confirmed245246## Common Pitfalls247248| Pitfall | Solution |249|---------|----------|250| Guessing traits without reading the test body | Always read assertions and setup to classify accurately |251| Tagging a test only as `boundary` without `positive`/`negative` | Every test should also be `positive` or `negative` -- `boundary` is additive |252| Using the wrong attribute syntax for the detected framework | Match the attribute style to the loaded language extension (don't put `[TestCategory]` in an xUnit project or `@pytest.mark.x` in a unittest test) |253| Duplicating an existing category attribute | Check for pre-existing traits in Step 2 before adding |254| Over-tagging as `critical-path` | Reserve for tests on primary public entry points, not every helper |255| Editing Go / plain Jest / plain Rust / plain XCTest / plain GoogleTest source | These are `report-only` by default — emit a Markdown table instead. Only edit if the user confirms a project-wide convention (build tag, file suffix, describe-prefix, test-plan grouping). |256| Inventing tag prefixes for convention-based frameworks | Confirm the project's existing convention before adopting one — don't guess between `_integration_test.go`, `//go:build integration`, or `IntegrationTest` prefix |257| Missing language-specific concurrency / async primitives | Each language has its own primitives — read the loaded language extension and the Trait Taxonomy concurrency row before classifying as `concurrency` |