Patterns and techniques for evaluating and improving AI agent outputs.
日本語の概要は準備中です。原文の説明を表示しています。
Measures test effectiveness. Coverlet code coverage, Stryker.NET mutation testing, flaky tests.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Test quality analysis for .NET projects. Covers code coverage collection with coverlet, human-readable coverage reports with ReportGenerator, CRAP (Change Risk Anti-Patterns) score analysis to identify undertested complex code, mutation testing with Stryker.NET to evaluate test suite effectiveness, and strategies for detecting and managing flaky tests.
Version assumptions: Coverlet 6.x+, ReportGenerator 5.x+, Stryker.NET 4.x+ (.NET 8.0+ baseline). Coverlet supports
both the MSBuild integration (coverlet.msbuild) and the coverlet.collector data collector; examples use
coverlet.collector as the recommended approach.
Prerequisites: Test project already scaffolded via [skill:dotnet-add-testing] with coverlet packages referenced. .NET 8.0+ baseline required.
Cross-references: [skill:dotnet-testing-strategy] for deciding what to test and coverage target guidance, [skill:dotnet-xunit] for xUnit test framework features and configuration.
Coverlet is the standard open-source code coverage library for .NET. It instruments assemblies at build time or via a data collector and produces coverage reports in multiple formats.
<!-- Data collector approach (recommended) -->
<PackageReference Include="coverlet.collector" Version="8.0.0">
<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
<PrivateAssets>all</PrivateAssets>
</PackageReference>
```text
### Collecting Coverage
```bash
# Collect coverage with Cobertura output (default for ReportGenerator)
dotnet test --collect:"XPlat Code Coverage"
# Specify output format explicitly
dotnet test --collect:"XPlat Code Coverage" \
-- DataCollectionRunSettings.DataCollectors.DataCollector.Configuration.Format=cobertura
# Multiple formats
dotnet test --collect:"XPlat Code Coverage" \
-- DataCollectionRunSettings.DataCollectors.DataCollector.Configuration.Format=cobertura,opencover
```text
Coverage results are written to `TestResults/<guid>/coverage.cobertura.xml` under each test project's output directory.
### Filtering Coverage
Exclude generated code, test projects, or specific namespaces:
```bash
dotnet test --collect:"XPlat Code Coverage" \
-- DataCollectionRunSettings.DataCollectors.DataCollector.Configuration.Exclude="[*.Tests]*,[*.IntegrationTests]*" \
DataCollectionRunSettings.DataCollectors.DataCollector.Configuration.ExcludeByAttribute="GeneratedCodeAttribute,ObsoleteAttribute,ExcludeFromCodeCoverageAttribute"
```bash
Or configure via a `runsettings` file for repeatability:
```xml
<!-- coverlet.runsettings -->
<?xml version="1.0" encoding="utf-8"?>
<RunSettings>
<DataCollectionRunSettings>
<DataCollectors>
<DataCollector friendlyName="XPlat Code Coverage">
<Configuration>
<Format>cobertura</Format>
<Exclude>[*.Tests]*,[*.IntegrationTests]*</Exclude>
<ExcludeByAttribute>
GeneratedCodeAttribute,ObsoleteAttribute,ExcludeFromCodeCoverageAttribute
</ExcludeByAttribute>
<ExcludeByFile>**/Migrations/**</ExcludeByFile>
<IncludeTestAssembly>false</IncludeTestAssembly>
</Configuration>
</DataCollector>
</DataCollectors>
</DataCollectionRunSettings>
</RunSettings>
```text
```bash
dotnet test --settings coverlet.runsettings
```bash
### Merge Coverage from Multiple Test Projects
When a solution has multiple test projects, merge their coverage into a single report:
```bash
# Run all tests, collecting coverage per project
dotnet test --collect:"XPlat Code Coverage"
# Find all coverage files and merge via ReportGenerator (see next section)
```text
---
## Coverage Reports with ReportGenerator
ReportGenerator converts raw coverage data (Cobertura, OpenCover) into human-readable HTML reports with line-level highlighting.
### Installation
```bash
# Install as a global tool
dotnet tool install -g dotnet-reportgenerator-globaltool
# Or as a local tool
dotnet tool install dotnet-reportgenerator-globaltool
```text
### Generating Reports
```bash
# Single coverage file
reportgenerator \
-reports:"tests/MyApp.Tests/TestResults/*/coverage.cobertura.xml" \
-targetdir:"coverage-report" \
-reporttypes:"Html;TextSummary"
# Multiple test projects (glob pattern merges automatically)
reportgenerator \
-reports:"**/TestResults/*/coverage.cobertura.xml" \
-targetdir:"coverage-report" \
-reporttypes:"Html;Cobertura;TextSummary"
```xml
### Report Types
| Type | Description | Use Case |
|------|-------------|----------|
| `Html` | Interactive HTML with line highlighting | Local developer review |
| `HtmlInline_AzurePipelines` | HTML optimized for Azure DevOps | CI artifact |
| `Cobertura` | Merged Cobertura XML | Input for other tools |
| `TextSummary` | Plain text summary | CLI/CI output |
| `Badges` | SVG coverage badges | README badges |
| `MarkdownSummaryGithub` | GitHub-flavored markdown | PR comments |
### Example: Full Coverage Pipeline
```bash
#!/bin/bash
# clean previous results
rm -rf coverage-report TestResults
# run tests with coverage
dotnet test --collect:"XPlat Code Coverage" --results-directory TestResults
# generate merged HTML report
reportgenerator \
-reports:"**/TestResults/*/coverage.cobertura.xml" \
-targetdir:"coverage-report" \
-reporttypes:"Html;TextSummary;Badges"
# display summary
cat coverage-report/Summary.txt
```text
### Setting Coverage Thresholds
Enforce minimum coverage in CI by parsing the text summary or using a threshold parameter:
```bash
# ReportGenerator does not enforce thresholds directly.
# Parse the summary or use dotnet-coverage (Microsoft) for threshold enforcement.
# Alternative: use coverlet's built-in threshold via MSBuild
dotnet test /p:CollectCoverage=true \
/p:Threshold=80 \
/p:ThresholdType=line \
/p:ThresholdStat=total
```text
**Note:** The `/p:Threshold` parameter requires the `coverlet.msbuild` package (not `coverlet.collector`). For `coverlet.collector` workflows, enforce thresholds by parsing the ReportGenerator text summary in your CI script.
---
## CRAP Analysis
CRAP (Change Risk Anti-Patterns) scores identify methods that are both complex and poorly tested. A high CRAP score means the method has high cyclomatic complexity and low code coverage -- a risky combination.
### Formula
```text
CRAP(m) = complexity(m)^2 * (1 - coverage(m)/100)^3 + complexity(m)
```text
Where:
- `complexity(m)` = cyclomatic complexity of method m
- `coverage(m)` = code coverage percentage of method m (0-100)
### Interpreting CRAP Scores
| CRAP Score | Risk Level | Action |
|------------|------------|--------|
| < 5 | Low | Method is simple or well-tested |
| 5-15 | Moderate | Review -- may need additional tests |
| 15-30 | High | Prioritize: add tests or reduce complexity |
| > 30 | Critical | Refactor and add tests immediately |
### Generating CRAP Reports
ReportGenerator includes CRAP analysis when using OpenCover format as input:
```bash
# Step 1: Collect coverage in OpenCover format
dotnet test --collect:"XPlat Code Coverage" \
-- DataCollectionRunSettings.DataCollectors.DataCollector.Configuration.Format=opencover
# Step 2: Generate report with risk hotspot analysis
reportgenerator \
-reports:"**/TestResults/*/coverage.opencover.xml" \
-targetdir:"coverage-report" \
-reporttypes:"Html;RiskHotspots"
```xml
The Risk Hotspots report highlights methods sorted by CRAP score, showing:
- Method name and containing class
- Cyclomatic complexity
- Code coverage percentage
- Computed CRAP score
### Using CRAP Scores Effectively
```csharp
// Example: a method with high complexity and low coverage
// Cyclomatic complexity: 12, Coverage: 20%
// CRAP = 12^2 * (1 - 0.20)^3 + 12 = 144 * 0.512 + 12 = 85.7 (Critical)
public decimal CalculateShipping(Order order)
{
if (order.Items.Count == 0) return 0;
decimal baseRate = order.DestinationCountry switch
{
"US" => 5.99m,
"CA" => 9.99m,
"UK" => 12.99m,
_ => 19.99m
};
if (order.Total > 100) baseRate *= 0.5m;
if (order.IsPriority) baseRate *= 2.0m;
if (order.Items.Any(i => i.IsFragile)) baseRate += 4.99m;
if (order.Items.Any(i => i.IsOversized)) baseRate += 14.99m;
if (order.HasInsurance) baseRate += order.Total * 0.02m;
if (order.IsExpedited && order.DestinationCountry != "US") baseRate *= 1.5m;
return Math.Round(baseRate, 2);
}
```text
Address high CRAP scores by:
1. **Adding targeted tests** for uncovered branches to reduce the score via higher coverage
2. **Reducing complexity** by extracting methods (e.g., separate `CalculateBaseRate` and `ApplySurcharges` methods)
3. **Both** -- the most effective approach combines better coverage with simpler methods
---
## Mutation Testing with Stryker.NET
Mutation testing evaluates test suite quality by introducing small changes (mutations) to production code and checking whether tests detect them. If a mutation survives (tests still pass), the test suite has a gap.
### Installation
```bash
# Install as a global tool
dotnet tool install -g dotnet-stryker
# Or as a local tool (recommended for team consistency)
dotnet tool install dotnet-stryker
```text
### Running Stryker.NET
```bash
# From the test project directory
cd tests/MyApp.Tests
dotnet stryker
# Specify the source project explicitly
dotnet stryker --project MyApp.csproj
# Target specific files
dotnet stryker --mutate "src/Services/**/*.cs"
```csharp
### Configuration File
Create `stryker-config.json` in the test project directory:
```json
{
"$schema": "https://raw.githubusercontent.com/stryker-mutator/stryker-net/master/src/Stryker.Core/Stryker.Core/stryker-config.schema.json",
"stryker-config": {
"project": "MyApp.csproj",
"reporters": ["html", "progress", "cleartext"],
"mutation-level": "Standard",
"thresholds": {
"high": 80,
"low": 60,
"break": 50
},
"mutate": [
"src/Services/**/*.cs",
"!src/Services/Migrations/**/*.cs"
],
"ignore-mutations": [
"string",
"linq"
]
}
}
```text
### Understanding Mutation Results
Stryker reports mutations in four categories:
| Status | Meaning | Action |
|--------|---------|--------|
| **Killed** | A test detected the mutation (failed) | Good -- test suite caught the defect |
| **Survived** | No test detected the mutation (all passed) | Gap -- add or strengthen tests |
| **No Coverage** | No test covers the mutated code | Gap -- add tests for this code |
| **Timeout** | Mutation caused an infinite loop or timeout | Usually killed (counts as detected) |
### Mutation Score
```text
Mutation Score = Killed / (Killed + Survived + NoCoverage) * 100
```text
A mutation score of 80%+ indicates a strong test suite. Below 60% suggests significant gaps.
### Example: Identifying Test Gaps
Given this production code:
```csharp
public class PricingService
{
public decimal CalculateDiscount(decimal price, CustomerTier tier) =>
tier switch
{
CustomerTier.Bronze => price * 0.05m,
CustomerTier.Silver => price * 0.10m,
CustomerTier.Gold => price * 0.15m,
CustomerTier.Platinum => price * 0.20m,
_ => 0m
};
}
```text
If tests only verify `Gold` tier, Stryker generates mutations like:
- Replace `0.05m` with `0.06m` (survived -- no Bronze test)
- Replace `0.10m` with `0.11m` (survived -- no Silver test)
- Replace `0.15m` with `0.16m` (killed -- Gold test catches this)
- Replace `0.20m` with `0.21m` (survived -- no Platinum test)
- Replace `0m` with `1m` (survived -- no default test)
The HTML report highlights each surviving mutation with the exact code change, guiding where to add tests.
### Stryker Thresholds
```json
{
"thresholds": {
"high": 80, // Green: mutation score >= 80%
"low": 60, // Yellow: 60% <= mutation score < 80%
"break": 50 // Red: mutation score < 50% -> exit code 1
}
}
```text
The `break` threshold causes Stryker to return a non-zero exit code, useful for CI gates.
---
## Flaky Test Detection
Flaky tests pass and fail intermittently without code changes. They erode trust in the test suite and slow development.
### Common Causes
| Cause | Symptom | Fix |
|-------|---------|-----|
| **Shared mutable state** | Tests fail when run in specific order | Use proper test isolation (see [skill:dotnet-xunit] for fixtures) |
| **Time-dependent logic** | Tests fail near midnight or at specific times | Inject `TimeProvider` (or `ISystemClock`) instead of using `DateTime.Now` |
| **Race conditions** | Tests fail intermittently under parallel execution | Use `ICollectionFixture` for shared resources; avoid shared static state |
| **External dependencies** | Tests fail when network/services unavailable | Mock external calls; use Testcontainers for infrastructure |
| **Port conflicts** | Tests fail when another process uses the same port | Use dynamic port allocation (WebApplicationFactory handles this) |
| **File system contention** | Tests fail under parallel execution | Use unique temp directories per test (see [skill:dotnet-xunit] `IAsyncLifetime` patterns) |
### Detecting Flaky Tests
#### Repeated Runs
```bash
# Run tests multiple times to surface flakiness
for i in $(seq 1 10); do
dotnet test --logger "trx;LogFileName=run-$i.trx" || echo "Run $i failed"
done
```text
#### xUnit Conditional Skip
**xUnit v3** has built-in conditional skip via `Skip` on `[Fact]`:
```csharp
// xUnit v3 — built-in conditional skip
[Fact(Skip = "Requires external service")]
public async Task ExternalApi_ReturnsData()
{
var result = await _client.GetDataAsync();
Assert.NotEmpty(result);
}
// xUnit v3 — runtime skip via Assert.Skip
[Fact]
public async Task ExternalApi_ReturnsData()
{
if (!await IsServiceAvailable())
Assert.Skip("External service unavailable");
var result = await _client.GetDataAsync();
Assert.NotEmpty(result);
}
```text
### Time-Dependent Tests
Replace `DateTime.Now`/`DateTime.UtcNow` with .NET 8's `TimeProvider`:
```csharp
// Production code
public class SubscriptionService(TimeProvider timeProvider)
{
public bool IsExpired(Subscription sub)
{
var now = timeProvider.GetUtcNow();
return sub.ExpiresAt < now;
}
}
// Test code
[Fact]
public void IsExpired_PastExpiry_ReturnsTrue()
{
var fakeTime = new FakeTimeProvider(
new DateTimeOffset(2025, 6, 15, 0, 0, 0, TimeSpan.Zero));
var service = new SubscriptionService(fakeTime);
var sub = new Subscription
{
ExpiresAt = new DateTimeOffset(2025, 6, 14, 0, 0, 0, TimeSpan.Zero)
};
Assert.True(service.IsExpired(sub));
}
[Fact]
public void IsExpired_FutureExpiry_ReturnsFalse()
{
var fakeTime = new FakeTimeProvider(
new DateTimeOffset(2025, 6, 15, 0, 0, 0, TimeSpan.Zero));
var service = new SubscriptionService(fakeTime);
var sub = new Subscription
{
ExpiresAt = new DateTimeOffset(2025, 6, 16, 0, 0, 0, TimeSpan.Zero)
};
Assert.False(service.IsExpired(sub));
}
```text
**Note:** `FakeTimeProvider` is available in `Microsoft.Extensions.TimeProvider.Testing` (NuGet).
### Quarantine Strategy
When a flaky test cannot be fixed immediately:
```csharp
// Mark as skipped with a tracking issue
[Fact(Skip = "Flaky: tracking in #1234 -- race condition in event handler")]
public async Task EventHandler_ConcurrentEvents_ProcessesAll()
{
// ...
}
```text
Do not delete flaky tests. Skip them with an issue reference and fix them systematically.
---
## Key Principles
- **Coverage is a lagging indicator, not a target.** High coverage does not guarantee good tests. A test suite with 90% coverage can still miss critical bugs if the assertions are weak.
- **Use CRAP scores to prioritize.** Focus testing effort on methods with high complexity and low coverage rather than chasing overall coverage percentage.
- **Run mutation testing on critical paths.** Mutation testing is computationally expensive. Focus on business-critical code (pricing, authentication, data validation) rather than running it on the entire codebase.
- **Fix flaky tests immediately or quarantine them.** A flaky test that remains in the suite trains developers to ignore failures, undermining the entire test suite's value.
- **Measure trends, not snapshots.** Track coverage and mutation scores over time. A declining trend indicates test quality erosion even if absolute numbers look acceptable.
- **Exclude generated code from coverage.** Migrations, generated clients, and scaffolded code inflate or deflate coverage numbers without reflecting actual test quality.
---
## Agent Gotchas
1. **Do not confuse `coverlet.collector` with `coverlet.msbuild`.** The `coverlet.collector` package uses the `--collect:"XPlat Code Coverage"` CLI flag. The `coverlet.msbuild` package uses `/p:CollectCoverage=true` MSBuild properties. Do not mix flags across packages -- they are independent integration points.
2. **Do not hardcode coverage result paths.** The GUID in `TestResults/<guid>/coverage.cobertura.xml` changes every run. Always use glob patterns (`**/TestResults/*/coverage.cobertura.xml`) when referencing coverage output files.
3. **Do not set coverage thresholds too high initially.** Starting with 90%+ thresholds on an existing project blocks all PRs. Begin with the current baseline and increase incrementally (e.g., 5% per quarter).
4. **Do not run Stryker.NET on the entire solution for CI.** Mutation testing is CPU-intensive. In CI, limit mutations to changed files (`--since:main`) or critical paths. Reserve full runs for nightly builds.
5. **Do not ignore survived mutations in trivial code.** While some survived mutations are in code that does not warrant testing (logging, `ToString()`), review each one. Configure `ignore-mutations` in `stryker-config.json` for categories you have consciously decided not to test.
6. **Do not use `[ExcludeFromCodeCoverage]` as a blanket fix for low coverage.** This attribute hides the problem rather than solving it. Use it only for genuinely untestable code (platform interop, generated code) and ensure the reason is documented.
---
## References
- [Coverlet GitHub repository](https://github.com/coverlet-coverage/coverlet)
- [ReportGenerator GitHub repository](https://github.com/danielpalme/ReportGenerator)
- [ReportGenerator usage guide](https://github.com/danielpalme/ReportGenerator/wiki)
- [Stryker.NET documentation](https://stryker-mutator.io/docs/stryker-net/introduction/)
- [Stryker.NET configuration](https://stryker-mutator.io/docs/stryker-net/configuration/)
- [TimeProvider in .NET 8](https://learn.microsoft.com/en-us/dotnet/api/system.timeprovider)
- [Microsoft.Extensions.TimeProvider.Testing](https://www.nuget.org/packages/Microsoft.Extensions.TimeProvider.Testing)
- [CRAP metric explanation](https://testing.googleblog.com/2011/02/this-code-is-crap.html)
Primary approach: Use Serena symbol operations for efficient code navigation:
serena_find_symbol instead of text searchserena_get_symbols_overview for file organizationserena_find_referencing_symbols for impact analysisserena_replace_symbol_body for clean modificationsWhen to use Serena vs traditional tools:
Example workflow:
# Instead of:
Read: src/Services/OrderService.cs
Grep: "public void ProcessOrder"
# Use:
serena_find_symbol: "OrderService/ProcessOrder"
serena_get_symbols_overview: "src/Services/OrderService.cs"
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Patterns and techniques for evaluating and improving AI agent outputs.
日本語の概要は準備中です。原文の説明を表示しています。
Comprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness while providing detailed improvement recommendations.
日本語の概要は準備中です。原文の説明を表示しています。
Use when user requests research requiring multiple sources, comprehensive analysis, or synthesis across topics - technical research, domain knowledge gathering, market analysis, or learning about complex subjects
日本語の概要は準備中です。原文の説明を表示しています。
AI-powered wiki generation for code repositories with commands, agents, and skills
日本語の概要は準備中です。原文の説明を表示しています。
Use when building .NET 10 or C# 14 applications; when using minimal APIs, modular monolith patterns, or feature folders; when implementing HTTP resilience, Options pattern, Channels, or validation; when seeing outdated patterns like old extension method syntax
日本語の概要は準備中です。原文の説明を表示しています。
Implements accessible .NET UI. SemanticProperties, ARIA, AutomationPeer, testing per platform.
日本語の概要は準備中です。原文の説明を表示しています。