본문으로 건너뛰기
cccskills
무료GitHub에 공개

mutation-testing

EXPERIMENTAL — mutation testing with muter to measure whether tests actually assert anything: mutants that survive reveal assertion-free coverage. Advisory report only, never a merge gate. Use on engine/logic targets when coverage numbers look good but bugs still slip through.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

설치 방법 보기

포함된 파일(2)

  • SKILL.md4.3 KB
  • templates/muter.conf.yml678 B

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

Mutation Testing (Experimental)

Status: EXPERIMENTAL — advisory report only. Never wire this as a merge gate.

Coverage proves a line ran under test; mutation testing proves a test would notice if the line were wrong. Muter mutates the source (flips > to <, && to ||, deletes statements), reruns the suite per mutant, and reports the mutants that survived — code that is covered but effectively unasserted. It is the truest answer to "did the agent write real tests or coverage theater," and also the slowest and most fragile tool in the gauntlet, which is why it stays advisory.

When This Skill Activates

Use this skill when:

  • Coverage is healthy but bugs still slip through covered code
  • Auditing agent-written test suites for assertion-free tests
  • A periodic (nightly/weekly) quality audit of engine/logic targets

Do NOT use as a per-commit or merge-blocking check — a full mutation run multiplies the suite's runtime by the mutant count.

Setup

  1. Install muter and confirm it runs against the current Xcode before investing further:
brew install muter-mutation-testing/formulae/muter
muter --version
  1. Copy templates/muter.conf.yml to the repo root as muter.conf.yml and scope it (see below).
  2. First run:
muter run    # writes an HTML/console report of surviving mutants

Scoping: Engines Only

Mutation-test the code where logic density is highest and the suite claims real coverage — engine/store/service types. Exclude UI, generated code, and test files: mutating a SwiftUI body mostly produces noise, and every excluded file cuts the runtime multiplier.

mutateSourcesInDirectories:
  - App/Engines
  - App/Stores
excludeList:
  - "*View.swift"
  - "*Preview*"

Reading the Report

  • Killed mutant — a test failed: the suite genuinely asserts this behavior.
  • Survived mutant — every test passed with the code broken: coverage without verification. Each survivor is a concrete, located prompt: write the assertion that kills it.
  • Mutation score (killed ÷ total) is a trend number for the same scope over time; do not chase an absolute score.

Caveats (Why This Stays Advisory)

  • Toolchain fragility: muter rewrites source and drives xcodebuild; new Xcode releases can break it until the project catches up. Always verify a plain muter run completes on the current toolchain before trusting results.
  • Swift Testing detection: muter's kill detection matured on XCTest. Verify it detects Swift Testing (#expect) failures in YOUR project: run one mutant cycle on a file whose suite you trust, and confirm survivors/kills match expectations.
  • Runtime: suite time × mutants. Scope hard, run nightly or on demand.

Deterministic Fallback: Manual Mutation Spot-Checks

When muter can't run (toolchain break, CI limits), the drill from testing/fitness-functions/ scales down to single mutations by hand:

  1. Pick a critical function; invert one condition (or return a constant).
  2. Run its suite — a test MUST fail. If nothing fails, the suite has an assertion gap: write the missing test now.
  3. Revert. Two or three spot-checks per engine per release is a meaningful audit.

Common Pitfalls

PitfallProblemSolution
Wiring as a merge gateRuntime + fragility block everyoneNightly/on-demand advisory report
Mutating the whole appHours of UI-noise mutantsScope to engine/store directories
Chasing a scoreScore varies with scope, not qualityTrack survivors fixed, not the percentage
Trusting an unverified runKill detection may miss the test frameworkCalibrate on a suite you trust first

References

  • testing/coverage-ratchet/ — the cheap proxy this tool audits
  • testing/fitness-functions/ — deliberate-break drill (the manual fallback)
  • testing/tdd-feature/ — writing the assertions that kill survivors

리뷰

아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.

댓글

로그인 없이 쓸 수 있습니다. 사용 후기, 질문, 작동하지 않은 환경 등을 편하게 남겨 주세요.

아직 댓글이 없습니다. 첫 댓글을 남겨 보세요.

보내면 바로 공개됩니다. 이메일 주소나 전화번호 같은 개인 정보는 쓰지 마세요. URL은 2개까지입니다.

0 / 1,000자

이 양식은 reCAPTCHA로 보호되며 Google 개인정보처리방침 및 서비스 약관이 적용됩니다.

같은 저장소의 스킬

Run a structured accessibility audit on an iOS/macOS app — automated XCUITest audits, Accessibility Inspector, manual VoiceOver/Dynamic Type passes, and App Store Accessibility Nutrition Label evaluation. Use before release, when preparing Nutrition Label declarations, or for EU Accessibility Act compliance.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

rshankras/claude-code-apple-skills8132026년 7월 24일 업데이트

Generate accessibility infrastructure for VoiceOver, Dynamic Type, and accessibility features. Use when improving app accessibility, adding accessibility labels and hints, or auditing compliance.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

rshankras/claude-code-apple-skills8132026년 7월 24일 업데이트

Generates an Apple-compliant account deletion flow with multi-step confirmation UI, optional data export, configurable grace period, Keychain cleanup, and server-side deletion request. Use when user needs account deletion, right-to-delete, or Apple App Review compliance for account removal.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

rshankras/claude-code-apple-skills8132026년 7월 24일 업데이트

Privacy-preserving ad measurement with AdAttributionKit (SKAdNetwork's successor) — install and re-engagement attribution, conversion-value strategy under crowd anonymity, and end-to-end postback testing. Use when running paid acquisition beyond Apple Ads, measuring re-engagement campaigns, designing conversion values, or migrating from SKAdNetwork.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

rshankras/claude-code-apple-skills8132026년 7월 24일 업데이트

alarmkit

무료

AlarmKit integration for scheduling alarms and timers with custom UI, Live Activities, and snooze support. Use when implementing alarm or timer features in iOS 26+ apps.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

rshankras/claude-code-apple-skills8132026년 7월 24일 업데이트

Interpret app metrics and make data-driven decisions. Covers DAU/MAU, retention, LTV, ARPU, App Store Connect analytics, AARRR funnel analysis, cohort analysis, and diagnostic decision trees. Use when user wants to understand their metrics, diagnose problems, or build a data-driven growth plan.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

rshankras/claude-code-apple-skills8132026년 7월 24일 업데이트

rshankras의 스킬 모두 보기

이 스킬의 문제 신고