跳到正文
cccskills
免费在 GitHub 公开

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.

中文简介正在准备中。当前显示原文说明。

查看安装方法

包含的文件(2)

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

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

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

评价

还没有评价。欢迎分享你的使用感受。

评论

无需登录即可发表。欢迎分享使用感受、提问,或说明在哪些环境下无法运行。

还没有评论。来写第一条吧。

提交后会立即公开。请勿填写邮箱、电话等个人信息。URL 最多 2 个。

0 / 1000 字

此表单受 reCAPTCHA 保护,适用 Google 的隐私权政策和服务条款。

同一仓库的技能

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.

中文简介正在准备中。当前显示原文说明。

rshankras/claude-code-apple-skills8122026年7月24日 更新

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

中文简介正在准备中。当前显示原文说明。

rshankras/claude-code-apple-skills8122026年7月24日 更新

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.

中文简介正在准备中。当前显示原文说明。

rshankras/claude-code-apple-skills8122026年7月24日 更新

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.

中文简介正在准备中。当前显示原文说明。

rshankras/claude-code-apple-skills8122026年7月24日 更新

alarmkit

免费

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.

中文简介正在准备中。当前显示原文说明。

rshankras/claude-code-apple-skills8122026年7月24日 更新

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.

中文简介正在准备中。当前显示原文说明。

rshankras/claude-code-apple-skills8122026年7月24日 更新

查看 rshankras 的全部技能

报告此技能的问题