E2E Test Thinker
UniClipboard/UniClipboard
Analyze the current branch's diff against main and determine which changes are testable via CLI-based end-to-end tests.
Mutation testing ile test suite kalitesini olc. An agent skill from vibeeval/vibecosystem.
$ npx skills add vibeeval/vibecosystem --skill mutation-testing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install vibeeval/vibecosystem mutation-testing --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/vibeeval/vibecosystem.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/mutation-testing .claude/skills/mutation-testing && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "mutation-testing" agent skill from https://github.com/vibeeval/vibecosystem/tree/main/skills/mutation-testing into .claude/skills/mutation-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mutation-testing", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/vibeeval/vibecosystem/tree/main/skills/mutation-testingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add vibeeval/vibecosystem --skill mutation-testing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install vibeeval/vibecosystem mutation-testing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vibeeval/vibecosystem.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/mutation-testing .agents/skills/mutation-testing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "mutation-testing" agent skill from https://github.com/vibeeval/vibecosystem/tree/main/skills/mutation-testing into .agents/skills/mutation-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mutation-testing", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add vibeeval/vibecosystem --skill mutation-testing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install vibeeval/vibecosystem mutation-testing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vibeeval/vibecosystem.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/mutation-testing .cursor/skills/mutation-testing && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "mutation-testing" agent skill from https://github.com/vibeeval/vibecosystem/tree/main/skills/mutation-testing into .cursor/skills/mutation-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mutation-testing", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/vibeeval/vibecosystem.git --path skills/mutation-testing--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add vibeeval/vibecosystem --skill mutation-testing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install vibeeval/vibecosystem mutation-testing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vibeeval/vibecosystem.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/mutation-testing .gemini/skills/mutation-testing && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "mutation-testing" agent skill from https://github.com/vibeeval/vibecosystem/tree/main/skills/mutation-testing into .gemini/skills/mutation-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mutation-testing", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install vibeeval/vibecosystem mutation-testingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add vibeeval/vibecosystem --skill mutation-testing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/vibeeval/vibecosystem.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/mutation-testing .github/skills/mutation-testing && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "mutation-testing" agent skill from https://github.com/vibeeval/vibecosystem/tree/main/skills/mutation-testing into .github/skills/mutation-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mutation-testing", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add vibeeval/vibecosystem --skill mutation-testing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install vibeeval/vibecosystem mutation-testing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vibeeval/vibecosystem.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/mutation-testing .opencode/skills/mutation-testing && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "mutation-testing" agent skill from https://github.com/vibeeval/vibecosystem/tree/main/skills/mutation-testing into .opencode/skills/mutation-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mutation-testing", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
mutation-testingMutation testing ile test suite kalitesini olc. An agent skill from vibeeval/vibecosystem.
Mutation Testing is an agent skill from vibeeval/vibecosystem. Mutation testing ile test suite kalitesini olc. Stryker, mutmut, go-mutesting destegi.
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Testing & QA, covering Test coverage and Test generation. The repository describes itself as: AI software team for Claude Code - 138 agents, 295 skills, 73 hooks. Self-learning, multi-agent swarm, autonomous skill evolution. The licence is MIT.
12 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 3b763b1. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npmnpxpipgoFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npm, npx and pip, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Mutation Testing loads about 2.4k tokens when it runs. Until then it costs about 26 tokens; SKILL.md has 487 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from vibeeval/vibecosystem at commit 3b763b1, republished under its MIT licence (© vibeeval). 487 words, ~2,389 tokens.
.claude/skills/mutation-testing/SKILL.md (or your agent's skills folder).Mutation testing, test suite'inin kalitesini olcen bir tekniktir. Kaynak kodda kucuk degisiklikler (mutasyonlar) yapilir ve testlerin bu degisiklikleri yakalayip yakalamadigina bakilir.
Code coverage "kodun ne kadari calistiriliyor?" sorusunu yanitlar. Mutation testing "testler gercekten bir seyi kontrol ediyor mu?" sorusunu yanitlar.
%100 code coverage'a sahip ama assertion'i olmayan testler mutation testing'de FAIL alir.
# Install
npm install --save-dev @stryker-mutator/core
npx stryker init
# Jest runner
npm install --save-dev @stryker-mutator/jest-runner
# Vitest runner
npm install --save-dev @stryker-mutator/vitest-runner
# TypeScript support
npm install --save-dev @stryker-mutator/typescript-checkerConfig (stryker.config.mjs):
/** @type {import('@stryker-mutator/api/core').PartialStrykerOptions} */
export default {
mutate: [
'src/**/*.ts',
'!src/**/*.test.ts',
'!src/**/*.spec.ts',
'!src/**/*.d.ts',
'!src/**/index.ts'
],
testRunner: 'jest',
checkers: ['typescript'],
reporters: ['html', 'clear-text', 'progress', 'json'],
coverageAnalysis: 'perTest',
thresholds: {
high: 80,
low: 60,
break: null // Set to 60 to fail CI on low kill ratio
},
timeoutMS: 60000,
concurrency: 4
};Run:
npx stryker run
# Report: reports/mutation/mutation.htmlpip install mutmutConfig (pyproject.toml):
[tool.mutmut]
paths_to_mutate = "src/"
tests_dir = "tests/"
runner = "python -m pytest -x --tb=short -q"
dict_synonyms = "Struct,NamedStruct"Run:
# Full run
mutmut run
# Results
mutmut results
# Show specific mutant
mutmut show 42
# HTML report
mutmut htmlgo install github.com/zimmski/go-mutesting/cmd/go-mutesting@latestRun:
# Full run
go-mutesting ./...
# Specific package
go-mutesting ./pkg/calculator/...
# With score threshold
go-mutesting --score 0.8 ./...a + b -> a - b, a * b, a / b
a * b -> a / b, a + b
a++ -> a--Neyi test eder: Matematiksel hesaplamalarin dogrulugu
a > b -> a >= b
a < b -> a <= b
a >= b -> a > b
a <= b -> a < bNeyi test eder: Boundary condition'lar, off-by-one hatalari
true -> false
a && b -> a || b
a || b -> a && b
!a -> aNeyi test eder: Boolean logic, branch coverage
if (condition) -> if (!condition)
while (x > 0) -> while (x <= 0)Neyi test eder: Kontrol akisinin dogrulugu
return x -> return 0
return true -> return false
return "hello" -> return ""
return obj -> return nullNeyi test eder: Return value assertion'lari
"hello" -> ""
"hello" -> "Stryker was here!"Neyi test eder: String handling, empty string kontrolu
doSomething(); -> (removed)
x = calculate() -> (removed)Neyi test eder: Side effect'lerin test edilip edilmedigi
| Seviye | Kill Ratio | Anlami |
|---|---|---|
| Mukemmel | 90%+ | Test suite cok guclu |
| Iyi | 80-89% | Kabul edilebilir, kucuk iyilestirmeler |
| Orta | 60-79% | Ciddi iyilestirme gerekli |
| Zayif | < 60% | Test suite guvenilemez |
Hedef: Her projede minimum %80 kill ratio
Bir mutant survive ettiyse su adimlari takip et:
Dosya: src/calculator.ts:15
Original: if (balance > 0) { ... }
Mutant: if (balance >= 0) { ... }
Durum: SURVIVEDbalance === 0 durumunu test etmiyorit('should handle zero balance', () => {
const result = processBalance(0);
expect(result).toBe('no_funds'); // Bu test mutant'i oldurur
});npx stryker run --mutate "src/calculator.ts"Survived mutant > -> >= ise:
// Her boundary icin 3 test yaz: altinda, ustunde, tam sinirda
it('rejects when below minimum', () => expect(validate(-1)).toBe(false));
it('rejects at exact minimum', () => expect(validate(0)).toBe(false));
it('accepts above minimum', () => expect(validate(1)).toBe(true));Survived mutant return x -> return 0 ise:
// Testlerde return value'yu MUTLAKA assert et
const result = calculate(5, 3);
expect(result).toBe(8); // Spesifik deger kontroluSurvived mutant && -> || ise:
// Her boolean kombinasyonu test et
it('fails when only A is true', () => expect(check(true, false)).toBe(false));
it('fails when only B is true', () => expect(check(false, true)).toBe(false));
it('passes when both are true', () => expect(check(true, true)).toBe(true));
it('fails when both are false', () => expect(check(false, false)).toBe(false));Survived mutant statement removal ise:
// Side effect'leri de test et
calculate(5);
expect(mockLogger.info).toHaveBeenCalledWith('Calculated: 5');
expect(mockMetrics.increment).toHaveBeenCalledWith('calculations');Survived mutant !x -> x ise:
// Her iki yolu da test et
it('handles truthy input', () => expect(process(true)).toBe('A'));
it('handles falsy input', () => expect(process(false)).toBe('B'));name: Mutation Testing
on:
pull_request:
branches: [main]
schedule:
- cron: '0 2 * * 0' # Haftalik tam tarama
jobs:
mutation-test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: 20
cache: npm
- run: npm ci
- run: npx stryker run
- uses: actions/upload-artifact@v4
with:
name: mutation-report
path: reports/mutation/
- name: Check kill ratio
run: |
SCORE=$(cat reports/mutation/mutation.json | jq '.schemaVersion' -r)
# Custom threshold check scriptmutation-test:
stage: test
script:
- npm ci
- npx stryker run
artifacts:
paths:
- reports/mutation/
expire_in: 7 days
only:
- merge_requests
allow_failure: true # Ilk baslarken, sonra kaldirPR'larda sadece degisen dosyalari mutate et:
- name: Get changed files
id: changed
run: |
FILES=$(git diff --name-only origin/main...HEAD -- '*.ts' | grep -v test | tr '\n' ',')
echo "files=$FILES" >> $GITHUB_OUTPUT
- name: Run incremental mutation
if: steps.changed.outputs.files != ''
run: npx stryker run --mutate "${{ steps.changed.outputs.files }}"Sadece degisen dosyalari mutate et:
# Stryker
npx stryker run --mutate "src/changed-file.ts"
# mutmut
mutmut run --paths-to-mutate src/changed_module/Stryker'da coverageAnalysis: 'perTest' kullan. Her mutant sadece ilgili testlerle calistirilir.
Sonsuz donguye giren mutant'lar icin makul timeout:
timeoutMS: 60000, // 60 saniye max
timeoutFactor: 1.5 // Normal surenin 1.5 katiCPU sayisina gore paralel calistir:
concurrency: 4 // veya os.cpus().length - 1Onceki sonuclari cache'le:
incremental: true,
incrementalFile: 'reports/stryker-incremental.json'Bazi mutasyonlar kodun davranisini degistirmez:
// Original
const i = 0;
// Mutant (equivalent - davranis ayni)
const i = -0;Cozum: Equivalent mutant'lari rapordan cikar, survived olarak sayma.
while (true) veya for(;;) gibi durumlar:
Cozum: Timeout ayarini dogru yap, timeout mutant'larini "killed" say.
Buyuk codebase'lerde saatlerce surebilir: Cozum: Incremental mode, per-test coverage, parallelism kullan.
Mutant, baska testleri de etkiler: Cozum: Testlerin bagimsiz oldugunu dogrula, shared state kullanma.
Flaky testler mutant'lari yanlis killed gosterebilir: Cozum: Once flaky testleri duzelt, sonra mutation test calistir.
Config dosyalarini mutate etmenin anlami yok:
Cozum: mutate pattern'indan config, constants, types dosyalarini haric tut.
Bu skill su durumlarda aktive olur:
© vibeeval, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/mutation-testing of vibeeval/vibecosystem.
Open the folder on GitHubat commit 3b763b1
Mutation Testing next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Mutation Testing this skillvibeeval/vibecosystem | 531 | — | ~2.4k | Automated safety check: Pass | MIT | |
| E2E Test ThinkerUniClipboard/UniClipboard | 1.8k | — | ~1.7k | Automated safety check: Pass | AGPL-3.0 | |
| Ralph Coveragejvm-skills/jvm-skills | 140 | — | ~683 | Automated safety check: Pass | Apache-2.0 | |
| Designing TestsCloudAI-X/opencode-workflow | 275 | — | ~2.9k | Automated safety check: Pass | MIT | |
| Mutation Testingproffesor-for-testing/agentic-qe | 494 | — | ~1.7k | Automated safety check: Pass | MIT | |
| Write Testsgnomeria/usbtree | 688 | — | ~622 | Automated safety check: Pass | MIT |
UniClipboard/UniClipboard
Analyze the current branch's diff against main and determine which changes are testable via CLI-based end-to-end tests.
jvm-skills/jvm-skills
Run Ralph in coverage mode — iteratively write tests for untested classes until coverage targets are met.
CloudAI-X/opencode-workflow
Guides test strategy, TDD/BDD approaches, test coverage planning, and testing best practices.
proffesor-for-testing/agentic-qe
Test quality validation through mutation testing, assessing test suite effectiveness by introducing code mutations and measuring kill rate.
gnomeria/usbtree
Author tests that match the repo's stack and existing test style, at the cheapest level that catches the regression.
jmagly/aiwg
Run mutation testing to validate test quality beyond code coverage.
vibeeval/vibecosystem
Framework for measuring and tracking agent response quality over time.
vibeeval/vibecosystem
Security-focused differential code review with blast radius analysis, risk-adaptive depth (DEEP/FOCUSED/SURGICAL), git history correlation, and structured finding format.
vibeeval/vibecosystem
A skill your agent uses when making any factual claim about the codebase — existence, absence, or behavior.
vibeeval/vibecosystem
Systematic false positive verification for security findings.
vibeeval/vibecosystem
n8n otomasyon workflow'lari. An agent skill from vibeeval/vibecosystem.
vibeeval/vibecosystem
A skill your agent uses when context compression is imminent, when resuming a session, or when preserving critical decisions across long tasks.
Categories
Mutation testing ile test suite kalitesini olc. An agent skill from vibeeval/vibecosystem. Mutation Testing is an agent skill from vibeeval/vibecosystem. Mutation testing ile test suite kalitesini olc.
Mutation Testing fits situations like: tasks that involve Test coverage; tasks that involve Test generation.
Run `npx skills add vibeeval/vibecosystem --skill mutation-testing -a claude-code`. Or copy the skill folder (skills/mutation-testing in vibeeval/vibecosystem) into .claude/skills/mutation-testing in your project. Claude Code loads it when a task matches its description.
Run `npx skills add vibeeval/vibecosystem --skill mutation-testing -a codex`. Or copy the skill folder (skills/mutation-testing in vibeeval/vibecosystem) into .agents/skills/mutation-testing in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add vibeeval/vibecosystem --skill mutation-testing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mutation-testing, .gemini/skills/mutation-testing, .github/skills/mutation-testing and .opencode/skills/mutation-testing in your project.
Going by SKILL.md and its folder, Mutation Testing needs the command-line tools its instructions call (npm, npx, pip and go). Our summary lists: Python 3; Node.js.
SKILL.md contains no URLs. Its commands use npm, npx and pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Mutation Testing is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.4k tokens (SKILL.md is roughly 9.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Mutation Testing: E2E Test Thinker (UniClipboard/UniClipboard, 1.8k stars), Ralph Coverage (jvm-skills/jvm-skills, 140 stars), Designing Tests (CloudAI-X/opencode-workflow, 275 stars) and Mutation Testing (proffesor-for-testing/agentic-qe, 494 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
vibeeval (a GitHub user) maintains it in vibeeval/vibecosystem, which has 531 GitHub stars. The repository holds 144 skills in this directory. The repository was last updated on August 8, 2026.
Source: vibeeval/vibecosystem on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.