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.
Test quality validation through mutation testing, assessing test suite effectiveness by introducing code mutations and measuring kill rate.
$ npx skills add proffesor-for-testing/agentic-qe --skill mutation-testing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install proffesor-for-testing/agentic-qe 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/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .claude/skills && cp -r skills-src/assets/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/proffesor-for-testing/agentic-qe/tree/main/assets/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/proffesor-for-testing/agentic-qe/tree/main/assets/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 proffesor-for-testing/agentic-qe --skill mutation-testing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install proffesor-for-testing/agentic-qe mutation-testing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .agents/skills && cp -r skills-src/assets/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/proffesor-for-testing/agentic-qe/tree/main/assets/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 proffesor-for-testing/agentic-qe --skill mutation-testing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install proffesor-for-testing/agentic-qe mutation-testing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/assets/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/proffesor-for-testing/agentic-qe/tree/main/assets/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/proffesor-for-testing/agentic-qe.git --path assets/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 proffesor-for-testing/agentic-qe --skill mutation-testing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install proffesor-for-testing/agentic-qe mutation-testing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/assets/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/proffesor-for-testing/agentic-qe/tree/main/assets/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 proffesor-for-testing/agentic-qe 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 proffesor-for-testing/agentic-qe --skill mutation-testing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .github/skills && cp -r skills-src/assets/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/proffesor-for-testing/agentic-qe/tree/main/assets/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 proffesor-for-testing/agentic-qe --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 proffesor-for-testing/agentic-qe mutation-testing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/assets/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/proffesor-for-testing/agentic-qe/tree/main/assets/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-testingTest quality validation through mutation testing, assessing test suite effectiveness by introducing code mutations and measuring kill rate.
Mutation Testing is an agent skill from proffesor-for-testing/agentic-qe. Test quality validation through mutation testing, assessing test suite effectiveness by introducing code mutations and measuring kill rate. Use when evaluating test quality, identifying weak tests, or proving tests actually catch bugs.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including scripts and reference files (for example `config.json`, `evals/mutation-testing.yaml` and `references/mutation-operators.md`).
It sits in Testing & QA, covering Test coverage and Test generation. The repository describes itself as: Agentic QE Fleet is an open-source AI-powered QA/QE platform designed for use with Coding Agents (works best with Claude Code) featuring specialized agents and skills to support… The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 829d030. 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.
Ships 1 file in scripts/, which the agent can run.
Shell commands in SKILL.md call:
npxnpmnodeFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npx and npm, 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 1.7k tokens when it runs, and up to ~2.1k if it reads all its reference files. Until then it costs about 63 tokens; SKILL.md has 355 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); the scripts in this folder are not scanned.
The full file from proffesor-for-testing/agentic-qe at commit 829d030, republished under its MIT licence (© proffesor-for-testing). 355 words, ~1,742 tokens.
.claude/skills/mutation-testing/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.<default_to_action> When validating test quality or improving test effectiveness:
Quick Mutation Metrics:
Critical Success Factors:
| Score | Interpretation |
|---|---|
| 90%+ | Excellent test quality |
| 80-90% | Good, minor improvements |
| 60-80% | Needs attention |
| < 60% | Significant gaps |
| Category | Original | Mutant |
|---|---|---|
| Arithmetic | a + b | a - b |
| Relational | x >= 18 | x > 18 |
| Logical | a && b | a || b |
| Conditional | if (x) | if (true) |
| Statement | return x | (removed) |
// Original code
function isAdult(age) {
return age >= 18; // ← Mutant: change >= to >
}
// Strong test (catches mutation)
test('18 is adult', () => {
expect(isAdult(18)).toBe(true); // Kills mutant!
});
// Weak test (mutation survives)
test('19 is adult', () => {
expect(isAdult(19)).toBe(true); // Doesn't catch >= vs >
});
// Surviving mutant → Test needs boundary value# Install
npm install --save-dev @stryker-mutator/core @stryker-mutator/jest-runner
# Initialize
npx stryker initConfiguration:
{
"packageManager": "npm",
"reporters": ["html", "clear-text", "progress"],
"testRunner": "jest",
"coverageAnalysis": "perTest",
"mutate": [
"src/**/*.ts",
"!src/**/*.spec.ts"
],
"thresholds": {
"high": 90,
"low": 70,
"break": 60
}
}Run:
npx stryker runOutput:
Mutation Score: 87.3%
Killed: 124
Survived: 18
No Coverage: 3
Timeout: 1// Surviving mutant: >= changed to >
function calculateDiscount(quantity) {
if (quantity >= 10) { // Mutant survives!
return 0.1;
}
return 0;
}
// Original weak test
test('large order gets discount', () => {
expect(calculateDiscount(15)).toBe(0.1); // Doesn't test boundary
});
// Fixed: Add boundary test
test('exactly 10 gets discount', () => {
expect(calculateDiscount(10)).toBe(0.1); // Kills mutant!
});
test('9 does not get discount', () => {
expect(calculateDiscount(9)).toBe(0); // Tests below boundary
});// Analyze mutation score and generate fixes
await Task("Mutation Analysis", {
targetFile: 'src/payment.ts',
generateMissingTests: true,
minScore: 80
}, "qe-test-generator");
// Returns:
// {
// mutationScore: 0.65,
// survivedMutations: [
// { line: 45, operator: '>=', mutant: '>', killedBy: null }
// ],
// generatedTests: [
// 'test for boundary at line 45'
// ]
// }
// Coverage + mutation correlation
await Task("Coverage Quality Analysis", {
coverageData: coverageReport,
mutationData: mutationReport,
identifyWeakCoverage: true
}, "qe-coverage-analyzer");aqe/mutation-testing/
├── mutation-results/* - Stryker reports
├── surviving/* - Surviving mutants
├── generated-tests/* - Tests to kill mutants
└── trends/* - Mutation score over timeconst mutationFleet = await FleetManager.coordinate({
strategy: 'mutation-testing',
agents: [
'qe-test-generator', // Generate tests for survivors
'qe-coverage-analyzer', // Coverage correlation
'qe-quality-analyzer' // Quality assessment
],
topology: 'sequential'
});High code coverage ≠ good tests. 100% coverage but weak assertions = useless. Mutation testing proves tests actually catch bugs.
Focus on critical paths first. Don't mutation test everything - prioritize payment, authentication, data integrity code.
With Agents: Agents run mutation analysis, identify surviving mutants, and generate missing test cases to kill them. Automated improvement of test quality.
After each mutation test run, append results to run-history.json in this skill directory:
node -e "
const fs = require('fs');
const h = JSON.parse(fs.readFileSync('.claude/skills/mutation-testing/run-history.json'));
h.runs.push({date: new Date().toISOString().split('T')[0], mutation_score_pct: SCORE, killed: KILLED, survived: SURVIVED});
fs.writeFileSync('.claude/skills/mutation-testing/run-history.json', JSON.stringify(h, null, 2));
"Read run-history.json before each run to track score improvements over time.
/qe-test-generation to ensure tests exist/qe-coverage-analysis to prioritize improvement areas/qe-quality-assessment for ship/no-ship decision--testRunner jest explicitly if both jest and vitest are installed>= to > in date comparisons rarely gets killed — add boundary tests--mutate to target specific functions--concurrency defaults to CPU count which OOMs in containers — set to 2© proffesor-for-testing, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 7 other files (scripts, references) in assets/skills/mutation-testing of proffesor-for-testing/agentic-qe.
Open the folder on GitHubat commit 829d030
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 skillproffesor-for-testing/agentic-qe | 494 | — | ~1.7k | 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 | |
| Write Testsgnomeria/usbtree | 688 | — | ~622 | Automated safety check: Pass | MIT | |
| Mutation Testjmagly/aiwg | 220 | — | ~3.2k | 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.
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.
Elite588/AUTOGPT
Analyze the current branch diff against dev, plan integration tests for changed frontend pages/components, and write them.
proffesor-for-testing/agentic-qe
Consumer-driven contract testing for microservices using Pact, schema validation, API versioning, and backward compatibility testing.
proffesor-for-testing/agentic-qe
Profiles application performance under load using k6, Artillery, or JMeter to measure latency, throughput, and error rates.
proffesor-for-testing/agentic-qe
Conduct context-driven code reviews focusing on quality, testability, and maintainability.
proffesor-for-testing/agentic-qe
Scans for security vulnerabilities including XSS, SQL injection, CSRF, and auth flaws using OWASP Top 10 methodology.
proffesor-for-testing/agentic-qe
Database schema validation, data integrity testing, migration testing, transaction isolation, and query performance.
proffesor-for-testing/agentic-qe
WCAG 2.2 compliance testing, screen reader validation, and inclusive design verification.
Categories
Test quality validation through mutation testing, assessing test suite effectiveness by introducing code mutations and measuring kill rate. Mutation Testing is an agent skill from proffesor-for-testing/agentic-qe. Test quality validation through mutation testing, assessing test suite effectiveness by introducing code mutations and measuring kill rate.
Mutation Testing fits situations like: evaluating test quality; identifying weak tests; proving tests actually catch bugs.
Run `npx skills add proffesor-for-testing/agentic-qe --skill mutation-testing -a claude-code`. Or copy the skill folder (assets/skills/mutation-testing in proffesor-for-testing/agentic-qe) into .claude/skills/mutation-testing in your project. Claude Code loads it when a task matches its description.
Run `npx skills add proffesor-for-testing/agentic-qe --skill mutation-testing -a codex`. Or copy the skill folder (assets/skills/mutation-testing in proffesor-for-testing/agentic-qe) 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 proffesor-for-testing/agentic-qe --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 (npx, npm and node). Our summary lists: Node.js.
SKILL.md contains no URLs. Its commands use npx and npm, 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
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 1.7k tokens (SKILL.md is roughly 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 377 tokens, read only when the agent opens those files.
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 Write Tests (gnomeria/usbtree, 688 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
proffesor-for-testing (a GitHub user) maintains it in proffesor-for-testing/agentic-qe, which has 494 GitHub stars. The repository holds 111 skills in this directory. The repository was last updated on October 4, 2026.
Source: proffesor-for-testing/agentic-qe on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.