QA Metrics
petrkindlmann/qa-skills
Define, track, and act on QA metrics: test coverage percentage, flakiness rate, defect escape rate, MTTR, test execution time trends, automation ROI, quality gates, and SLAs for test suites.
Move testing activities earlier in the development lifecycle to catch defects when they're cheapest to fix.
$ npx skills add proffesor-for-testing/agentic-qe --skill shift-left-testing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install proffesor-for-testing/agentic-qe shift-left-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/shift-left-testing .claude/skills/shift-left-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 "shift-left-testing" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/shift-left-testing into .claude/skills/shift-left-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shift-left-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/shift-left-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 shift-left-testing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install proffesor-for-testing/agentic-qe shift-left-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/shift-left-testing .agents/skills/shift-left-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 "shift-left-testing" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/shift-left-testing into .agents/skills/shift-left-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shift-left-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 shift-left-testing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install proffesor-for-testing/agentic-qe shift-left-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/shift-left-testing .cursor/skills/shift-left-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 "shift-left-testing" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/shift-left-testing into .cursor/skills/shift-left-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shift-left-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/shift-left-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 shift-left-testing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install proffesor-for-testing/agentic-qe shift-left-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/shift-left-testing .gemini/skills/shift-left-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 "shift-left-testing" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/shift-left-testing into .gemini/skills/shift-left-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shift-left-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 shift-left-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 shift-left-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/shift-left-testing .github/skills/shift-left-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 "shift-left-testing" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/shift-left-testing into .github/skills/shift-left-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shift-left-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 shift-left-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 shift-left-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/shift-left-testing .opencode/skills/shift-left-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 "shift-left-testing" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/shift-left-testing into .opencode/skills/shift-left-testing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shift-left-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.
shift-left-testingMove testing activities earlier in the development lifecycle to catch defects when they're cheapest to fix.
Shift Left Testing is an agent skill from proffesor-for-testing/agentic-qe. Move testing activities earlier in the development lifecycle to catch defects when they're cheapest to fix. Use when implementing TDD, CI/CD, or early quality practices.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts (for example `evals/shift-left-testing.yaml`, `schemas/output.json` and `scripts/validate-config.json`).
It sits in Testing & QA, covering CI/CD, Test-driven development 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.
4 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.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
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.
Shift Left Testing loads about 1.2k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 268 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). 268 words, ~1,199 tokens.
.claude/skills/shift-left-testing/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.<default_to_action> When implementing early testing practices:
Quick Shift-Left Levels:
| Level | Practice | When |
|---|---|---|
| 1 | Unit tests in PR | Before merge |
| 2 | TDD | Before implementation |
| 3 | BDD/Example Mapping | During refinement |
| 4 | Risk Analysis | During design |
# CI pipeline - tests run on every commit
name: CI
on: [push, pull_request]
jobs:
test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- run: npm ci
- run: npm run test:unit
- run: npm run test:integration
- run: npm run lint
quality-gate:
needs: test
steps:
- name: Coverage Check
run: npx coverage-check --min 80
- name: No New Warnings
run: npm run lint -- --max-warnings 0// Validate requirements testability
await Task("Requirements Validation", {
requirements: userStories,
check: ['INVEST-criteria', 'testability', 'ambiguity'],
generateBDD: true
}, "qe-requirements-validator");
// Generate tests from requirements
await Task("Generate Tests", {
source: 'requirements',
types: ['unit', 'integration', 'e2e'],
coverage: 'comprehensive'
}, "qe-test-generator");
// Smart test selection for changes
await Task("Select Regression Tests", {
changedFiles: prFiles,
algorithm: 'risk-based',
targetReduction: 0.7 // 70% time savings
}, "qe-regression-risk-analyzer");aqe/shift-left/
├── requirements/* - Validated requirements
├── generated-tests/* - Auto-generated tests
├── coverage-targets/* - Coverage goals by component
└── pipeline-results/* - CI/CD test historyconst shiftLeftFleet = await FleetManager.coordinate({
strategy: 'shift-left',
agents: [
'qe-requirements-validator', // Level 3-4
'qe-test-generator', // Level 2
'qe-regression-risk-analyzer' // Smart selection
],
topology: 'sequential'
});With Agents: Agents validate requirements testability, generate tests from specs, and select optimal regression suites. Use agents to implement shift-left practices consistently.
/tdd-london-chicago for specific TDD guidance/qe-test-generation for AI-powered test generation/cicd-pipeline-qe-orchestrator for pipeline setup© 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 3 other files (scripts) in assets/skills/shift-left-testing of proffesor-for-testing/agentic-qe.
Open the folder on GitHubat commit 829d030
Shift Left 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 |
|---|---|---|---|---|---|---|
| Shift Left Testing this skillproffesor-for-testing/agentic-qe | 494 | — | ~1.2k | Automated safety check: Pass | MIT | |
| QA Metricspetrkindlmann/qa-skills | 165 | — | ~5.3k | Automated safety check: Pass | MIT | |
| Bats Shell Testing Patternswshobson/agents | 40k | 12 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Deploy Release Testvercel/next.js | 143k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Designing TestsCloudAI-X/opencode-workflow | 275 | — | ~2.9k | Automated safety check: Pass | MIT | |
| TDD Guidealirezarezvani/claude-code-skill-factory | 880 | 1 repos | ~2.7k | Automated safety check: Pass | MIT |
petrkindlmann/qa-skills
Define, track, and act on QA metrics: test coverage percentage, flakiness rate, defect escape rate, MTTR, test execution time trends, automation ROI, quality gates, and SLAs for test suites.
wshobson/agents
Writes unit tests for shell scripts with Bats: error-condition tests, fixtures and mocks, cross-shell checks, parallel runs, helper files and CI integration.
vercel/next.js
Validate a commit-specific Next.js preview package and manually trigger the entire Next.js deployment test suite through the teste2edeployrelease.yml GitHub Actions workflow.
CloudAI-X/opencode-workflow
Guides test strategy, TDD/BDD approaches, test coverage planning, and testing best practices.
alirezarezvani/claude-code-skill-factory
Comprehensive Test Driven Development guide for engineering subagents with multi-framework support, coverage analysis, and intelligent test generation
Azure/azure-sdk-tools
Analyze Azure SDK CI/CD pipeline failures into a structured diagnosis, and define the required output format.
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
Test quality validation through mutation testing, assessing test suite effectiveness by introducing code mutations and measuring kill rate.
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.
Categories
Move testing activities earlier in the development lifecycle to catch defects when they're cheapest to fix. Shift Left Testing is an agent skill from proffesor-for-testing/agentic-qe. Move testing activities earlier in the development lifecycle to catch defects when they're cheapest to fix.
Shift Left Testing fits situations like: implementing TDD; early quality practices.
Run `npx skills add proffesor-for-testing/agentic-qe --skill shift-left-testing -a claude-code`. Or copy the skill folder (assets/skills/shift-left-testing in proffesor-for-testing/agentic-qe) into .claude/skills/shift-left-testing in your project. Claude Code loads it when a task matches its description.
Run `npx skills add proffesor-for-testing/agentic-qe --skill shift-left-testing -a codex`. Or copy the skill folder (assets/skills/shift-left-testing in proffesor-for-testing/agentic-qe) into .agents/skills/shift-left-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 shift-left-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/shift-left-testing, .gemini/skills/shift-left-testing, .github/skills/shift-left-testing and .opencode/skills/shift-left-testing in your project.
SKILL.md names no scripts, command-line tools or credentials: Shift Left Testing is instructions for the agent only. Our summary lists: Node.js.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. 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.
Shift Left 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 1.2k tokens (SKILL.md is roughly 4.8k 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 Shift Left Testing: QA Metrics (petrkindlmann/qa-skills, 165 stars), Bats Shell Testing Patterns (wshobson/agents, 40k stars), Deploy Release Test (vercel/next.js, 143k stars) and Designing Tests (CloudAI-X/opencode-workflow, 275 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 95 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.