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what is qe-ai fr?

huyphan13189/qe-ai — explained in plain English

Analysis updated 2026-05-18

19Audience · developerComplexity · 2/5Setup · easy

tl;dr

A shared library of quality engineering skills, written once, that plugs into Claude Code, Codex, Gemini CLI, Cursor, and other AI coding tools.

vibe map

mindmap
  root((QE-AI))
    What it does
      Shared QE skills
      One skill many tools
      Adapter pattern
    Tech stack
      Markdown skill files
      Tool adapters
    Use cases
      Audit test suites
      Generate test cases
      Train testers on AI
    Audience
      QA engineers
      AI tool users

Code map

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filefunction / class

what do people make with this?

VIBE 1

Give an AI coding assistant a consistent, tested process for auditing test suites or generating test cases.

VIBE 2

Share one quality engineering workflow across Claude Code, Codex, Gemini CLI, and other tools without duplicating it.

VIBE 3

Train testers to use AI in their work through the included learning curriculum.

what's the stack?

Markdown

how it stacks up fr

huyphan13189/qe-ai16nic/comfyui-agnes-ai18534516725/llm-api-setup-guides
Stars191919
LanguagePythonCSS
Setup difficultyeasymoderateeasy
Complexity2/52/51/5
Audiencedevelopervibe coderdeveloper

Figures from each repo's GitHub metadata at analysis time.

how do i run it?

Difficulty · easy time til it works · 5min

No code to build, using a skill means cloning the repo or copying a skill folder into your project or AI tool's config directory.

in plain english

QE-AI is a collection of quality engineering skills meant to be shared across different AI coding assistants, including Claude Code, OpenAI Codex, Gemini CLI, Cursor, Windsurf, and GitHub Copilot. The core idea is that each skill has one original file, written for Claude Code's skill format, and every other tool gets a thin adapter file that simply points back to that original, so updating a skill once updates it everywhere it is used. The repository includes over a dozen skills covering different parts of software testing work. Examples include auditing an existing test suite for fake or missing tests, generating test cases from requirements or specs, writing prompts specifically tuned for testing tasks, planning a test strategy for a feature, writing and maintaining automated API or UI tests, generating varied test data safely without using production data, analyzing bug reports and logs to find root causes, capturing screenshots across an entire user interface to spot visual problems, and managing reusable seed data for local development and end to end tests. There is also a skill for packaging a repeatable testing process into a new shared skill, following the same original plus adapter pattern. Beyond the skills themselves, the repository contains a training curriculum meant to help testers learn to apply AI to their work, organized by skill level from foundation through practitioner to builder. To use a skill with Claude Code, you can either clone this repository directly, since Claude Code will recognize the skills automatically, or copy a specific skill folder into your own project or into your global Claude configuration folder. Each other supported tool reads its own instruction file, such as AGENTS.md for Codex or GEMINI.md for Gemini CLI, and the repository ships a working example of each. If you would rather not keep the separate skill folder in your project, you can paste the skill's contents directly into your tool's instruction file instead, though you then need to manually keep it updated if the original skill changes. Adding a brand new skill follows a documented three step process of creating the file, linking it from every adapter, and listing it in the repository's skill table.

prompts (copy fr)

prompt 1
Help me copy the auditing-test-quality skill from QE-AI into my own project's Claude Code setup.
prompt 2
Explain how the original skill file and tool adapters stay in sync in QE-AI.
prompt 3
Walk me through creating a new shared QE skill following this repository's pattern.
prompt 4
Which QE-AI skill should I use to generate test cases from a user story?

Frequently asked questions

what is qe-ai fr?

A shared library of quality engineering skills, written once, that plugs into Claude Code, Codex, Gemini CLI, Cursor, and other AI coding tools.

How hard is qe-ai to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is qe-ai for?

Mainly developer.

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