GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
作者提供的说明(英文原文)
Open-source human-in-the-loop QA runner: an AI agent works the test sheet, a person signs off.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
作者没有在注册中心列出安装信息。请查看下方作者的 README。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 meta-taro 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.2.0-beta.21)于前天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。
同一分类中有:GitHub, Desktop Commander, Cloudflare MCP
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
Cloudflare MCP servers
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Your test sheet runs itself. You watch, and sign off each case with one key.
git-qa is an open-source human-in-the-loop QA runner. An AI agent works through your test sheet on Android, iPhone, web and desktop apps; you watch the live screen and sign off each case, and the evidence records who verified what. AI agents can also drive it over MCP.
日本語版はこちら / Japanese · Download
*Left: the cases in your test sheet. Middle: the page, device or app, live, while the AI drives it — the red marker is where it found the expected text. Right: one key per verdict — D pass, F fail. Your handle goes into the evidence when you press it. (The UI is shown in Japanese; it also speaks English.)*
The release check nobody wants to click through again. You have a 30-row regression sheet for an Android app, a web page and a desktop app. Instead of tapping through it by hand, the AI follows the sheet while you watch the live view and press a key per case. You only stop to look closely where something changed or failed.
"Who actually checked this?" A client, an auditor or your own team asks after an incident. The evidence answers: each case says VERIFIED (a person looked and signed) or AUTO_PASS (the AI passed it, nobody looked), with the name, the time, and the screen at that moment.
An AI agent built the feature — now it should check it, on a real device. Over MCP, Claude Code (or any agent) can screenshot, read the screen, list what can be pressed and tap it, on Android, web, desktop or iPhone. It can run the sheet unattended overnight (--no-ui); in the morning you review the failures. The pass is still yours to give. The server is listed in the official MCP registry as io.github.meta-taro/git-qa; it runs from this clone (there is no npm package).
adb device, a web page URL, or a desktop app by name — and a test sheetD / F per caseA run, case by case — the AI runs each step (press the button, reopen the page, press it again), you press D, the case turns VERIFIED / qa and the next one starts:
A test sheet is a TSV you can write in any spreadsheet — samples are in sheets/. From source instead: git clone … && pnpm install && pnpm app (see Install).
Another tool (a traceability ledger, for instance) can open git-qa on a given sheet and case:
git-qa://run?sheet=<absolute path to the TSV>&case=<No.>&target=<what to look at>
case runs that one case only and sets finishedAt in run.json when it is done. target is a URL, app: for a desktop app, or an adb serial. With both present and a handle already entered, the run starts without a click; if git-qa is already open, that window takes it. Installed app only (not pnpm app).
This is *not* a tool for handing verification to an AI and letting it say "everything passed." When something ships broken, the person is accountable — "the AI did it" is not an answer anyone accepts.
So git-qa splits the work:
| Value | Meaning |
|---|---|
VERIFIED | A person put their name on it |
AUTO_PASS | The AI passed it. Nobody looked |
FAIL | It failed |
BLOCKED | Could not run — a precondition was not met |
SKIP | Not run |
A plain PASS would collapse the first two into one value. That collapse is exactly what this tool exists to prevent.
You *can* place VERIFIED without looking. That is a feature, not a hole. The moment you press the key, your handle goes into the evidence. It is a signature, not a lock. There is no anti-cheat machinery — adding it would make a tool that exists to save effort expensive to use.
| Android devices | Real devices and emulators over adb — tap, swipe, type |
| Web pages | Chrome / Edge / Firefox / Safari. Same viewport every run, so you can compare |
| Desktop apps | macOS (Accessibility + Vision OCR) and Windows (UI Automation) |
| iPhone / iPad | Watch, read and record over USB. Tap, type, swipe and launch apps through WebDriverAgent, which you sign and install on the device yourself (guide). Tried on a real iPhone (iOS 17.5.1) |
| Mobile browsers | Android Chrome over adb forward + CDP. iOS Safari through the iPhone path above. Not yet tried |
| From an AI agent | Over MCP — screenshot, read the screen, list the names you can press, tap by name. Android, web, desktop, or iPhone / iPad |
*A real iPhone, driven through WebDriverAgent: git-qa launched the Clock app and tapped "Stopwatch". The case waits for a person's verdict.*
One folder per test run. Commit the whole folder if you want the test itself under version control.
<workspace>/
git-qa.json marks this folder as one test project sheet.tsv the test sheet runs/ 20260914-100000/ run.json verdicts, steps, who placed them and when case-001/ screen.webp the screen at the moment the verdict was placed screen.webm video of the run — only when asked for (--record)
Nothing about your machine goes into the evidence: paths are relative to the workspace, so the same run reads the same way on anyone's machine.
adb for Android, a browser for web — only if you use themffmpeg / cwebp — optional. Without them, evidence is kept in the format it was captured in, uncompressedDownload from the distribution page, or run it from source:
git clone https://github.com/meta-taro/git-qa.git
cd git-qa pnpm install pnpm app
macOS builds are signed and notarized. Windows builds are not signed — you will see "Windows protected your PC"; check the source before choosing *Run*.
To see what this machine can actually do — measured, not guessed:
pnpm doctor
The app also states its own version on the start screen ("This git-qa is v0.2.0-beta.20"). Paste that line into bug reports — it decides which build you are talking about. When a newer build exists, the same place says so; git-qa never replaces itself.
Beta. Three products are using it. Rough edges are listed in each release's notes, and nothing fails silently — where a step cannot run, it is recorded as "a person needs to do this," not as a pass.
Bug reports and requests: Issues. Please write them in your own words, right after you hit the problem. Summarizing loses the part that actually hurt.
MIT — see LICENSE.