Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
QA + a11y scanner: walks your running app's real user flows and reports what's broken.
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7日
注册名称已通过 GitHub 账户 Aboudjem 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(0.7.1)于5个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。
同一分类中有:Spec Driven Development, Remote Desktop Commander, AvaHR
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Read hiring data and create inactive assessment and questionnaire drafts for human review.
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。
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Point it at your running app. It walks your real user flows in a real browser and tells you what is actually broken, with proof.
What it does · Install · Use it · What you get · Works in your editor · Good to know
claude plugin marketplace add Aboudjem/10x
claude plugin install sniff@10x
Most linters read your source without ever running your app, and end-to-end frameworks ask you to write and maintain the tests yourself. sniff opens your running app in a real browser, clicks and fills things like a user would, and judges what actually happened.
The block above is the Claude Code path, through the 10x marketplace. For any other agent, the Vercel skills CLI installs the same three skills:
npx skills add Aboudjem/sniff
To use it as a plain command line tool, with no editor involved:
npx sniff-qa --url http://localhost:3000
The npm package is sniff-qa and the binary it installs is sniff. Do not run npx sniff, which is an unrelated package.
Node version, project install, and CI
Node.js 22 or newer. npm install -D sniff-qa adds it to a project's devDependencies, and npx sniff-qa ci writes a GitHub Actions workflow with browser caching and report artifacts.
1. Start your app, with whatever dev server your project already uses.
npm run dev
2. Walk it, from a second terminal. sniff auto-detects a dev server on the common ports, so --url is optional, but passing it takes the guesswork out.
npx sniff-qa --url http://localhost:3000
3. Read the findings. They print grouped by severity. Below is an abridged real run against this repo's own planted-bug fixture, from npx sniff-qa --url http://localhost:4321 --ci --max-pages 12:
sniff v0.8.0 walking http://localhost:4321
26 findings (+1 low-confidence hidden; use --all)
CRITICAL (1) • [confirmed] Page returns HTTP 500 /crash (route/broken-page)
✓ Scan complete: 26 issue(s) found. Exit code 1 so CI fails on bugs; pass --fail-on none to always exit 0.
Add --report for a self-contained HTML page you can send to someone. Run npx sniff-qa doctor if the environment looks wrong.
--report or JSON with --json.--fail-on severity, so CI fails on real bugs.uncertain is hidden from the terminal unless you pass --all.New in 0.8.0:
--caps scan,report narrows the MCP server to the source scan and the saved-results reader, with no browser launch and no browser download.--storage-state auth.json walks a logged-in app. Cookie and token values from that file are redacted from the text of every written report, though not from screenshot pixels.assert block in sniff.config caps findings by severity (maxCritical, maxHigh, maxTotal), enforced on the command line by the walk, the source scan, and discovery.Works in Claude Code, Cursor, Codex, Copilot, Gemini CLI, and 70+ other agents through npx skills add. The skills are Markdown, so they run on whatever model your editor points at.
| Agent | One-line install |
|---|---|
| Claude Code | claude plugin install sniff@10x |
| Any of 70+ agents | npx skills add Aboudjem/sniff |
| Codex, Gemini CLI, OpenCode, Pi | ./install.sh codex |
| VS Code (Copilot) | ./install.sh copilot |
| Everything else | see docs/editors.md |
Add it as an MCP server instead
claude mcp add sniff-qa npx -- -y sniff-qa --mcp
codex mcp add sniff-qa -- npx -y sniff-qa --mcp
Cursor, VS Code, Gemini CLI, Windsurf, Continue, OpenCode, and Zed take the same command as a JSON or TOML entry. Every per-editor snippet is in docs/editors.md.
[!IMPORTANT]
No API key, no account, no signup, and no AI provider unless you set one up yourself. Walking and
scanning never edit your source.
sniff fixis the only command that rewrites code, and only when
you run it.
[!NOTE]
A walk clicks buttons and submits real forms, so it can create real data. Point it at a dev or
staging app, not at production. The first walk also downloads a Chromium build and caches it, so
that one run needs internet access.
npx sniff-qa scan runs that scan on purpose.--fail-on none turns off the severity gate, though an assert budget can still fail the run.--storage-statesniff.configBuilt by Adam Boudjemaa · Apache 2.0 · standing on Playwright and axe-core