Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
QA + a11y scanner: walks your running app's real user flows and reports what's broken.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
The maker has not listed install details in the registry. See the maker’s README below.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account Aboudjem, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.7.1) reached the registry 5 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code.
In the same category: Spec Driven Development, Remote Desktop Commander, FlyDocs
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
Spec-driven development workflow: your agent works issues, sessions and the status lifecycle.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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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