
Sniff
io.github.AboudjemPublished by GitHub account Aboudjemv0.7.1Updated Oct 24, 2026
QA + a11y scanner: walks your running app's real user flows and reports what's broken.
The publisher's own server: Sniff Mcp
Overview
Sniff walks a running web app in a real browser, clicks and fills forms like a user, and reports broken flows with proof.
- What you can do
- Sniff opens your running app in a real browser and exercises real user flows, then reports what actually broke. It covers twelve classes of bugs, including HTTP 500 routes, dead links, placeholder data, dead submit buttons, forms wiped by the back button, stuck spinners, and mobile overflow. Each finding carries the route, the ordered steps, a screenshot, and a console or network excerpt; findings without steps are not reported. It also offers a source-only scan and saved-result reading, and can emit terminal, HTML, or JSON reports.
- When to use it
- Use it when you want automated QA and accessibility-style checks against a running dev or staging app without writing and maintaining end-to-end tests. It suits pre-release smoke checks and CI gates, since a walk that finds bugs exits non-zero. It is less useful if you have no running app, in which case it falls back to a source-only scan.
- Requirements
- Runs locally as a stdio MCP server via npx; Node.js 22 or newer is required. It needs a running app to walk, usually on a local dev server, and the first walk downloads and caches a Chromium build, so that run needs internet access. No API key, account, or signup is required. An optional storage-state file can be supplied to walk a logged-in app.
Installation
In SourceWeft
- Open Sniff in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
[npm version] [CI] [License Apache 2.0] [Stars]
English · 简体中文 · 日本語 · Español · Français
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
[sniff walking a buggy app and streaming findings with severity, confidence, steps to reproduce, and a fix]What it does
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.
- It finds 12 classes of bugs, from HTTP 500 routes and dead links to placeholder data, dead submit buttons, forms wiped by the back button, stuck spinners, and mobile overflow.
- It proves every one. Every finding carries the route and the ordered steps that produced it, plus the screenshot and the console or network excerpt the check captured. No steps, no finding.
- It has been measured. On a fixture app planted with 21 bugs across all 12 classes, plus a clean control page, sniff finds 21 of 21 and reports nothing on the control page.
Install
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:
To use it as a plain command line tool, with no editor involved:
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.
Use it
1. Start your app, with whatever dev server your project already uses.
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.
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:
Add --report for a self-contained HTML page you can send to someone. Run npx sniff-qa doctor if
the environment looks wrong.
What you get
[The 12 classes of bugs sniff finds]- A terminal report grouped by severity, each finding with steps, a fix, and a screenshot path.
- A shareable file, a self-contained HTML report with
--reportor JSON with--json. - An exit code, non-zero when findings reach the
--fail-onseverity, so CI fails on real bugs. - A confidence label on each.
uncertainis hidden from the terminal unless you pass--all.
New in 0.8.0:
--caps scan,reportnarrows the MCP server to the source scan and the saved-results reader, with no browser launch and no browser download.--storage-state auth.jsonwalks 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.- An
assertblock insniff.configcaps findings by severity (maxCritical,maxHigh,maxTotal), enforced on the command line by the walk, the source scan, and discovery.
Works in your editor
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.
Add it as an MCP server instead
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.
Good to know
[!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.
- It wants a running app. With no dev server up it falls back to a source-only scan and tells
you how to start the real walk.
npx sniff-qa scanruns that scan on purpose. - Dead-link checking follows external links, so a walk makes requests to the third-party URLs your own pages already link to.
- A walk that finds bugs exits 1 on purpose, so CI fails the build. That is not a crash.
--fail-on noneturns off the severity gate, though anassertbudget can still fail the run.
Learn more
- docs/editors.md, install and MCP snippets for every supported agent
- docs/authenticated-walks.md, walking a logged-in app with
--storage-state - docs/assert-budgets.md, capping findings by severity in
sniff.config - docs/comparison.md, how sniff differs from linters, link checkers, and E2E frameworks
- docs/faq.md, the questions this page does not answer
- CHANGELOG.md · CONTRIBUTING.md · LICENSE
Built by Adam Boudjemaa · Apache 2.0 · standing on Playwright and axe-core
Source: README.md at commit d65a038
Tools
0Version history
1- v0.7.1LatestSep 16, 2026
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts
Other Sniff integrations

Sniff Mcp
world.sniffOfficial publisher
Open remote MCP server over the Sniff Atlas, giving assistants breed-stratified canine variant frequencies, gene and disease annotations, and a grounded…

SniffPup
Published by GitHub account sniffpup
SniffPup runs a free passive security scan of a live website and returns a score, issues, masked evidence and fix steps.