Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Evidence-first browser QA with read-only MCP server for AI agent debugging.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"qualityforge": {
"command": "npx",
"args": [
"-y",
"qualityforge"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add qualityforge -- npx -y qualityforge프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"qualityforge": {
"command": "npx",
"args": [
"-y",
"qualityforge"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"qualityforge": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"qualityforge"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 ninelegsdog 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.2.3)은 그저께 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Browser Use, Chrome DevTools MCP, MCP Server Browser
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
MCP server for Chrome DevTools
MCP server for browser use access
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Evidence-first browser quality automation for modern web applications.
QualityForge is an open-source foundation on top of Playwright that turns a failing run into evidence a machine can read: normalized defect artifacts with trace, screenshot and video, a quality gate with explicit thresholds, capture of console, network and page-error signals — and a read-only MCP server that hands all of it to an AI assistant without granting it the ability to act.
Status — stable, published.
qualityforge@0.2.0is on npm since
2026-10-21 (
0.1.0on 2026-10-15 was the first stable release), and the
defect contract is
defect.v1at 1.6.0. The0.xline still allows
breaking changes in a minor, so pin the version you install.
Most teams end up with a pile of one-off UI tests per project: duplicated selectors, no shared failure evidence, no cross-project view of quality. QualityForge is a reusable core instead — one configuration, one evidence format, one set of quality gates, pointed at any web application.
The differentiator is not “AI writes tests”. Playwright already ships agents for that. It is the evidence layer between a failing run and any agent: defect artifacts normalized into one schema, readable without granting the reader the ability to act.
defect.v1, contract 1.4.0: a versioned, validated artifact per failure that extends Playwright's error-context.md rather than duplicating it.signals.dropped count so a truncated capture never looks complete.triage_failure prompt, verified against OpenCode v2.0.16 over real stdio.Development requires Node.js 22 or newer — Node 20 reached end-of-life in March 2026, and "engines": ">=22.0.0" says so instead of promising install politeness. CI runs Node 22 and 24, and the floor is the lower of the two. .nvmrc pins 22 for contributors: tsc dies with a segmentation fault under one Node 24.21.0 build on this machine, reproducibly. If you use a version manager, run nvm use before anything else.
Platforms. Linux is what CI runs and therefore what is verified. The core is written to be platform-neutral — path.sep and path.relative throughout, no POSIX-only calls — so Windows and macOS should work, and _have not been tested_. Treat them as unverified rather than supported.
git clone https://github.com/ninelegsdog/qualityforge.git
cd qualityforge npm ci npx playwright install --with-deps chromium npm test
npm test starts the bundled demo app automatically, so a fresh clone runs green with no configuration and no third-party network dependency. Open the HTML report with npm run report. For a step-by-step path — seeing a real failure with evidence, collecting defect artifacts, connecting an agent, pointing the suite at your own application — follow docs/quick-start.md, or docs/quick-start.ru.md.
fixtures/ is a small multi-page app that exists so the suite has something real to test. It is not a mock: it renders, validates and fetches.
| Route | What it does |
|---|---|
/ | Overview with a heading, a status readout, and an entity list fetched from /api/items |
/docs | Documentation page with the evidence policy |
/contact | Form with client-side validation and accessible error reporting |
/api/items | JSON payload backing the entity list |
/boom | Deliberately returns 500, for exercising the evidence pipeline |
Every control is labelled, every message has a role, and every element the tests need has a stable handle — the suite asserts on what a user perceives, not on markup structure.
The project's core promise is that a failure leaves enough evidence to diagnose it, and that claim is tested, not asserted:
QUALITYFORGE_EVIDENCE_CHECK=1 npx playwright test tests/smoke/evidence-pipeline.spec.ts
This runs two deliberately failing tests and exits non-zero. Afterwards test-results/ contains, per failure:
| Artifact | Produced because |
|---|---|
test-failed-1.png | screenshot: "only-on-failure" |
video.webm | video: "retain-on-failure" |
trace.zip | trace: "on-first-retry" — add --trace on locally, since a local run never retries |
error-context.md | Structured failure summary: test name, location, error, expected, received |
error-context.md is the most interesting one: it is written as an instruction to an assistant — “explain why, be concise, respect best practices” — followed by the test name, file location, error and the diff of expectations. It is the raw material an agent needs, and it costs nothing extra.
On CI, prefer the trace viewer over screenshots and videos when debugging: it gives the DOM snapshot at each action plus the full network log.
A failing test is only useful if the failure can be read later without re-running anything. QualityForge turns each failure into one normalized, versioned artifact:
npm test # writes artifacts/json/playwright-results.json
npm run defects:collect # writes artifacts/defects/ /
{
"id": "form-validation-smoke-shows-an-error-when-email-is-empty", "status": "failed", "test": { "file": "tests/smoke/form-validation.smoke.spec.ts", "line": 15 }, "failure": { "message": "Error: expect(locator).toHaveText(expected) failed\n\nExpected: \"Email is required\"", "errorContextRef": "test-results/.../error-context.md", }, "evidence": { "screenshot": "test-results/.../test-failed-1.png" }, "context": { "commit": "43c761f", "baseUrl": "http://127.0.0.1:4311" }, "flakiness": { "verdict": "unknown", "attempts": 1 }, }
The artifact deliberately extends Playwright's error-context.md rather than duplicating it: it records a path to that file and adds stable identity, run correlation, VCS context, evidence pointers and a flakiness verdict. The signals block — console errors, uncaught page errors, failed requests, HTTP errors above 400 — is collected live by the bundled fixture, because “element not found” is a symptom while “the page threw a TypeError” is the cause. See docs/defect-schema.md for the full contract.
Accessibility is a second, separate measurement rather than a field on that artifact: npm run a11y:audit runs axe-core against a page and writes a11y-audit.v1 — capped at ten nodes per rule with the discarded count stated, html reduced to structure because it carries page content, and target kept because without it the nodes are indistinguishable. See docs/a11y-schema.md.
npm run defects:collect doubles as a CI quality gate: it exits 0 when the gate passes, 1 when thresholds are violated, and 2 when collection could not run at all.
npm i qualityforge@0.2.0
latest points at this release. Pin the version you want rather than trusting a tag name anyway: npm forbids removing latest, so a tag can only ever move forward, and a bare npm i qualityforge takes whatever it points at rather than what you tested against.
A consuming project imports the fixture from the build — Playwright refuses to transpile TypeScript under node_modules, so the fixture is shipped as a subpath in exports:
import { expect, test } from "qualityforge/fixtures/quality-context.js";
That one import change is the whole integration: console, page-error and network capture become automatic. Everything captured is redacted at the source — URLs keep scheme, host and path with query strings and credentials removed, console text has tokens and JWTs replaced, sensitive header values are masked while their names are kept — and capture is bounded at 40 entries per category.
@playwright/test is a peer dependency: a consuming project brings its own, and npm 7+ installs it automatically when it is missing, because the fixture cannot run without it. The declared range is ^1.63.0; the number CI verifies is 1.63.0, pinned exactly in devDependencies, and npm run package:check fails if the package stops declaring the peer or npm stops installing it for the consumer.
The bin entries publish the two commands a consuming project runs — always through npx --no-install, which provably cannot reach the registry for somebody else's code:
npx --no-install qualityforge [flags] # the collector
npx --no-install qualityforge-mcp [--root ] [--history ]
npm run mcp starts a read-only MCP server over stdio, speaking protocol 2026-07-28. It hands an agent the evidence layer: what failed, where, and what the page was doing while it failed. Verified against OpenCode v2.0.16 on Linux by connecting with the block below; Kilo and MiMo are out of scope by decision — see the end of this section.
{
"$schema": "https://opencode.ai/config.json", "mcp": { "qualityforge": { "enabled": true, "type": "local", "command": ["node", "/absolute/path/to/qualityforge/dist/mcp/index.js"], }, }, }
A project that installed the package needs no path at all: ["npx", "--no-install", "qualityforge-mcp"] runs the same server out of `n
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요