Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Debug PWAs in your real browser via MCP: service-worker, cache, installability & framework state.
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": {
"pwa-debug-layer": {
"command": "npx",
"args": [
"-y",
"@aryanduntley/pwa-debug"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add pwa-debug-layer -- npx -y @aryanduntley/pwa-debug프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"pwa-debug-layer": {
"command": "npx",
"args": [
"-y",
"@aryanduntley/pwa-debug"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"pwa-debug-layer": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@aryanduntley/pwa-debug"
]
}
}
}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 aryanduntley 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(1.2.0)은 4일 전 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.
An AI-native debugging layer for PWAs and modern web apps. It lets an AI agent (e.g. Claude Code via MCP) see and act on your live, logged-in browser the way a developer with full DevTools open would — DOM, console, network, framework state, store state, service workers, caches, and direct interaction — as structured data the model consumes natively.
It's built for the questions developers actually search for and that Chrome DevTools makes you assemble by hand: *why won't my service worker update? why is my cache stale? why won't my PWA install? why does this component have the wrong state?* — answered by an agent reading the runtime directly, against your real browser profile (extensions, auth, and all), not a sterile automated tab.
The PWA failures developers actually search for, read straight from your live runtime:
layout_sweep call checks every page × width × color scheme × state and returns a short list of distinct problems.All read from your real, logged-in profile — service-worker, cache, and extension state included — which chrome-devtools-mcp's sterile automated Chrome can't see.
The goal is to eliminate the "user is the AI's eyes and hands" loop. Today, debugging a PWA with AI usually means the human copy/pastes DOM snippets, describes console errors, screenshots UI state, and hand-executes clicks. This project replaces that with direct, structured access.
Status: working on Linux. The full MCP→IPC→native-host→service-worker→page-world round-trip is live, and a broad debugging surface is shipped:
- Capture — console / network / error / DOM-mutation / lifecycle, with persistent ring buffers + disk spill.
- Framework introspection — React, Vue, Svelte, and Solid (component/element trees, state, find-by-text/role).
- Store introspection — Redux, Zustand, Pinia, and Jotai (read, subscribe, dispatch).
- Interaction + touch gestures — click, fill, submit, hover, focus/blur, select, key/type, drag, scroll, swipe, tap, double-tap, long-press, pinch.
- Library-popup capture/replay — WalletConnect / SDK modals: record, replay, tail, failure correlation.
- Replay & source maps — rrweb
session_record/session_replay,source_map_resolve.
- Browser launcher — one-call
pdl_launch_browserwithchrome-devtools-mcpcoexistence.
- Android phones — the same tools drive Android Chrome tabs and installed PWAs over adb (
pdl_android_attach), no desktop browser in the loop.
- Responsive layout sweep —
layout_sweepemulates widths and color schemes over CDP, walks app states and languages, measures overflow, off-screen elements, tap targets, pinned bars, cut-off text, edge contact, clipped focus/selection rings and unresolved copy, runs your owncustom_checks, and groups the results into distinct problems.
- PWA Runtime Diagnostics — service-worker lifecycle + versions, CacheStorage contents + age, installability gaps, a live capability matrix, IndexedDB/web-storage inspection, update-propagation / version-skew analysis, and a one-shot runtime-state snapshot.
Verified on Linux (the full suite live-tested against a real PWA). macOS/Windows code paths are implemented with unit coverage but still need real-machine retest (help wanted). Firefox is not supported (it doesn't speak CDP).
⚠️ macOS / Windows users, beware: these platforms have never been run on real hardware — only unit-tested with injected fakes. Expect rough edges (browser detection, profile paths, native-messaging registration, system-default resolution). Please open an issue with the failing command and its output — bug reports from real macOS/Windows machines are the single most useful contribution right now. See Help wanted for the specific things to try.
chrome-devtools-mcpGoogle's chrome-devtools-mcp gives an AI Chrome DevTools Protocol access (DOM, console, network, screenshots). That covers a lot.
pwa-debug-layer is complementary — it targets the things CDP can't reach:
chrome-devtools-mcp spawns a fresh automated Chrome — which shows "controlled by automated test software," blocks extension loading, and has none of your auth/session state, so authenticated apps are hard to debug (the extensions/auth gap, #265). pwa-debug-layer's default existing mode attaches to your normal profile, with its real cookies, extensions, and service-worker state — exactly the real-profile SW/extension visibility people keep asking Google for (#1173, #96).__REACT_DEVTOOLS_GLOBAL_HOOK__, __vue_app__, _vnode, etc.). CDP can't see these.initScript-on-next-nav.The two are designed to coexist: install both, the AI uses each for what it does best, with zero tool-surface duplication.
┌──────────────────┐ MCP (stdio) ┌──────────────────────────┐
│ Claude Code │ ◄───────────► │ Native Messaging Host │ │ (or any MCP │ │ - MCP server │ │ client) │ │ - Ring buffers │ └──────────────────┘ │ - Replay/snapshot store │ └────────────┬─────────────┘ │ Native Messaging │ (JSON over stdio) ▼ ┌──────────────────────────┐ │ Extension Service Worker│ │ - chrome.debugger (CDP) │ │ - Tab/router │ └────────────┬─────────────┘ │ ┌────────────────────────┼────────────────────────┐ ▼ ▼ ▼ ┌────────────────────┐ ┌────────────────────┐ ┌────────────────────┐ │ Content Script │ │ Page-World Script │ │ DevTools Panel │ │ (isolated world) │ │ (MAIN world) │ │ (planned) │ │ - DOM observe │ │ - React/Vue hooks │ │ - Human inspector │ │ - Action exec │ │ - fetch/XHR patch │ │ of AI session │ │ - Bridge to SW │ │ - Bus/RxJS taps │ │ │ └────────────────────┘ └────────────────────┘ └────────────────────┘ └────────── live page (the PWA being debugged) ─────────┘
Three components, one installable unit:
Each does what only it can. See docs/PLAN.md for the full design.
Chromium-family only, sideloaded. Tested against:
.deb / .rpm).deb)macOS Application Support paths and Windows HKCU-registry registration are implemented and have unit-test coverage; the manual round-trip retest currently runs on Linux.
If you installed your browser via snap (e.g. snap install chromium on Ubuntu), it will not work with pwa-debug-layer.
Why: snap's home interface allows the browser to *read* files in $HOME but blocks *exec* of any binary whose resolved path crosses a hidden directory (~/.nvm/..., ~/.config/...). The native messaging host launcher and the node binary it invokes both live under hidden paths in a normal install, so spawn fails with Permission denied and the service worker reports Native host has exited. There is no fix on the extension/host side that doesn't require copying ~125 MB of node into a non-hidden install dir per registration; not worth the install bloat for a setup most distros let you avoid.
What to do: install your Chromium-family browser from a native package source instead:
apt install chromium from the universe repo if you've enabled the non-snap source, or apt install brave-browser / microsoft-edge-stable from their respective .deb repos. The Chromium tarball from chromium.org also works.dnf install chromium is non-snap by default.pacman -S chromium.Flatpak browsers are detected and have a manifest written, but flatpak confinement may also block exec — if it fails, run flatpak override --user --filesystem=host and retry.
git clone https://github.com/<your-fork>/pwa-debug-layer
cd pwa-debug-layer pnpm install pnpm build # builds packages/host/dist/main.js and packages/extension/dist/ pnpm test # full workspace unit suite (shared + host + extension)
For Claude Code, add to your .mcp.json (project-scoped) or ~/.claude/mcp.json (global):
{
"mcpServers": { "pwa-debug": { "type": "stdio", "command": "node", "args": ["/absolute/path/to/pwa-debug-layer/packages/host/dist/main.js"] } } }
Restart Claude Code so it picks up
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요