Browser Use
Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.
Description from the maker (original English)
Debug PWAs in your real browser via MCP: service-worker, cache, installability & framework state.
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.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"pwa-debug-layer": {
"command": "npx",
"args": [
"-y",
"@aryanduntley/pwa-debug"
]
}
}
}Run this in your terminal
claude mcp add pwa-debug-layer -- npx -y @aryanduntley/pwa-debugPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"pwa-debug-layer": {
"command": "npx",
"args": [
"-y",
"@aryanduntley/pwa-debug"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"pwa-debug-layer": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@aryanduntley/pwa-debug"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
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 aryanduntley, 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 (1.2.0) reached the registry 4 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Browser Use, Chrome DevTools MCP, MCP Server Browser
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
Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.
Lets AI use Chrome’s developer tools to inspect pages, find what makes them slow and spot errors. Made by the Chrome DevTools team.
MCP server for browser use access
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.
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
Only the beginning is shown; read the rest in the repo