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)
Web scraping for agents: scrape, crawl, map, search and extract pages as clean markdown or JSON.
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 …”.
Works in Claude on the web, desktop and mobile:
https://api.snoopscan.com/mcp-oauthRun this in your terminal
claude mcp add --transport http snoopscan https://api.snoopscan.com/mcp-oauthPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"snoopscan": {
"url": "https://api.snoopscan.com/mcp-oauth"
}
}
}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": {
"snoopscan": {
"type": "http",
"url": "https://api.snoopscan.com/mcp-oauth"
}
}
}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.
ChatGPT connects only to servers on the internet:
https://api.snoopscan.com/mcp-oauthMenu names can differ slightly by plan and over time.
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.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 6, 2026
The registry name was verified against the domain snoopscan.com (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
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 in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 43 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
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.
Turn any public page into clean markdown, structured JSON, or a schema you define — including the pages that block everything else. An MCP server for AI agents, a REST API, and SDKs.
This repository is SnoopScan's open core. It runs on its own, and the hosted API at snoopscan.com adds the parts that are not here. See Open source vs hosted API.
Paste this into Claude Code, Codex, Cursor, VS Code or any AI agent:
Read and follow https://snoopscan.com/agent-onboarding/SKILL.md
Your agent reads the guide and does every step. When your browser opens, sign in or create a free account (1,500 credits a month, no card) and press Approve. That's it: ask it to read a page.
In Claude Code you can install the SnoopScan plugin instead, which brings SnoopScan's skills and its MCP server. Type these in Claude Code's chat:
/plugin marketplace add SnoopScan/snoopscan-core
/plugin install snoopscan@snoopscan
The Claude app and ChatGPT connect by signing in, with no key to copy: add a custom connector (Claude) or a developer-mode app (ChatGPT) with the address https://api.snoopscan.com/mcp-oauth. Steps for every client are at snoopscan.com/integrations.
The examples below call the hosted API and read your key from SNOOPSCAN_API_KEY. Create one at snoopscan.com/app/keys, or let your agent fetch it for you with the setup above.
No key yet? /v1/scrape, /v1/search and /v1/parse also work with no Authorization header: 20 free calls a day per IP address, for pages that load without a browser. Every answer says how many free calls are left.
curl -X POST https://api.snoopscan.com/v1/scrape \
-H "Authorization: Bearer $SNOOPSCAN_API_KEY" \ -H "Content-Type: application/json" \ -d '{"url": "https://example.com/", "formats": ["markdown", "links"]}'
pip install snoopscan
import os
from snoopscan import SnoopScan
snoop = SnoopScan(api_key=os.environ["SNOOPSCAN_API_KEY"]) print(snoop.scrape("https://example.com/").markdown)
npm install snoopscan
import { SnoopScan } from 'snoopscan';
const snoop = new SnoopScan({ apiKey: process.env.SNOOPSCAN_API_KEY! }); console.log((await snoop.scrape('https://example.com/')).markdown);
Every SDK has the same methods, the same error codes and the same retry rules, and reads SNOOPSCAN_API_KEY from the environment when no key is passed. Each directory's README covers every method.
| Language | Install | Source |
|---|---|---|
| PHP 8.1+ | composer require snoopscan/snoopscan | sdk/php |
| Go 1.22+ | go get github.com/SnoopScan/snoopscan-core/sdk/go | sdk/go |
| Ruby 3.0+ | gem install snoopscan | sdk/ruby |
| Java 11+ | com.snoopscan:snoopscan (Maven, Gradle) | sdk/java |
| .NET 8+ | dotnet add package SnoopScan | sdk/dotnet |
| Rust | cargo add snoopscan | sdk/rust |
| Elixir | {:snoopscan, "~> 0.1"} | sdk/elixir |
cost object.This repository contains:
The hosted API at snoopscan.com adds:
A self-hosted copy reads pages over HTTP. A page that needs a browser comes back as BLOCKED, never as an empty success. The hosted API's free plan includes 1,500 credits a month.
Every endpoint is also an MCP tool, so an agent can call them directly with no glue code. The hosted server is https://api.snoopscan.com/mcp (streamable HTTP, Authorization: Bearer ), and https://api.snoopscan.com/mcp-oauth signs in instead of taking a key. Connected to /mcp with no key at all, an agent can try scrape, search and parse on the same free daily trial as REST; every other tool asks for a free key. The easiest setup is the one line above: your agent follows the agent onboarding guide, which covers Claude Code, Codex, Cursor, VS Code, Windsurf, the Claude app, ChatGPT and any other client that speaks streamable HTTP.
scrape, fetchMore, search, parse, extract, checkChangesmap, crawl, crawlStatus, crawlPages, listProducts, listPostsdomain, domainReport, domainSnapshots, domainScreencompany, findContacts, people, hiring, findLeads, leadsStatusThe product and post listings, the domain report, its snapshots, the domain screen, and the company, contact, people, hiring and lead tools need the hosted API. This repository answers them with a plain "not available on this deployment".
Every tool has a title and read-only / destructive labels. None of them submits, posts or buys anything.
The tools are designed to keep an agent's context small:
maxChars budget.executeJavascript is not exposed over MCP at any level.POST /v1/scrape one URL -> markdown, html, links, screenshot, json
(+ actions: click, type, scroll, then read the result) POST /v1/crawl a whole site, page by page POST /v1/map every URL on a site, ordered by relevance POST /v1/search the web, with the results scraped POST /v1/extract your JSON schema — or a named template — filled from the page GET /v1/templates the named templates (product, article, jobPosting, …) and their fields POST /v1/batch/scrape many URLs, one job POST /v1/parse a PDF, DOCX or XLSX as markdown POST /v1/monitor watch URLs on a schedule, webhook on change POST /v1/products a store's whole product catalog POST /v1/posts every post from a blog or forum POST /v1/company enrich one company from its own site POST /v1/domain a domain's registration, DNS and backlinks POST /v1/domain/report a buyer's report on a domain (hosted API) POST /v1/domain/screen which of up to 500 names can be registered (hosted API) POST /v1/places/search local business listings, with contacts POST /v1/leads businesses by trade and town, with their contacts (hosted API)
Every page includes metadata.platform, the platform that built it, and every response carries a cost object.
curl -X POST https://api.snoopscan.com/v1/extract \
-H "Authorization: Bearer $SNOOPSCAN_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "urls": ["https://example.com/product/1"], "schema": {"type": "object", "properties": {"name": {"type": "string"}, "price": {"type": "string"}}} }'
This checks the page every 60 minutes and sends a webhook when it changes.
curl -X POST https://api.snoopscan.com/v1/monitor \
-H "Authorization: Bearer $SNOOPSCAN_API_KEY" \ -H "Content-Type: application/json" \ -d '{"urls": ["https://example.com/pricing"], "intervalMinutes": 60, "webhook": "https://your.app/hook"}'
Set up and run the engine locally:
uv venv --python 3.12 && uv pip install -e ".[dev]"
uv pip install -e sdk/python --python .venv/bin/python cp .env.example .env && createdb scraping_engine && .venv/bin/alembic upgrade head .venv/bin/python tools/create_key.py "local-dev" --rpm 600 .venv/bin/uvicorn engine.api.app:app --reload --port 8099
The JS/TS SDK is in sdk/js and builds on its own:
cd sdk/js && npm install && npm run build && npm test
The other SDKs build the same way, each in its own directory with its own toolchain, and each README's Development section has the command. Their dependency licenses are checked by sdk/check_licences.py:
python3 sdk/check_licences.py rust # after the SDK's own tests have run
Run the tests, lint and type checks:
.venv/bin/pytest engine/tests -q
.venv/bin/ruff check engine tools && .venv/bin/mypy --strict engine/core
Every dependency must be MIT, Apache-2.0, BSD, ISC or MPL-2.0. The check is blocking: a build that pulls in any other license fails. It also runs weekly, because a transitive dependency can change its license.
.venv/bin/pip-licenses --format=json > licences.json \
&& .venv/bin/python tools/check_licences.py licences.json
Two results of this rule are already in the code. psycopg2 (LGPL) is not used, and Alembic migrates through asyncpg instead. tld, which comes in as a transitive dependency, has a recorded allowlist entry that names which branch of its tri-license we use.
Contributions must follow three rules:
example.com or .invalid.The engine is licensed under AGPL-3.0. If you run a modified version as a network service, section 13 requires you to offer its source to your users. The running instance does this itself at GET /v1/source, so it does not depend on a document that a fork might forget to update.
Every SDK in sdk/ is MIT. An AGPL client library would push the copyleft into every application that imports it, which is not what a client library is for.
Some modules are proprietary and are not covered by the AGPL: browser rendering, proxy and anti-bot handling, and lead generation. They are listed in LICENSE-PROPRIETARY, which is generated from engine/licensing.py. CI enforces the split: tools/check_split.py fails the build if any public module depends on one of them.