Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
Beschreibung vom Entwickler (englisches Original)
Web scraping for agents: scrape, crawl, map, search and extract pages as clean markdown or JSON.
Diese drei werden nie zu einer Punktzahl zusammengefasst: Meinungen, Messungen und Beliebtheit sind verschiedene Dinge.
Für diesen Server haben wir noch keine Zusammenfassung in einfacher Sprache geschrieben. Unten stehen die Fakten, die wir aus der Registry gelesen haben.
Wähle die KI-App, die du nutzt, und kopiere die Einstellungen.
Du brauchst
Welche App nutzt du?
Wähle oben deine App. Wir merken sie uns, damit der Button beim nächsten Mal „In … installieren“ anzeigt.
Funktioniert in Claude im Web, auf dem Desktop und auf dem Handy:
https://api.snoopscan.com/mcp-oauthFühre das in deinem Terminal aus
claude mcp add --transport http snoopscan https://api.snoopscan.com/mcp-oauthIn .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"mcpServers": {
"snoopscan": {
"url": "https://api.snoopscan.com/mcp-oauth"
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
In .vscode/mcp.json in deinem Projekt einfügen
{
"servers": {
"snoopscan": {
"type": "http",
"url": "https://api.snoopscan.com/mcp-oauth"
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
ChatGPT verbindet sich nur mit Servern im Internet:
https://api.snoopscan.com/mcp-oauthMenünamen können sich je nach Tarif und mit der Zeit leicht unterscheiden.
Deine Auswahl bleibt in einem Cookie auf diesem Gerät; kein Konto nötig.
Diese Einstellungen werden aus dem Registry-Eintrag des Entwicklers erzeugt. Wenn in der README etwas anderes steht, folge der README.
Die Tool-Liste dieses Servers haben wir noch nicht gelesen; wir prüfen die Endpunkte reihum.
Wir prüfen Informationen, die jeder sehen kann; den Code haben wir nicht gelesen. Checks, die nicht zutreffen, werden nicht mitgezählt. · Geprüft am 6. Nov. 2026
Der Registry-Name wurde über die Domain snoopscan.com bestätigt (die Registry prüft, wem die Domain gehört)
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieses Repo haben wir noch nicht von GitHub gelesen
Noch nicht geprüft; wir prüfen die Endpunkte reihum
Noch nicht geprüft; wir prüfen die Endpunkte reihum
Noch nicht geprüft; wir lesen die Tool-Liste, wenn wir den Endpunkt prüfen
Verglichen mit allen aktiven Servern dieser Kategorie in der Registry. Sterne zählen nur, wenn dem Herausgeber das Repo gehört.
Er hat 1 von 1 zutreffenden Basischecks bestanden. Den Code haben wir nicht gelesen. Bevor du einen Schlüssel oder Token hinzufügst, sieh nach, welche Zugriffe der Server verlangt, und nutze einen Schlüssel, der nur die Berechtigungen hat, die du brauchst.
Die Registry nennt keinen erforderlichen Schlüssel, manche Server bitten dich aber bei der ersten Nutzung, dich anzumelden.
Er läuft in der Cloud des Entwicklers. Du verbindest dich übers Internet, ohne etwas zu installieren, aber was du sendest, läuft über die Server des Entwicklers.
Das GitHub-Repo wurde zuletzt – geändert, und die neueste Version (1.0.0) kam vor 42 Tagen in die Registry.
Apps, die MCP unterstützen, etwa Claude Desktop, Claude Code, Cursor und VS Code. Er verbindet sich per URL, also funktionieren auch Apps, die Remote-MCP-Server akzeptieren, zum Beispiel ChatGPT im Entwicklermodus.
In derselben Kategorie: Browser Use, Chrome DevTools MCP, MCP Server Browser
Server derselben Kategorie von anderen Entwicklern, sortiert nach Sternen.
So liest du eine Karte:★ GitHub-SterneiDrei Säulen: Bewertungen · Checks · NutzungiAktualisiert = neueste Version in der Registry veröffentlichti
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
Unverändert aus dem Repo des Entwicklers übernommen. PopNx MCP hat den Inhalt weder geprüft noch empfiehlt es ihn. HTML, Bilder und Skripte wurden entfernt. Links führen von dieser Website weg.
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.