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)
Scrape, crawl, and map websites to Markdown or JSON via local CLI.
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
Which app do you use?
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": {
"crawlberg": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/xberg-io/crawlberg:1.12.3",
"mcp"
]
}
}
}Run this in your terminal
claude mcp add crawlberg -- docker run -i --rm ghcr.io/xberg-io/crawlberg:1.12.3 mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"crawlberg": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/xberg-io/crawlberg:1.12.3",
"mcp"
]
}
}
}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": {
"crawlberg": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/xberg-io/crawlberg:1.12.3",
"mcp"
]
}
}
}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 xberg-io, 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 (1.12.3) reached the registry 11 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Docker 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.
Turn any website into clean, structured data. Point Crawlberg at a URL and get back Markdown, metadata, and links — from a single page or a whole site — in the language you already use.
You need data that lives on the web, and raw HTML is not it. Crawlberg does the crawling, scraping, and cleanup end-to-end: it fetches pages, follows links, converts each one to Markdown, and hands you structured metadata (titles, links, images, social-card and JSON-LD data) — so you skip the parsing and go straight to the content.
It runs from a single Rust core with identical results across 14 language bindings, and it handles the awkward parts for you: JavaScript-heavy pages fall back to a real headless browser, bot filters are detected and worked around, robots and sitemaps are respected, requests are throttled per domain, and requests to private or internal addresses are refused by default. Drive it from your code, an AI agent, a REST service, or the CLI.
Every part of the pipeline is a trait you can swap — the crawl frontier, rate limiter, storage, event stream, and content filters — so you can plug in your own behavior. Managed extras like proxy pools, tuned bot-evasion, authenticated sessions, scheduling, and billing live in xberg-enterprise.
| Feature | Description |
|---|---|
| Structured extraction | Text, metadata, links, images, assets, JSON-LD, Open Graph, hreflang, favicons, headings, response headers |
| Markdown conversion | Clean Markdown with citations, document structure, and fit-content mode |
| Concurrent crawling | Depth-first, breadth-first, or best-first traversal with configurable depth, page limits, and concurrency |
| 14 language bindings | Rust, Python, Node.js, Ruby, Go, Java, Kotlin (Android), C#, PHP, Elixir, Dart, Swift, Zig, and WebAssembly |
| Smart filtering | BM25 relevance scoring, URL include/exclude patterns, robots.txt compliance, sitemap discovery |
| Browser rendering | Optional headless browser for JavaScript-heavy SPAs with WAF detection and bypass |
| Batch & streaming | Scrape or crawl hundreds of URLs concurrently; real-time crawl events via async streams |
| SSRF-safe by default | Refuses loopback, private, link-local, and cloud-metadata addresses; opt out via env var or CrawlConfig |
| Auth & rate limiting | HTTP Basic, Bearer, and custom-header auth with cookie jars; per-domain request throttling |
| MCP server & REST API | Model Context Protocol integration for AI agents plus an HTTP server with OpenAPI spec |
Precompiled binaries for glibc Linux (x86_64/aarch64), macOS, and Windows across every binding. On musl Linux (Alpine) coverage is deliberately partial — the CLI, Docker image, Rust, Ruby, Java, and Elixir work there; the Node, Python, Go, PHP, and C# bindings do not ship musl artifacts. See the platform support matrix for the full table and the Alpine workarounds.
⭐ Star this repo to show your support — it helps others discover Crawlberg.
Python
pip install crawlberg
See Python README for full documentation.
Node.js
pnpm add @xberg-io/crawlberg
See Node.js README for full documentation.
Rust
cargo add crawlberg
See Rust README for full documentation.
Go
go get github.com/xberg-io/crawlberg/packages/go
See Go README for full documentation.
Java
Available on Maven Central as io.xberg.crawlberg:crawlberg. See Java README for the dependency snippet and current version.
C#
dotnet add package XbergIo.Crawlberg
See C# README for full documentation.
Ruby
gem install crawlberg
See Ruby README for full documentation.
PHP
composer require xberg-io/crawlberg
See PHP README for full documentation.
Elixir
Add {:crawlberg, "~> 0.3"} to your mix.exs dependencies. See Elixir README for full documentation.
Dart / Flutter
dart pub add crawlberg
See Dart README for full documentation.
Kotlin (Android)
Available on Maven Central as io.xberg.crawlberg.android:crawlberg-android. See Kotlin README for the dependency snippet and current version.
Swift
Add via Swift Package Manager. See Swift README for full documentation.
Zig
See Zig README for installation and usage.
WebAssembly
pnpm add @xberg-io/crawlberg-wasm
See WebAssembly README for full documentation.
C/C++ (FFI)
C header + shared library from GitHub Releases. See FFI crate for full documentation.
CLI
cargo install crawlberg-cli
# Or install the prebuilt binary via cargo-binstall:
cargo binstall crawlberg-cli
brew install xberg-io/tap/crawlberg
Windows users can install the same binary through Scoop:
scoop bucket add xberg https://github.com/xberg-io/scoop-bucket
scoop install crawlberg
See CLI README for full documentation.
Install the Crawlberg plugin from xberg-io/crawlberg. It ships the Crawlberg agent skills (site crawling, HTML→Markdown scraping, headless-Chrome fallback) plus the crawlberg MCP server, — select your runtime below.
The bundle targets Claude Code, Codex, Cursor, Gemini CLI, Kimi, OpenCode, Factory Droid, Hermes, Pi, Agent Plugins and GitHub Copilot CLI. Read the plugin guide for runtime resources, CLI prerequisites and configuration. MCP-capable adapters expose the product's tools; Hermes u
Only the beginning is shown; read the rest in the repo