Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
作者提供的说明(英文原文)
Web scraping, crawling, deep research & autonomous extraction — 31 MCP tools, clean Markdown/JSON
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
CRAWLFORGE_API_KEY, DATAFORSEO_LOGIN, DATAFORSEO_PASSWORD标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"crawlforge": {
"command": "npx",
"args": [
"-y",
"crawlforge-mcp-server"
],
"env": {
"CRAWLFORGE_API_KEY": "your-value",
"DATAFORSEO_LOGIN": "your-value",
"DATAFORSEO_PASSWORD": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add crawlforge --env CRAWLFORGE_API_KEY=your-value --env DATAFORSEO_LOGIN=your-value --env DATAFORSEO_PASSWORD=your-value -- npx -y crawlforge-mcp-server运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"crawlforge": {
"command": "npx",
"args": [
"-y",
"crawlforge-mcp-server"
],
"env": {
"CRAWLFORGE_API_KEY": "your-value",
"DATAFORSEO_LOGIN": "your-value",
"DATAFORSEO_PASSWORD": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"crawlforge": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"crawlforge-mcp-server"
],
"env": {
"CRAWLFORGE_API_KEY": "your-value",
"DATAFORSEO_LOGIN": "your-value",
"DATAFORSEO_PASSWORD": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 mysleekdesigns 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:CRAWLFORGE_API_KEY, DATAFORSEO_LOGIN, DATAFORSEO_PASSWORD
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(6.25.0)于9天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Browser Use, Chrome DevTools MCP, MCP Server Browser
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
31 web scraping, crawling, deep-research & autonomous-extraction tools for Claude, Cursor & any MCP client.
Clean Markdown & structured JSON from any site. Get started with 1,000 free credits — no credit card required.
⭐ Star us on GitHub to follow along — it genuinely helps others discover the project.
agent, a unified multi-format scrape, document processing, stealth browsing, stateful browser sessions, and more, callable directly from your AI assistant.extract_with_llm runs against a local Ollama model out of the box: no LLM API key, no per-token cost, and your data never leaves your machine. Cloud (OpenAI/Anthropic) is opt-in.| CrawlForge MCP | Firecrawl | Raw scraping API | |
|---|---|---|---|
| Native MCP server | ✅ 31 tools | ✅ | ❌ |
| Free tier | ✅ 1,000 credits, one-time, never expire | Limited | Varies |
| Self-hosted / local LLM extraction (Ollama) | ✅ default, $0/token | ❌ | ❌ |
| Autonomous agent (no URLs needed) | ✅ agent | ✅ | ❌ |
| Deep research with source verification | ✅ deep_research | Partial | ❌ |
| Browser automation / actions | ✅ scrape_with_actions | ✅ | Varies |
| Stealth / anti-detection engines | ✅ Chromium + Camoufox | ✅ | Add-on |
| Pre-built site templates | ✅ 10 sites | ❌ | ❌ |
| License | MIT | AGPL-3.0 | Proprietary |
Comparison reflects publicly documented capabilities at time of writing. CrawlForge is MIT-licensed and MCP-first — built to plug straight into AI coding assistants.
npm install -g crawlforge-mcp-server
Every tool requires a CrawlForge API key — new accounts get 1,000 free trial credits to start. The recommended path signs you in through the browser, so the key is never pasted into a terminal (a coding agent can run this for you and relay the URL):
crawlforge login
It prints an approval URL; open it, approve, and the key is stored in ~/.crawlforge/config.json. Then run crawlforge init to register the MCP server with your client. Or use the interactive wizard, which also configures your clients:
npx crawlforge-setup
This will:
Don't have an API key? Get one free at https://www.crawlforge.dev/signup
One-step setup (v4.6.0+):
crawlforge initdetects your API key, installs the agent skill, and idempotently merges the MCP config stanza into Claude Code, Claude Desktop, and Cursor. Usecrawlforge init --all --yesto configure every detected client non-interactively.
🤖 For Claude Desktop
Add to claude_desktop_config.json:
{
"mcpServers": { "crawlforge": { "command": "npx", "args": ["-y", "crawlforge-mcp-server"] } } }
Location:
~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%/Claude/claude_desktop_config.json~/.config/Claude/claude_desktop_config.jsonRestart Claude Desktop to activate.
🖥️ For Claude Code CLI (Auto-configured)
The setup wizard automatically configures Claude Code by adding to ~/.claude.json:
{
"mcpServers": { "crawlforge": { "type": "stdio", "command": "crawlforge-mcp" } } }
After setup, restart Claude Code to activate.
💻 For Cursor IDE (Auto-configured)
The setup wizard automatically configures Cursor by adding to ~/.cursor/mcp.json:
{
"mcpServers": { "crawlforge": { "type": "stdio", "command": "crawlforge-mcp" } } }
Restart Cursor to activate.
🔁 For n8n (workflow automation)
n8n's built-in MCP Client Tool node connects over Streamable HTTP (works on n8n Cloud and self-hosted). Run the server in HTTP mode:
export CRAWLFORGE_API_KEY=your_api_key
npm run start:http # Streamable HTTP endpoint at http://localhost:10000/mcp
Then point the MCP Client Tool node at http:// :10000/mcp with transport HTTP Streamable and a Bearer credential set to the same API key. On self-hosted n8n you can instead use the community n8n-nodes-mcp node over STDIO (npx -y crawlforge-mcp-server).
Full guide: docs/n8n-integration.md
Which launch command?
npx -y crawlforge-mcp-serverneeds no global install and always runs the published version (recommended for Claude Desktop). For a global install (npm i -g crawlforge-mcp-server), use the dedicatedcrawlforge-mcpbin — it resolves on yourPATH, so it survives Node/nvm version switches. The barecrawlforgecommand still launches the server when an MCP client spawns it over stdio (backward compatibility for configs created before v4.2.5); interactively it's the CLI — runcrawlforge mcpto start the server by hand.
CrawlForge requires a CrawlForge API key — every tool is metered and consumes credits. New accounts get 1,000 free trial credits to start. Get a key at crawlforge.dev/signup.
All Tools (API key required)
| Tool | Credits | What it does | |
|---|---|---|---|
fetch_url | 1 | Fetch content from any URL | |
extract_text | 1 (6 projected with escalate: true, charged 1 when the plain fetch works) | Extract clean text from web pages | |
extract_links | 1 (6 projected with escalate: true, charged 1 when the plain fetch works) | Get all links from a page | |
extract_metadata | 1 | Extract page metadata (title, OG tags, schema.org) | |
scrape_template | 1 | Structured data from well-known sites (Amazon, GitHub, LinkedIn, YouTube, Reddit, Hacker News, npm, and more) without writing selectors | |
list_ollama_models | 1 | List the Ollama models installed locally (helps you pick a model for extract_with_llm) | |
get_batch_results | 1 | Retrieve paginated results for a batch_scrape job by batchId | |
read_result | 1 | Search, slice, read lines or a JSON path from a result a tool returned with truncated: true and a result_handle (kept 1 hour on your own machine) — never fetch the page again | |
scrape | 2 | Unified single-fetch, multi-format extraction. Pass a formats array (markdown/html/rawHtml/text/links/metadata/screenshot/json-schema, plus {type:"highlights",query} and {type:"question",question} for only the matching sentences, table rows and code blocks, verbatim with offsets into the markdown: +1 credit once per call, mode:"model" +3) plus onlyMainContent; one fetch serves every requested format with per-format partial-success warnings. escalate:true retries a blocked plain fetch once in the stealth browser and returns the page instead of the block (+5 as the projected ceiling; the charge drops back to 2 when the plain fetch succeeded and no escalation ran) | |
scrape_structured | 2 | Extract structured data with CSS selectors | |
extract_embedded_state | 2 (7 projected with escalate: true, charged 2 when the plain fetch works) | Read a page's embedded JavaScript state — __NEXT_DATA__, React Server Component payloads (references between rows resolved, plus a data_rows index), Nuxt (Nuxt 3's __NUXT_DATA__ decoded), SvelteKit, Apollo, Redux, ytInitialData, Inertia, Shopify, JSON data-* attributes, — with a path to scope the result, keys_only: true to see its first two levels of keys, or find: " " to get every path where a field of that name lives. escalate: true re-reads a walled page in the stealth browser, runs the same parser and also reads the framework globals off window (window_state). No LLM in the extraction path | |
extract_content | 2 | Enhanced content extraction | |
map_site | 2 | Discover and map website structure (optional search= ranks the discovered URLs) | |
process_document | 2 | Multi-format document processing | |
localization | 2 | Look up a country's locale settings (Accept-Language, timezone, currency) to pass to other tools; returns values, applies none | |
track_changes | 3 | Monitor content changes over time | |
analyze_content | 3 | Comprehensive content analysis | |
extract_structured | 3 | LLM-powered schema-driven extraction (your own LLM key or local Ollama) | |
extract_with_llm | 3 | Natural-language extraction. Defaults to a local Ollama model; pass `provider: "openai" \ | "anthropic"` with the matching key for cloud models (external LLM billed by your provider) |
| browser_session | 3 | A browser page that stays open across calls, keeping its cookies and its login in between. open a session on a URL, snapshot it to list the interactive elements as stable refs (@e1, @e2), act on a ref, read the content, close. Priced per operation: open 3, read 2, snapshot/act/screenshot/close/list 1 each. Reach for it when you must see the page before choosing what to click, when the flow spans several calls, or when a login must hold across later reads; one fixed act
只显示了开头部分;其余内容请在仓库中阅读