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Parallel Browser MCP

作者:etairl版本 0.1.14i★ –i在你的电脑上运行
注册名称io.github.etairl/parallel-browser-mcp

安装

概览

作者提供的说明(英文原文)

MCP server for parallel browser automation across multiple providers.

PopNx MCP 的三大支柱

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。

它能帮你做什么

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。

  • 连接方式: 在你的电脑上运行
  • 传输方式: stdio
  • 分类: 网页与浏览器
  • 你需要填写:BROWSERBASE_API_KEY, ANCHOR_API_KEY, CLOUDFLARE_API_TOKEN

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

  • 基础检查:1 项中通过 1 项
  • 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
  • 需要你自己填写: BROWSER_MCP_CONFIG, BROWSER_MCP_CONFIG_PATH, BROWSERBASE_API_KEY, BROWSERBASE_PROJECT_ID, ANCHOR_API_KEY, CLOUDFLARE_API_TOKEN, CLOUDFLARE_ACCOUNT_ID, PLAYWRIGHT_USE_CLOAKBROWSER

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

  • npm已安装 Node.js(用于 npx 命令)

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": {
    "parallel-browser": {
      "command": "npx",
      "args": [
        "-y",
        "parallel-browser-mcp"
      ],
      "env": {
        "BROWSER_MCP_CONFIG": "your-value",
        "BROWSER_MCP_CONFIG_PATH": "your-value",
        "BROWSERBASE_API_KEY": "your-value",
        "BROWSERBASE_PROJECT_ID": "your-value",
        "ANCHOR_API_KEY": "your-value",
        "CLOUDFLARE_API_TOKEN": "your-value",
        "CLOUDFLARE_ACCOUNT_ID": "your-value",
        "PLAYWRIGHT_USE_CLOAKBROWSER": "your-value"
      }
    }
  }
}

在终端中运行这条命令

claude mcp add parallel-browser --env BROWSER_MCP_CONFIG=your-value --env BROWSER_MCP_CONFIG_PATH=your-value --env BROWSERBASE_API_KEY=your-value --env BROWSERBASE_PROJECT_ID=your-value --env ANCHOR_API_KEY=your-value --env CLOUDFLARE_API_TOKEN=your-value --env CLOUDFLARE_ACCOUNT_ID=your-value --env PLAYWRIGHT_USE_CLOAKBROWSER=your-value -- npx -y parallel-browser-mcp

运行前请先填写空着的值。

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "parallel-browser": {
      "command": "npx",
      "args": [
        "-y",
        "parallel-browser-mcp"
      ],
      "env": {
        "BROWSER_MCP_CONFIG": "your-value",
        "BROWSER_MCP_CONFIG_PATH": "your-value",
        "BROWSERBASE_API_KEY": "your-value",
        "BROWSERBASE_PROJECT_ID": "your-value",
        "ANCHOR_API_KEY": "your-value",
        "CLOUDFLARE_API_TOKEN": "your-value",
        "CLOUDFLARE_ACCOUNT_ID": "your-value",
        "PLAYWRIGHT_USE_CLOAKBROWSER": "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。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "parallel-browser": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "parallel-browser-mcp"
      ],
      "env": {
        "BROWSER_MCP_CONFIG": "your-value",
        "BROWSER_MCP_CONFIG_PATH": "your-value",
        "BROWSERBASE_API_KEY": "your-value",
        "BROWSERBASE_PROJECT_ID": "your-value",
        "ANCHOR_API_KEY": "your-value",
        "CLOUDFLARE_API_TOKEN": "your-value",
        "CLOUDFLARE_ACCOUNT_ID": "your-value",
        "PLAYWRIGHT_USE_CLOAKBROWSER": "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。

需要你填写的值

  • BROWSER_MCP_CONFIG env
    Inline JSON configuration for providers and defaults. See README for shape.
  • BROWSER_MCP_CONFIG_PATH env
    Path to a JSON file with provider configuration.
  • BROWSERBASE_API_KEY 机密 env
    Browserbase API key (required when using the browserbase provider).
  • BROWSERBASE_PROJECT_ID env
    Browserbase project ID (required when using the browserbase provider, unless set in config).
  • ANCHOR_API_KEY 机密 env
    Anchor Browser API key (required when using the anchor provider).
  • CLOUDFLARE_API_TOKEN 机密 env
    Cloudflare API token (required when using the cloudflare provider).
  • CLOUDFLARE_ACCOUNT_ID env
    Cloudflare account ID (required when using the cloudflare provider).
  • PLAYWRIGHT_USE_CLOAKBROWSER env
    Set to 'true' to launch the local Playwright provider via CloakBrowser (https://cloakbrowser.dev/) stealth Chromium. Requires installing the optional 'cloakbrowser' npm package.

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。

它能做什么

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。

基础检查i

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

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 etairl 验证,该账户拥有此仓库

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • – 不适用

    端点有响应

    它在你的电脑上运行,没有互联网端点

  • – 不适用

    使用 OAuth 登录

    在你的电脑上运行,改用本地设置

  • … 尚未检查

    工具描述中没有隐藏指令

    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“网页与浏览器”中的其他服务器比较i

  • 星标数多于此分类中其他 880 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 880 个服务器的 14% 更新
  • 基础检查结果等于或优于此分类中其他 880 个服务器的 100%

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。

常见问题

Parallel Browser MCP 安全吗?

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。

它需要哪些密钥或代码?

你需要填写:BROWSERBASE_API_KEY, ANCHOR_API_KEY, CLOUDFLARE_API_TOKEN

它在我的电脑上运行还是在云端?

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)。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(0.1.14)于5个月前进入注册中心。

哪些应用可以使用它?

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。

有什么可以替代它?

同一分类中有:Browser Use, Chrome DevTools MCP, MCP Server Browser

替代选择

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 Use

作者:browser-use

Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.

电脑或云端★ 120,087MIT17天前更新
安装

Chrome DevTools MCP

作者:ChromeDevTools

MCP server for Chrome DevTools

在你的电脑上运行★ 54,821Apache-2.015天前更新
安装

MCP Server Browser

作者:bytedance

MCP server for browser use access

在你的电脑上运行★ 39,550Apache-2.014个月前更新
安装

作者的 README

打开 README

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。

parallel-browser-mcp

parallel-browser-mcp is an MCP server for parallel browser automation. It exposes a numeric session model over MCP so one client can create and control multiple browser sessions at the same time across multiple browser providers.

Supported providers:

  • playwright for local Chromium
  • browserbase via @browserbasehq/sdk
  • anchor via anchorbrowser
  • cloudflare via Cloudflare Browser Run

Each browser session gets a numeric ID like 1, 2, 3, and every browser_* tool accepts a sessionId.

Features

  • Multiple concurrent browser sessions in memory
  • Provider abstraction shared across Browserbase, Anchor Browser, Cloudflare Browser Run, and local Playwright
  • MCP session tools:
  • start_session
  • close_session
  • close_all_sessions
  • get_sessions
  • Browser tools:
  • browser_navigate
  • browser_go_back
  • browser_click
  • browser_fill
  • browser_fill_form
  • browser_screenshot
  • browser_snapshot
  • browser_hover
  • browser_drag
  • browser_select_option
  • browser_generate_locator
  • browser_get_page_structure
  • browser_evaluate
  • browser_keyboard_press
  • browser_keyboard_type
  • browser_mouse_move
  • browser_mouse_click_xy
  • browser_mouse_drag
  • browser_upload_file
  • browser_wait_for_selector
  • browser_wait_for_timeout

Quick Start

corepack pnpm install

corepack pnpm build

Run locally over stdio:

node dist/index.js

Run it as an npm package CLI:

npx parallel-browser-mcp@latest

Configuration

Provider-specific settings are configured at the MCP server configuration level, not per tool call.

The server reads config in this order:

  1. BROWSER_MCP_CONFIG
  2. BROWSER_MCP_CONFIG_PATH
  3. direct env defaults
  4. built-in defaults

Recommended config shape:

{

"defaultProvider": "playwright", "providers": { "browserbase": { "projectId": "proj_123", "keepAlive": true }, "anchor": { "recording": false }, "playwright": { "launchOptions": { "headless": true }, "useCloakBrowser": false } } }

Stealth Chromium via CloakBrowser

The playwright provider can optionally launch CloakBrowser instead of vanilla Chromium for sessions that need to bypass bot detection. Enable it per-config or via env:

{

"providers": { "playwright": { "useCloakBrowser": true } } }

PLAYWRIGHT_USE_CLOAKBROWSER=true

cloakbrowser is an optional peer — install it only when you need stealth:

npm install cloakbrowser

The CloakBrowser binary (~200MB stealth Chromium) is downloaded automatically on the first session launch. Existing launchOptions / contextOptions continue to apply, and the rest of the provider behaves identically to standard Playwright.

Required credentials by provider:

  • playwright: none
  • browserbase: BROWSERBASE_API_KEY, plus a projectId in config or BROWSERBASE_PROJECT_ID
  • anchor: ANCHOR_API_KEY
  • cloudflare: CLOUDFLARE_API_TOKEN, CLOUDFLARE_ACCOUNT_ID

Optional env defaults:

  • BROWSERBASE_PROJECT_ID
  • BROWSERBASE_KEEP_ALIVE
  • BROWSERBASE_CONTEXT_ID
  • BROWSERBASE_PERSIST
  • PLAYWRIGHT_STORAGE_STATE_PATH
  • PLAYWRIGHT_EXECUTABLE_PATH
  • PLAYWRIGHT_CHANNEL
  • PLAYWRIGHT_USE_CLOAKBROWSER (true to launch stealth Chromium via CloakBrowser; requires npm install cloakbrowser)

Installation

Use the standard config below in any MCP client that supports stdio:

{

"mcpServers": { "parallel-browser-mcp": { "command": "npx", "args": ["parallel-browser-mcp@latest"], "env": { "BROWSER_MCP_CONFIG": "{\"defaultProvider\":\"playwright\",\"providers\":{\"playwright\":{\"launchOptions\":{\"headless\":true}}}}", "BROWSERBASE_API_KEY": "your_browserbase_key", "ANCHOR_API_KEY": "your_anchor_key" } } } }

Claude Code

Use the Claude Code CLI to add the server:

claude mcp add parallel-browser-mcp npx parallel-browser-mcp@latest

If you need provider configuration, add the environment variables in your Claude MCP config using the standard config above.

Claude Desktop

Follow the Claude Desktop MCP install flow and use the standard config above in the local MCP configuration file.

Codex

Use the Codex CLI:

codex mcp add parallel-browser-mcp npx "parallel-browser-mcp@latest"

Or add this to ~/.codex/config.toml:

[mcp_servers.parallel-browser-mcp]

command = "npx" args = ["parallel-browser-mcp@latest"]

</details>

Copilot

Use the Copilot CLI interactive flow:

/mcp add

Or add this to ~/.copilot/mcp-config.json:

{

"mcpServers": { "parallel-browser-mcp": { "type": "local", "command": "npx", "tools": ["*"], "args": ["parallel-browser-mcp@latest"], "env": { "BROWSER_MCP_CONFIG": "{\"defaultProvider\":\"playwright\",\"providers\":{\"playwright\":{\"launchOptions\":{\"headless\":true}}}}", "BROWSERBASE_API_KEY": "your_browserbase_key", "ANCHOR_API_KEY": "your_anchor_key" } } } }

</details>

Cursor

Go to Cursor Settings -> MCP -> Add new MCP Server, then use:

  • command: npx
  • args: parallel-browser-mcp@latest

Or paste the standard config above into the MCP config editor.

Gemini

Add the server to .gemini/settings.json:

{

"mcpServers": { "parallel-browser-mcp": { "command": "npx", "args": ["parallel-browser-mcp@latest"], "env": { "BROWSER_MCP_CONFIG": "{\"defaultProvider\":\"playwright\",\"providers\":{\"playwright\":{\"launchOptions\":{\"headless\":true}}}}", "BROWSERBASE_API_KEY": "your_browserbase_key", "ANCHOR_API_KEY": "your_anchor_key" } } } }

</details>

VS Code

Use the MCP install flow in VS Code with the standard config above, or install with the VS Code CLI:

code --add-mcp '{"name":"parallel-browser-mcp","command":"npx","args":["parallel-browser-mcp@latest"]}'

Example Flow

  1. Call start_session with { "provider": "playwright" }
  2. Read the returned session id
  3. Call browser_navigate with { "sessionId": 1, "url": "https://example.com" }
  4. Call any additional browser_* tool with the same sessionId
  5. Call close_session when done

Development

corepack pnpm install

corepack pnpm typecheck corepack pnpm test corepack pnpm test:coverage corepack pnpm build corepack pnpm smoke:local

Publishing

This repo is set up to publish as an npm package:

  • the CLI entrypoint is parallel-browser-mcp
  • production builds exclude tests and smoke scripts
  • the published package only includes dist, README.md, and .env.example

Before publishing:

corepack pnpm typecheck

corepack pnpm test corepack pnpm build npm pack --dry-run

GitHub Actions publishing:

  • .github/workflows/publish.yml publishes to npm on GitHub release publication or manual dispatch
  • set the NPM_TOKEN repository secret before using the publish workflow

Examples

  • examples/local contains a standalone npm package that connects to parallel-browser-mcp with @langchain/mcp-adapters and runs a LangChain agent against the local Playwright provider.
  • examples/browserbase contains a standalone npm package that connects LangChain to the published MCP server with Browserbase config and prompts the agent to use browser_screenshot.
  • examples/anchor contains a standalone npm package that connects LangChain to the published MCP server with Anchor config and prompts the agent to use browser_snapshot.
  • examples/cloudflare contains a standalone npm package that connects LangChain to the published MCP server with Cloudflare Browser Run config and prompts the agent to use browser_snapshot.
  • The root .npmignore excludes the full examples directory from npm publishing.

Testing

The repo includes:

  • unit coverage for config loading, providers, registry behavior, session tools, and representative browser tools
  • a local Playwright smoke script in src/smoke/localSmoke.ts

Notes

  • start_session is intentionally small. Provider-specific behavior belongs in MCP configuration, not tool inputs.
  • The server logs to stderr so stdout stays clean for MCP JSON-RPC traffic.
  • Browserbase and Anchor Browser are normalized to Playwright page operations after connection, so the browser tools stay provider-agnostic.
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