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)
Drive a real Chrome live, record a flow once, replay it in milliseconds without an LLM.
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。
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 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
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。
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
注册名称已通过域名 soflution.com 验证(注册中心会核实域名所有权)
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。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
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(1.3.0)于8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 MCPB。
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。
The fastest browser for AI agents.
Drive a real Chrome live. Record a task once. Replay it in milliseconds, with no LLM in the loop.
Or skip the page entirely and replay the site's own API calls with your session.
Browser MCP servers today make the model do everything, every time: read the page, pick one element, click, read the page again. Each click is a tool call, and each tool call is a model turn that costs seconds. Do the same task tomorrow and the agent pays the full price again.
Flintrail treats the browser like a JIT compiler treats code:
{{variables}}.Same 5-step task (fill a field, tick a box, change page, click a client-rendered button that calls an API, wait for the result), median of 10 runs, headless Chromium. The numbers are tool-side wall time only. In a real agent every tool call also costs a model turn, so going from 7 calls to 2 saves several more seconds on top.
The hatched bar is the floor: the same clicks as a raw Playwright script, with no MCP and no agent. Any tool that clicks through the UI is bounded by it, which is why the per-call ratios stay modest. Flintrail adds about 50 ms per call on top of that floor, Playwright MCP about 260 ms. The only way under the floor is to stop clicking, which is what API replay does.
Reproduce it: npm run bench (installs nothing global; Playwright MCP is a dependency of bench/ only).
Claude Desktop: download flintrail.mcpb and double-click it.
{
"mcpServers": { "flintrail": { "command": "npx", "args": ["-y", "flintrail@latest"] } } }
Claude Code: claude mcp add flintrail -- npx -y flintrail@latest
From a local clone (git clone https://github.com/Soflutionltd/flintrail.git && cd flintrail && npm install && npm run build), start node /absolute/path/to/flintrail/bin/supervise.cjs.
Every install below keeps itself up to date, without restarting Claude or Cursor. The MCP client talks to a small supervisor (bin/supervise.cjs) that stays connected while the server runs behind it. At start-up and every 6 hours it asks npm for the latest flintrail, installs it in the background in ~/.soflution/mcp/flintrail/, and switches over as soon as no request is in flight (the client is told the tool list may have changed). A version that fails to start is rolled back at once and never picked again on that machine. npm checks the integrity of every download, and releases are published from GitHub Actions with provenance.
The only network call is that version check to registry.npmjs.org; nothing about your machine or your use is sent. Turn it off with NO_UPDATE_NOTIFIER=1 (or SOFLUTION_AUTO_UPDATE=0). Started directly with node dist/..., flintrail does not update itself and only mentions a newer version in its first tool result.
node dist/cli.js --http --host 127.0.0.1 --port 8931
Clients connect to http://host:8931/mcp with Authorization: Bearer . Put it behind a tunnel or reverse proxy with TLS if it leaves the machine.
| Mode | When | How |
|---|---|---|
attach (default) | Your desktop. Keep your logged-in sessions. | Connects over CDP to a dedicated Chrome for Testing. On macOS Flintrail finds it, restarts it with a local debugging port if needed (tabs are restored) and opens its own tabs in the background. |
launch | Servers, CI, Docker. | FLINTRAIL_MODE=launch starts Chromium with a persistent profile in ~/.flintrail/profile, headless by default. |
extension | Anyone, any Chromium browser, no debugging port. | FLINTRAIL_MODE=extension and the Flintrail extension installed. See below. |
Flintrail refuses to attach to a personal browser (Brave, Edge, Opera, or on macOS anything that is not Chrome for Testing) unless FLINTRAIL_ALLOW_ANY_BROWSER=1. Your everyday browser stays yours.
The extension is the easiest way in: no command-line flags, no debugging port, works in Chrome, Edge, Brave, Arc or any Chromium 125+.
flintrail-extension- .zip from the latest release, unzip it, open chrome://extensions, enable *Developer mode*, click *Load unpacked* and pick the folder. (Chrome Web Store listing in progress.) { "mcpServers": { "flintrail": { "command": "npx", "args": ["-y", "flintrail@latest"], "env": { "FLINTRAIL_MODE": "extension" } } } }
~/.flintrail/token, click *Connect*. The extension reconnects by itself afterwards.How it works: Flintrail starts a relay on 127.0.0.1:8932. The extension connects to it with the token and executes CDP commands with chrome.debugger, one tab at a time. Playwright sees an ordinary CDP browser, so every tool, recording and replay works unchanged. The agent only sees tabs it opened itself or tabs you share with *Share with agent*. Chrome shows its "started debugging this browser" bar while a tab is driven, by design.
You do not have to explain a task to the agent. Type a flow name in the popup, click *Start recording*, do the task yourself in the tab, click *Stop and save*. The extension records clicks, typing, selects, checkboxes and Enter with the same element fingerprints the engine uses, and never records password fields. Then:
fl_flow_set_var("paybyphone-renew", 0, "plate") # turn the typed plate into {{plate}}
fl_run("paybyphone-renew", { "plate": "AB-123-CD" })
The flow now runs without you, without the LLM, in milliseconds per step.
Limits in extension mode: browser-level CDP (download folder, permissions, window size) is not available to extensions, so download saves through the browser's normal download flow. Chrome dismisses dialogs of background tabs driven by chrome.debugger before anyone can answer, so in this mode {do:"dialog"} answers the next alert / confirm / prompt from inside the page instead.
| Tool | What it does |
|---|---|
fl_open | Open a URL in a background tab, return a compact snapshot with [eN] refs. |
fl_act | Run many actions in one call: click, dblclick, hover, fill, type, select, check, press, upload, download, goto, back, wait, scroll, mouse, dialog, resize, eval, request. |
fl_snapshot | Re-read a page: interactive elements, headings, text excerpt, same-origin frames. |
fl_extract | Run JavaScript in the page and return the result. |
fl_network | List the site's own API calls with timing, body and a JSON sample. |
fl_screenshot | JPEG screenshot of the tab, or of one element (ref / selector), in CSS pixels usable by mouse. |
fl_console | Console errors and uncaught exceptions of a tab (level: "all" adds warnings and logs). fl_act says when new ones appear. |
fl_record_start / fl_record_stop | Record a flow; repairFrom keeps the good steps and re-records the rest. |
fl_run | Replay a flow with variables, no LLM. |
fl_run_many | Replay a flow for many variable sets in parallel tabs. |
fl_flows / fl_flow | List flows, inspect one. |
fl_flow_set_var | Turn a recorded value into a {{variable}}, for flows taught by demonstration. |
fl_extension | Extension connection status. |
fl_adopt | Take control of a tab you already opened yourself, for example right after signing in by hand. |
fl_login | Sign in with your saved password (browser password manager, 1Password, Bitwarden or your own command). Flintrail fills it, the agent never sees it. See Sign in. |
fl_tabs / fl_close | Manage tabs. |
// one call, five actions
{ "tool": "fl_act", "tab": "t1", "actions": [ { "do": "fill", "ref": "e1", "value": "AA-111-AA", "var": "plate" }, { "do": "check", "ref": "e3" }, { "do": "click", "role": "button", "name": "Continue" }, { "do": "click", "selector": "[data-testid=confirm]" }, { "do": "wait", "text": "active" } ]}
Then fl_run("permit", { "plate": "ZZ-999-ZZ" }) repeats it in under a second.
// files, native dialogs, coordinates, mobile width
{ "tool": "fl_act", "tab": "t1", "actions": [ { "do": "upload", "ref": "e4", "files": ["/Users/me/statement.csv"], "var": "statement" }, { "do": "dialog", "accept": true }, { "do": "click", "role": "button", "name": "Delete" }, { "do": "mouse", "x": 640, "y": 380 }, { "do": "resize", "width": 390, "height": 844 } ]}
upload works on a file input, even a hidden one, and on a button or drop zone that opens the file chooser. Dialogs are dismissed by default and every one is reported in the result, as are new console errors.
fl_login signs the agent in with the passwords you already have, without ever showing them to the agent: it only learns which fields were filled. Passwords and one-time codes are masked in every tool result, including captured request bodies and page reads, and a recorded flow stores a reference to the login, never the secret. On a multi-step sign-in (e-mail page, then password page) the agent calls it on each step.
Sources are tried in the order of FLINTRAIL_PASSWORDS (default browser):
| Source | Setup | Notes |
|---|---|---|
browser | None. Save the password in Chrome, Edge or Brave as usual. | The browser fills the form itself; Flintrail confirms with a real click and submits. Works in extension mode and in attach mode, on the profile that holds your passwords. With several saved accounts for a site, the browser picks one: use a CLI source to choose. |
| 1password[:path] | 1Password CLI signed in, or OP_SERVICE_ACCOUNT_TOKEN in Flintrail's environment for unattended use. | One-time codes stored in 1Password are filled too. A service account never asks for Touch ID;
只显示了开头部分;其余内容请在仓库中阅读