Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Drive a real Chrome live, record a flow once, replay it in milliseconds without an LLM.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
링크는 제작자의 파일로 바로 연결돼요. 우리가 보관하거나 다시 패키징하지 않아요. 파일을 열면 Claude Desktop이 설치해요.
터미널에서 이 명령어를 실행하세요
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 도메인 soflution.com 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.3.0)은 8일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 MCPB도 있어야 해요.
같은 카테고리에는: Browser Use, Chrome DevTools MCP, MCP Server Browser
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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;
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