Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Your agent uses the web as text, not screenshots. Several steps per call, only changes come back.
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.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"riffle": {
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add riffle -- npx -y @noetive/riffle mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"riffle": {
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"riffle": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}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 7일 점검
레지스트리 이름이 도메인 noetive.io 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(0.1.1)은 28일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, TF Rooms
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Live room availability, rates and stay quotes for 12 New Leaf motels in Twin Falls, Idaho.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Pages as text. Only what changed comes back. Several steps per call. Fully interactive, without a mouse or keyboard.
[Why Riffle](#why-riffle) · [Install](#install) · [Use](#use) · [Stay signed in](#stay-signed-in) · [Safe by default](#safe-by-default) · [Releases](https://github.com/noetive/riffle/releases)
npx @noetive/riffle init
Claude Code · Cursor · GitHub Copilot · Kiro · Antigravity · any MCP client
Riffle is an MCP server and CLI. It runs Chrome with the page's JavaScript and hands your agent each page as text it can read and act on.
What is covered, hidden, primary, disabled, struck through or truncated is written on the line, in words. No HTML, no CSS, no images: Riffle turns the page into short lines of text, so your agent reads these facts instead of guessing them from markup or pixels.
modal d1 "Cookie preferences" covers=page
text "We use cookies." button b1 "Accept all" primary button b2 "Reject" main covered-by=d1 h1 "Your cart" list item "Trail shoe 42" "€89" strike "€69" red | "Qty" | spinbutton f1 "Qty" ="1" | button b3 "Remove" button b4 "Checkout"
The cart sits behind a cookie dialog, the old price is struck through and the new one is red. covered-by=d1 tells your agent the checkout button sits behind the dialog.
After the first view, every reply carries only what changed. Click "Reject" on the page above and this is the whole reply:
- d1
~ main -covered-by=d1
Every view also takes a token budget, so a long page costs what you set: view interactive budget=800.
Your agent writes a program, one step per line, and Riffle runs all of it in one call. A whole sign-in is one turn:
goto https://shop.example/login
try click "Reject" fill "Email" "ralph@example.com" fill "Password" $secret:shop click "Sign in" expect url ~ /account view interactive budget=800
After each step Riffle waits until the page has answered and gone quiet instead of sleeping for a fixed time: about a second after a click, a few seconds after a page loads. The program stops at the first step that fails and says which step and why.
Your agent names what to act on by the words on it or by a ref from a view: click "Reject", fill "Email" "ralph@example.com", click b4. Your agent never steers a pointer, aims at coordinates or reads an image. fill sets a whole field in one step, and press Enter names the key. When a step can't happen, the reply says what is in the way:
failed line 1: click "Checkout": blocked: b4 covered-by d1 "Cookie preferences"
Your agent's next program closes the dialog first.
| What your agent uses now | What it costs | With Riffle |
|---|---|---|
| Screenshots and clicks at coordinates | An image and a turn for every action, and guesses from pixels | Text, and several steps per call |
| A page snapshot or raw HTML after every action | The whole page again in your agent's context, every time | Only what changed |
| Fetching a page as Markdown | It can read, but it can't click, fill in or sign in | A real browser: click, fill in, sign in |
npx @noetive/riffle init --client claude-code
Other editors: --client cursor, copilot, kiro, antigravity. Run init with no --client and it configures the editor it finds. --dry-run shows the change without writing it. --keep-state NAME keeps the agent signed in between runs; see Stay signed in.
Any MCP client can use this entry:
{
"mcpServers": { "riffle": { "command": "npx", "args": ["-y", "@noetive/riffle", "mcp"] } } }
On native Windows, run npx through cmd: "command": "cmd", "args": ["/c", "npx", "-y", "@noetive/riffle", "mcp"]. init writes this form for you.
Or install the binary: go install github.com/noetive/riffle/cmd/riffle@latest, or take one from the releases.
Riffle needs Chrome or Chromium on the machine. Check with:
riffle doctor
Riffle runs its own throwaway Chrome. It never touches your saved passwords or keychain, and it cleans up after itself when it stops.
Your agent gets two tools. browser_run takes a program, one step per line, like the sign-in under Fewer turns, less waiting. browser_view reads the page.
Not sure of the syntax? Ask for view help, or run riffle grammar.
Steps: goto back forward click dblclick fill select check press hover scroll upload wait expect dialog try view eval. Views: outline, interactive, read, table REF, find "text", expand REF, net, unseen.
From a shell:
riffle run < program.txt # run a program
riffle view interactive # read the current page riffle close # end the session and its browser riffle stop # end Riffle and every session in it
Each editor's agent has a browser of its own, so two windows never drive the same page. Its MCP server names its session on stderr at start; riffle view -s NAME shows that agent's page. Entries that pass the same -s NAME, as in riffle mcp -s shared, share one browser.
Riffle keeps browsers from piling up on your machine. At most four run at once, however many agents use Riffle (riffle serve -max-browsers N to change it). An agent that needs another waits for one to end, then is told which sessions hold them. A session unused for 15 minutes ends, and its next use starts on a blank page and says so. An editor's session ends when the editor stops its MCP server, and a Riffle with nothing to do exits after 30 minutes.
Name a session in your editor's entry and Riffle keeps its sign-ins. The agent signs in once, and the next time the editor starts it is still signed in.
npx @noetive/riffle init --client claude-code --keep-state shop
or, by hand:
{ "mcpServers": { "riffle": { "command": "npx", "args": ["-y", "@noetive/riffle", "mcp", "-keep-state", "shop"] } } }
riffle.state folder beside it: delete that one too.- and _.-allow-origin gets back only the sign-ins of the sites it allows, and none for private addresses unless -allow-private is set. What a limit leaves out stays kept for a session allowed it.event unrestored, and the session starts without it; it stays kept.table REF returns rows as TSV, whatever the markup.view net lists the fetch and XHR requests behind it.-allow-private so it may reach local addresses: riffle mcp -allow-private in your editor's entry, or riffle serve -allow-private from a shell, which takes the place of a Riffle already running without it, ending its sessions.-keep-state NAME, and the agent is still signed in the next time the editor starts. See Stay signed in.Pages run in real time, as in any browser, and keep running while your agent thinks: a countdown, an expiring sign-in or a panel that opens later moves on between calls, and the next reply tells what changed.
Riffle also says so when a step did not do what it asked, such as a form that was refused, so the agent can fix it and go on.
$secret:name, tied to one origin, and never shown back to the agent.name-differs, which also gives the words a person sees.-allow-private, so a page cannot send the agent into your network or a cloud metadata service.eval are off until you turn them on. -allow-origin and -upload-dir limit where a session can go and what it can send. A Riffle started without -allow-private, -allow-origin, -allow-eval or -upload-dir, from a shell or after a crash, keeps those it last ran with. Naming any of them sets all four, so -allow-private=false alone goes back to the defaults.-keep-state NAME. Kept sign-ins are in a file only you can read; delete it to forget them. A session gets back only the sign-ins its limits allow.Riffle/ .content-not-shown, not read.Riffle runs alone. It also pairs with another Noetive service:
make build
make test make lint go test -tags integration ./... # drives a real Chrome
See CONTRIBUTING.md. Report security issues as described in SECURITY.md.
ISC. Copyright (c) 2026 Noetive.io