Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
Your agent uses the web as text, not screenshots. Several steps per call, only changes come back.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"riffle": {
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}ターミナルでこれを実行します
claude mcp add riffle -- npx -y @noetive/riffle mcpプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"riffle": {
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"riffle": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名はドメイン noetive.io で確認済みです(レジストリがドメインの所有を確認しています)
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(0.1.1)がレジストリに届いたのは28 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにNode.jsも必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, FlyDocs
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
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.
Spec-driven development workflow: your agent works issues, sessions and the status lifecycle.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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