Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Your agent uses the web as text, not screenshots. Several steps per call, only changes come back.
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。
你需要
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": {
"riffle": {
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add riffle -- npx -y @noetive/riffle mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"riffle": {
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"riffle": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}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 noetive.io 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(0.1.1)于29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 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, EmbeddedCI BenchPod
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
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.
Drive a BenchPod hardware-in-the-loop bench: power, flash, UART, I2C, CAN, analog and logic.
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。
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