Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Your agent uses the web as text, not screenshots. Several steps per call, only changes come back.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Abre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"riffle": {
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}Ejecuta esto en tu terminal
claude mcp add riffle -- npx -y @noetive/riffle mcpPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"riffle": {
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"riffle": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@noetive/riffle",
"mcp"
]
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Este se ejecuta en tu computadora, y ChatGPT solo puede conectarse a servidores en internet. Elige otra app.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con el dominio noetive.io (el registro comprueba quién es dueño del dominio)
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Este se ejecuta en tu computadora; no hay endpoint en internet
Se ejecuta en tu computadora y usa ajustes locales en su lugar
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
Se ejecuta en tu computadora. Tu app de IA lo inicia cuando hace falta, y los datos no pasan por los servidores del creador (a menos que el propio servidor llame a un servicio en línea).
El repo de GitHub cambió por última vez –, y la última versión (0.1.1) llegó al registro hace 28 días.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Node.js en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, FlyDocs
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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