Permite la práctica de recuperación para agentes de programación mediante preguntas de opción múltiple sobre cambios de código recientes para reforzar el aprendizaje.
También conocido como atomicreps/cli, cli
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- Última versión
- 0.1.0
- Último commit
- 6 oct 2026
- Licencia
- MIT
¿Qué es atomicreps MCP?
atomicreps es un MCP server. Permite la práctica de recuperación para agentes de programación mediante preguntas de opción múltiple sobre cambios de código recientes para reforzar el aprendizaje.
Resumen generado a partir del README del proyecto
Acerca del MCP server de atomicreps
Atomic Reps es una herramienta diseñada para ayudar a los desarrolladores a reforzar sus conocimientos de programación mediante la práctica de recuperación. Funciona presentando preguntas de opción múltiple a los usuarios inmediatamente después de que un agente de programación completa una tarea que implica cambios en archivos. Este proceso convierte las sesiones de desarrollo activo en oportunidades de aprendizaje al poner a prueba la memoria sobre las modificaciones de código recientes.
El servidor se integra con varios clientes MCP, incluyendo Claude Code, GitHub Copilot, Cursor, Windsurf y Codex. Los usuarios configuran el servidor mediante un asistente en la terminal usando Node 24 o superior, lo que requiere crear una cuenta gratuita y autenticarse a través de un navegador web. Una vez conectado, el servidor gestiona la frecuencia, la dificultad y los temas específicos de las preguntas para mantener un ritmo de aprendizaje controlado.
Los desarrolladores pueden personalizar su experiencia utilizando comandos como rep, answer, me y settings. El sistema realiza un seguimiento del progreso mediante rachas y resúmenes, permitiendo a los usuarios silenciar temas específicos o ajustar los niveles de intensidad. Prioriza la privacidad al enviar únicamente handles de catálogo y metadatos en lugar del contenido real del código o los prompts.
Qué puedes hacer con él
- 1Reforzar cambios de código recientesPide a la IA que presente una pregunta de opción múltiple sobre una corrección de errores o una modificación de código que acabas de completar.
- 2Seguimiento del progreso de aprendizajeConsulta tu racha de aprendizaje actual, tus habilidades y los resúmenes de sesión para monitorear tu mejora.
- 3Personalizar temas de estudioSilencia temas de programación específicos o sub-habilidades que no desees practicar.
- 4Gestionar dificultad y frecuenciaAjusta la frecuencia con la que aparecen las preguntas y el nivel de dificultad para la práctica de recuperación.
Escrito a partir del README del proyecto. Cada caso de uso se verifica con una cita del mismo.
Cómo instalar atomicreps MCP
Formatos verificados el 10 nov 2026Añadir a CursorAñadir a GooseInstalar atomicreps MCP en Claude Code
$ claude mcp add cli -- npx -y atomicrepsInstalar atomicreps MCP en Cursor
~/.cursor/mcp.json
{
"mcpServers": {
"cli": {
"command": "npx",
"args": [
"-y",
"atomicreps"
]
}
}
}Instalar atomicreps MCP en VS Code
.vscode/mcp.json
{
"servers": {
"cli": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"atomicreps"
]
}
}
}Instalar atomicreps MCP en VS Code CLI
$ code --add-mcp '{"name":"cli","type":"stdio","command":"npx","args":["-y","atomicreps"]}'Instalar atomicreps MCP en Claude Desktop
claude_desktop_config.json
{
"mcpServers": {
"cli": {
"command": "npx",
"args": [
"-y",
"atomicreps"
]
}
}
}Instalar atomicreps MCP en Codex
$ codex mcp add cli -- npx -y atomicrepsInstalar atomicreps MCP en Codex config.toml
~/.codex/config.toml
[mcp_servers.cli] command = "npx" args = ["-y", "atomicreps"]
Instalar atomicreps MCP en Gemini CLI
$ gemini mcp add -s user cli npx -- -y atomicrepsInstalar atomicreps MCP en Gemini settings.json
~/.gemini/settings.json
{
"mcpServers": {
"cli": {
"command": "npx",
"args": [
"-y",
"atomicreps"
]
}
}
}Verificaciones automáticas
Ejecutado 15 nov 2026Informe completo →Pasó nuestras verificaciones automáticas. Esto no es una auditoría de seguridad: lee el código y dale al servidor el acceso más limitado que necesite. Cómo funcionan las verificaciones
- Repositorio de origen vinculado y accesibleatomicreps/cli is public and reachablegithub.com/atomicreps/cli ↗Aprobado
- El paquete indica este repositorio como su origenatomicreps names atomicreps/cli as sourcenpmjs.com/package/atomicreps ↗Aprobado
- Procedencia de la compilación (atestación de Sigstore)No build attestation published for this releaseNo verificado
- Licencia de código abierto (OSI)MITspdx.org/licenses/MIT.html ↗Aprobado
- Commit o lanzamiento en el último añoLast commit or release 2026-10-06github.com/atomicreps/cli ↗Aprobado
- OpenSSF ScorecardNo verificado
- El nombre del paquete no es similar a un paquete popularNo popular package one edit away from atomicrepsAprobado
- No hay avisos críticos en el paquete ni en sus dependencias1 resolved dependencies checked; no critical advisoryosv.dev ↗Aprobado
- Sin instrucciones ocultas para el modelo0 tool descriptions and the README read; no override phrases, credential paths or hidden charactersAprobado
- Las herramientas destructivas están etiquetadasNo verificado
- El endpoint remoto responde al handshake de MCPHTTPS endpoint answered 401 (sign-in required)Aprobado
README
Ver en GitHubatomicreps
One short question about the thing you just built. Works inside Claude Code, GitHub Copilot, Cursor, Windsurf, Codex, or any MCP client.
You describe a bug, your coding agent changes the code, and Atomic Reps asks you one multiple-choice question about that change. You answer with a letter, from memory, and the server grades it.
The two-minute demo: four bugs fixed in Claude Code, one question after each.
https://github.com/user-attachments/assets/521c1bb3-9f75-4c25-8b71-ed763de7debc
Quick start
Requires Node 24+ and a free account. On an older Node, every command prints the version it needs instead of starting.
npx atomicreps
The first run is a setup wizard:
- Pick what to practise, how often, and how hard.
- Sign in: the terminal prints a code, and you type it at atomicreps.com/connect.
- Pick your editors.
connectwrites only the entries you tick.
Then go back to work. When your agent finishes a task that changed files, the question appears after its answer:

Type the letter. The verdict comes back with a one-line explanation, and the next line names up to three other topics the session touched:

Every run after the first opens the terminal screen: your streak, this session, your topics, mutes and rate.
Commands
npx atomicreps the terminal screen; the setup wizard on the first run
npx atomicreps setup the setup wizard again: areas, topics, how often, how hard
npx atomicreps login sign in from a browser with a typed code
npx atomicreps connect register the server with your editor
npx atomicreps connect --pin pin the launch args to this installed version, for a command you can commit
npx atomicreps mcp the stdio MCP server process (what the editor launches)
npx atomicreps doctor token, server ping, version, when the next rep may come, allowlist
npx atomicreps why the last ten times a question could have appeared, and why it did or did not
npx atomicreps logout forget the token on this machine
npx atomicreps logout --purge also forget your reps and status, and offer to undo connect
Add --alpha to any command to use staging. It keeps its own token and cache,
so you can be signed in to both staging and production at once.
Plain connect writes npx -y atomicreps mcp, which always resolves to
whatever is latest at launch. connect --pin writes npx -y atomicreps@<version> mcp instead, the version this CLI is running, so an
organisation can review one exact command and commit it rather than trusting
npx to fetch the same thing twice.
Claude Code
npx atomicreps connect offers four Claude Code rows:
- Claude Code registers the server at user scope.
- …and a question at the end of each turn adds a
Stophook and aUserPromptSubmithook to~/.claude/settings.json. When Claude finishes a turn that changed files, the question prints in your terminal without Claude taking an extra turn, and the letter you type next is graded. Hooks you already have stay. - …and allow its four tools adds
rep,answer,meandsettingstopermissions.allow, so the first question does not stop on a permission prompt. - …and a Claude Code status line shows the open question under the prompt. A status line you already have keeps printing first.
Without connect, the server alone:
claude mcp add --scope user atomicreps -- npx -y atomicreps mcp
GitHub Copilot
npx atomicreps connect offers VS Code and Copilot CLI as rows. Without it:
code --add-mcp '{"name":"atomicreps","type":"stdio","command":"npx","args":["-y","atomicreps","mcp"]}'
copilot mcp add atomicreps -- npx -y atomicreps mcp
Copilot in JetBrains, Visual Studio, Xcode and Eclipse reads the same entry
from its own mcp.json (Settings, then MCP). A team can
commit it as .vscode/mcp.json so every clone has it:
{
"servers": {
"atomicreps": { "type": "stdio", "command": "npx", "args": ["-y", "atomicreps", "mcp"] }
}
}
Copilot reads the server's instructions and calls rep when a task ends,
the same as Cursor and Codex. Approve the four tools once and they stay
approved.
Cursor, Windsurf, Codex and other clients
connect adds one entry to ~/.cursor/mcp.json or
~/.codeium/windsurf/mcp_config.json, and runs codex mcp add for Codex.
Anything already in those files stays. By hand:
codex mcp add atomicreps -- npx -y atomicreps mcp
{
"mcpServers": {
"atomicreps": { "command": "npx", "args": ["-y", "atomicreps", "mcp"] }
}
}
Any other MCP client takes the same command: npx -y atomicreps mcp. The
"I'll set it up myself" row in connect prints it and writes nothing.
How a rep is served
When your coding agent finishes a task, it calls rep once with a few words
for what changed. The server picks one question, or nothing, and your agent
shows it to you unchanged. Reply with a letter, or ignore it.
Under the verdict, one line names up to three other things the session touched. A number asks about one of them. "Never Swift" mutes a topic permanently. "Not this topic" mutes it for thirty days. "Unmute Swift" removes the mute. "How am I doing" prints your summary.
The server enforces the pace, not the agent. It sets a minimum gap between
automatic reps, a daily cap, and mute and off. It refuses an answer typed
within seconds of the question. It never includes the answer key in a rep.
Every failure returns no rep rather than an error; doctor says why.
Tools
| tool | what it does |
|---|---|
rep({ touched?, ask?, topic?, kind?, exclude? }) |
one question, one insight, or nothing; ask takes a handle from an offer |
answer({ pick, id? }) |
the verdict, the explanation, and the offer line |
me({ show? }) |
summary, skills, reps, streak or mutes |
settings({ intensity?, topics?, levels?, prefer?, mute?, muteMinutes?, days?, unmute?, dialog? }) |
the rate, the pinned topics, the difficulty range, the preferred areas, mutes, the dialog |
Handles are topic or topic.subskill (react.hooks_core). Fifty sub-skill
slugs repeat across topics, so the topic is always part of the name.
settings({ dialog: true }) asks for the letter in your editor's native
dialog instead of the chat. It blocks the turn, so it is a setting, never the
default.
Privacy
What leaves your machine on a rep call: catalog handles with small weights.
Also package, file extension and folder names the public catalog already
knows. Your agent's touched words are matched to handles on your machine;
the words themselves are never sent. An unknown package name is dropped. A
private name (@acme/react-internal) is sent as its public alias (react).
We never send your code, a file's contents, or a prompt. npx atomicreps setup prints the exact payload for your repo, before you sign in.
npx atomicreps mcp forwards each JSON-RPC message from your editor to the
Atomic Reps server with your token. The answer comes back the same way.
ATOMICREPS_API is honoured only for an Atomic Reps or loopback address,
since your token goes wherever it points. Anything else is ignored and
reported by doctor; set ATOMICREPS_UNSAFE_ORIGIN=1 to override.
Login
npx atomicreps prints a code. Type it at atomicreps.com/connect while
signed in; a forwarded link approves nothing. The token is saved in
~/.config/atomicreps/config.json (mode 0600), prefixed arep_ so secret
scanners find it. You can revoke it from your account page. logout forgets
it; logout --purge also deletes the reps and status this machine cached, then
lists every editor entry connect wrote (both channels) and removes the ones you
leave ticked.
The trust boundary, and how to report a vulnerability: SECURITY.md.
Check it yourself
dist/cli.js is built from these files and nothing else. The package has no
runtime dependencies.
npm install
npm run build # writes dist/cli.js from src
npm test # the behaviour described above, as tests
To compare with what npm serves: npm pack atomicreps, then read its
dist/cli.js beside the one you just built. Everything the client sends is in
src/api.ts. Everything it reads from your repository is in src/infer.ts.
MIT.
Preguntas sobre atomicreps MCP
¿Cómo agrego atomicreps MCP a Claude Code?
Ejecuta claude mcp add cli -- npx -y atomicreps en tu terminal. Añade --scope user para que esté disponible en todos los proyectos.
¿Cómo agrego atomicreps MCP a Cursor?
Abre ~/.cursor/mcp.json y añade el servidor en mcpServers, usando la configuración de Cursor que se muestra en la sección de instalación de arriba.
¿Cómo funciona Atomic Reps con mi agente de programación?
Cuando tu agente cambia el código, el servidor lanza una pregunta de opción múltiple sobre ese cambio. Respondes con una letra de memoria y el servidor la califica.
¿El servidor envía mi código real al servicio?
No, el servidor nunca envía tu código, el contenido de los archivos ni tus prompts. Solo utiliza handles de catálogo y nombres de paquetes o carpetas para identificar los temas.
¿Qué editores y clientes de IA son compatibles?
Funciona con Claude Code, GitHub Copilot, Cursor, Windsurf, Codex y cualquier otro cliente MCP.
¿Cómo configuro Atomic Reps?
Puedes empezar ejecutando npx atomicreps, lo que iniciará un asistente de configuración para elegir las áreas de práctica, la frecuencia y la dificultad.