Achromat Machine Operational Memory
Resumen
Descripción del creador (original en inglés)
Recall and calibrate policy-compliant tool-call arguments before execution. Does not run the tool.
Los tres pilares de PopNx MCP
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
- Opinión de usuariosiAún no hay reseñasLas reseñas se abrirán junto con las cuentas en una etapa posterior
- Nuestras revisiones básicasi3 de 3 superadasRevisado con información pública; el código aún no se ha escaneado
- UsoiInicial↓ 449/sem · ★ –
Qué puedes hacer con él
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
- Conexión: Computadora o nube
- Transporte: stdio, Streamable HTTP
- Categoría: Búsqueda y memoria de IA
Instalación
Elige la app de IA que usas y copia la configuración.
Antes de instalar
- Revisiones básicas: 3 de 3 superadas
- Se ejecuta en el servidor del creador: lo que le pidas pasa por su servidor.
- Puede hacer 1 cosas (herramientas) achromat_recall
- Debes completar tú:
ACHROMAT_AGENT_KEY_FILE,ACHROMAT_BASE_URL,ACHROMAT_REF
Necesitas
- Se ejecuta en la nubeNo hay nada que instalar; se conecta por internet
- npmNode.js instalado (para el comando npx)
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Funciona en Claude para web, escritorio y móvil:
- Abre Settings → Connectors
- Presiona Add custom connector
- Pega la dirección de abajo y presiona Add
- Si te pide iniciar sesión, inicia sesión en el servicio del creador
https://achromat.ai/mcpO ejecútalo en tu computadora
Abre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"achromat": {
"command": "npx",
"args": [
"-y",
"@achromat-ai/mcp-server"
],
"env": {
"ACHROMAT_AGENT_KEY_FILE": "your-value",
"ACHROMAT_BASE_URL": "your-value",
"ACHROMAT_REF": "your-value"
}
}
}
}Ejecuta esto en tu terminal
claude mcp add --transport http achromat https://achromat.ai/mcpO ejecútalo en tu computadora
claude mcp add achromat --env ACHROMAT_AGENT_KEY_FILE=your-value --env ACHROMAT_BASE_URL=your-value --env ACHROMAT_REF=your-value -- npx -y @achromat-ai/mcp-serverCompleta los valores vacíos antes de ejecutarlo.
O copia la configuración tú
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"achromat": {
"url": "https://achromat.ai/mcp"
}
}
}O ejecútalo en tu computadora
O copia la configuración tú
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"achromat": {
"command": "npx",
"args": [
"-y",
"@achromat-ai/mcp-server"
],
"env": {
"ACHROMAT_AGENT_KEY_FILE": "your-value",
"ACHROMAT_BASE_URL": "your-value",
"ACHROMAT_REF": "your-value"
}
}
}
}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.
O copia la configuración tú
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"achromat": {
"type": "http",
"url": "https://achromat.ai/mcp"
}
}
}O ejecútalo en tu computadora
O copia la configuración tú
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"achromat": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@achromat-ai/mcp-server"
],
"env": {
"ACHROMAT_AGENT_KEY_FILE": "your-value",
"ACHROMAT_BASE_URL": "your-value",
"ACHROMAT_REF": "your-value"
}
}
}
}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.
ChatGPT solo se conecta a servidores en internet:
- Abre ChatGPT en la web → Settings → Connectors (Apps)
- Presiona Create o Add (en algunos planes primero hay que activar Developer mode en Advanced)
- Pega la dirección de abajo, ponle un nombre y guarda
- Si te pide iniciar sesión, inicia sesión en el servicio del creador
https://achromat.ai/mcpLos nombres de los menús pueden variar un poco según el plan y con el tiempo.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Valores que debes completar
ACHROMAT_AGENT_KEY_FILEenvPath of the agent's Ed25519 private key (unencrypted PKCS#8 PEM). Created on first use if the file does not exist.ACHROMAT_BASE_URLenvService origin. Must be https (plain http is accepted only for localhost).ACHROMAT_REFenvOptional attribution tag (1 to 32 characters from a-z, 0-9, _ and -) sent as ?ref= on the registration calls only. An invalid tag is ignored.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Qué puede hacer
Nombres y descripciones de las herramientas tal como los informó el servidor el 6 nov 2026. Los escribió el creador, no nosotros; los mostramos como texto sin formato.
achromat_recallSANDBOX PREVIEW of Achromat Machine Operational Memory. It takes the same input as the full achromat_recall, but this public endpoint does not search: it ignores task_description and arguments and returns up to 5 featured, approved sample lessons for the domain, each pairing a po
Revisiones básicasi
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 10 nov 2026
- ✓ Superada
El creador coincide con el repo
El nombre en el registro se verificó con el dominio achromat.ai (el registro comprueba quién es dueño del dominio)
- … Aún sin revisar
Sigue en mantenimiento
Todavía no hemos leído este repo en GitHub
- … Aún sin revisar
Tiene licencia
Todavía no hemos leído este repo en GitHub
- ✓ Superada
El endpoint responde
Respondió en 91 ms (HTTP 200)
- – No aplica
Inicio de sesión con OAuth
No hace falta iniciar sesión
- ✓ Superada
Sin instrucciones ocultas en las descripciones de herramientas
Leímos 1 descripciones de herramientas y no encontramos instrucciones ocultas para la IA
Comparado con otros en Búsqueda y memoria de IAi
- Más estrellas que el 0% de los otros 5862 servidores de esta categoría
- Publicado en el registro más recientemente que el 86% de los otros 5862 servidores de esta categoría
- Revisiones básicas iguales o mejores que el 100% de los otros 5862 servidores de esta categoría
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Preguntas frecuentes
¿Es seguro Achromat Machine Operational Memory?
Superó 3 de 3 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.
¿Qué claves o códigos necesita?
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
¿Se ejecuta en mi computadora o en la nube?
Funciona de las dos formas: instálalo en tu computadora o conéctate a la versión en la nube.
¿Sigue en mantenimiento?
El repo de GitHub cambió por última vez –, y la última versión (0.1.5) llegó al registro hace 6 días.
¿Qué apps pueden usarlo?
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
¿Qué puedo usar en su lugar?
En la misma categoría: Context7, Codebase Memory, Exa
Alternativas
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:↓ Descargas por semanai★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
Codebase Memory
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Exa
Connect AI agents to Exa for web search, content fetching, and multi-step research.
README del creador
Abrir el README
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.
Achromat MCP server
An MCP server that lets any MCP host (Claude Desktop, an IDE, an agent framework) use Achromat Machine Operational Memory (MOM) as native tools. MOM keeps verified memory of tool calls that policy blocked and the corrected calls that were then allowed. With this server your agent can ask for the compliant version of a call before it acts, and check a call against live policy, without you writing any integration code.
The server runs on your machine as a child process of the host and talks to it over stdio. It signs every request to MOM with an Ed25519 key that stays on your machine: only signatures leave it, never the key.
Add it to Claude Desktop
Open the configuration file:
| OS | Path |
|---|---|
| macOS | ~/Library/Application Support/Claude/claude_desktop_config.json |
| Windows | %APPDATA%\Claude\claude_desktop_config.json |
Add the server under mcpServers, then restart Claude Desktop:
{
"mcpServers": { "achromat": { "command": "npx", "args": ["-y", "@achromat-ai/mcp-server"] } } }
That is the whole setup. Requires Node.js 20 or newer; -y lets npx install the package without asking. Other MCP hosts take the same command and arguments in their own configuration.
First use: your agent sets up the identity
Every request to MOM is signed, so the server needs a key that MOM knows. You do not create or register one yourself. The first time you use the server it has no key, so it offers a single tool, achromat_register_identity, and your agent will ask you whether to set up an identity. If you say yes, the server:
- generates an Ed25519 key pair on your machine,
- does a short proof of work (about a second; it is how MOM limits automated sign-ups),
- registers the public key with MOM, and
- saves the private key to
~/.achromat/achromat_agent_key.pem, readable only by you.
Then achromat_recall and achromat_calibrate appear in place of the registration tool. If your host does not refresh its tool list by itself, restart it once.
What leaves your machine: the public key, the proof of work, and a signature proving you hold the private key. The private key never does. MOM keeps a record of the registration and limits it to 10 a day per network.
The key file is the identity. Keep it private, out of git and out of screenshots, and back it up: it cannot be recovered if you lose it. The server never overwrites an existing key file, and it only saves the file once MOM has accepted the key, so a failed attempt leaves nothing behind.
Choosing where the key lives
By default the key is at ~/.achromat/achromat_agent_key.pem. To use another path, set ACHROMAT_AGENT_KEY_FILE in the host configuration. This works for a new key (the server creates it there) and for one you already have:
{
"mcpServers": { "achromat": { "command": "npx", "args": ["-y", "@achromat-ai/mcp-server"], "env": { "ACHROMAT_AGENT_KEY_FILE": "/Users/you/keys/achromat_agent_key.pem" } } } }
On Windows use the full path with escaped backslashes, for example "C:\\Users\\you\\keys\\achromat_agent_key.pem". A leading ~ is expanded by the server. A desktop app may start the server with a different home directory than your terminal has, so spelling the path out removes any doubt.
An existing key must be an unencrypted PKCS#8 Ed25519 PEM file that MOM already knows.
Attributing an install to a link (optional)
If you share a link or a setup snippet and want to know which one brought an install, add an ACHROMAT_REF tag to the host configuration. It is a short label of 1 to 32 characters from a-z, 0-9, _ and -, for example launch-post:
{
"mcpServers": { "achromat": { "command": "npx", "args": ["-y", "@achromat-ai/mcp-server"], "env": { "ACHROMAT_REF": "launch-post" } } } }
The tag is sent only while the server registers its identity, as ?ref=launch-post on the two registration calls, and nowhere else. It is the label itself and nothing about you or your machine. A tag that does not fit the rule is ignored; it never stops the registration.
Run from source
git clone https://github.com/achromat-ai/achromat-mcp-server.git
cd achromat-mcp-server npm install npm run build
Point the host at the build instead of npx:
{
"mcpServers": { "achromat": { "command": "node", "args": ["/absolute/path/to/achromat-mcp-server/dist/index.js"] } } }
To try the tools in a browser without a host, use the MCP Inspector:
npm run inspect
Tools
achromat_register_identity
Offered only while there is no key file. Creates and registers an identity as described above. It requires user_confirmed: true, which the agent may set only after you have agreed; the tool description tells it to ask first.
| Parameter | Required | Description |
|---|---|---|
user_confirmed | yes | Must be true, and only after the user has said yes. |
achromat_recall
Call this before running a tool that policy might block (payments, credit decisions, robot or plant commands, shell, SQL, web requests). It asks whether a verified compliant version of the call already exists. On a match you get compliant_arguments, a steering_directive and the rule that applied. Use the whole compliant_arguments object as your template, keep any [VERIFIED_STATE] placeholders exactly as written, and change only your own operational values.
When the lesson is an approved one, the answer ends with a citation line: Tool arguments follow a verified Achromat MOM lesson: https://achromat.ai/?ref=audit#lesson- . The agent is told to add it to text a person reads (its final answer, a pull request description, a commit message), never to the tool's arguments, and to skip it if you ask for no attribution. The link opens that lesson on the Achromat site. A lesson that is only your own, not yet shared, gets no citation.
| Parameter | Required | Description |
|---|---|---|
domain | yes | fintech, industrial_iot, robotics or devsecops. |
tool_name | yes | The exact name of the tool you are about to call. |
task_description | yes | What you are trying to do, in plain words (16 to 1000 characters, at least 3 words). No amounts, identifiers or personal data. |
arguments | yes | The arguments you intend to send, as a non-empty JSON object using the tool's real key names. Only the names of the keys (and their nesting) are used for semantic matching, never the values, so real key names find the right lesson and an invented shape finds the wrong one or none. |
achromat_calibrate
Call this when recall found nothing, or when the stakes are high. It evaluates the call against live policy and returns the verdict, the steering directive and the receipt id. A BLOCK comes with a trap_id: fix the arguments as the directive says and call the tool again with the same task_description and the trap_id. An ALLOW means the call complies. A block followed by an allow becomes a lesson for other agents.
| Parameter | Required | Description |
|---|---|---|
domain | yes | As above. |
tool_name | yes | As above. |
task_description | yes | Use exactly the same wording on the retry: it is what pairs a block with its fix. |
arguments | yes | The arguments of the call to check. A non-empty JSON object. |
trap_id | no | Only on a retry: the trap_id from the earlier BLOCK. |
Never put secrets or credentials in arguments or task_description; the service rejects them.
The tools use the name tool_name; the service's own field is tool, and the server maps between them.
Lesson text (rules, directives, arguments) comes from the community. The server labels it as data in every answer, and your agent should use it only to choose parameter values.
Configuration
| Variable | Default | Meaning |
|---|---|---|
ACHROMAT_AGENT_KEY_FILE | ~/.achromat/achromat_agent_key.pem | Where the agent's Ed25519 private key is, or will be created. |
ACHROMAT_BASE_URL | https://achromat.ai | The service origin. Must be https (plain http only for localhost). |
ACHROMAT_REF | none | Optional attribution tag (see above), sent only while registering. An invalid tag is ignored. |
Whether the key file exists decides which tools are offered, and it is checked at startup and right after a registration. If you delete, move or replace the key file while the host is running, restart the host. The key itself is read on the first tool call, so a wrong key never makes the server disappear from your host: the tool call returns a message saying what to fix.
When something goes wrong
Every failure comes back to the agent as a readable tool result, with the next step.
| What you see | Cause and fix |
|---|---|
Only achromat_register_identity is listed | There is no key file yet. That is the normal first state. Say yes when your agent asks. |
A key file already exists at … | An identity is already set up there. To start over, move or delete the file and restart the host. |
The key could not be saved at … | The folder is not writable. Fix its permissions or set ACHROMAT_AGENT_KEY_FILE. Nothing was registered. |
Too many registration requests / registration limit | MOM limits sign-ups per network (10 a day). Wait, or try from another network. Nothing was created. |
Could not reach … / No answer from … | A network problem. Nothing was created; try again. |
The identity was registered, but the key file could not be moved … | Rare. The message gives the path where the key was saved; move it to the path you want. Do not delete it. |
The key file is passphrase-protected / …holds a rsa key | An existing key must be unencrypted PKCS#8 Ed25519. |
The key file … is accessible to other users (in the host's server log) | Run chmod 600 on the key file. It still works until you do. |
AGENT_KEY_UNKNOWN (401) | A key file exists but MOM does not know it. Move or delete the file and restart the host to create a new identity. |
AGENT_KEY_INACTIVE (403) | The key was revoked or rotated. Move or delete the file and restart the host. |
AGENT_SIGNATURE_EXPIRED (401) | Your clock is more than 60 seconds off. The server corrects for this by itself using the service's clock; if it still fails, check your system time. |
Rate limited (429) | Recall allows 240 an hour per key and 50 distinct lessons a day; calibrate allows 120 an hour. Wait for the time given. |
HTTP 400 INVALID_REQUEST | The service lists the offending fields. Often a credential or personal data in the text or arguments. |
Server logs go to stderr, which hosts write to their own MCP log files (Claude Desktop keeps them in its logs folder; on macOS that is under ~/Library/Logs/Claude/). The server never logs keys, signatures or request contents.
If the host cannot start npx, it may not see the PATH your terminal does (common with nvm). Put the absolute path of npx or node in command.
Development
npm run typecheck # source and tests
npm test # vitest npm run build # compile to dist/ and mark dist/index.js executable npm start # run the built server on stdio (waits for a host)
stdout is the protocol channel, so the server writes nothing else to it.
The signing and registration code follows the byte-level contract in the agent protocol (sections 2 and 3), and the tests reproduce its published self-check vectors exactly: the request signature, and the proof-of-work nonce. Ed25519 is deterministic, so a change that alters a single byte of what is signed fails them.
The proof of work searches on several worker threads (up to 8, neve
Solo se muestra el principio; lee el resto en el repo