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PopNx MCPMCP servers for people who use AI · explained in plain words

Achromat Machine Operational Memory

by achromat-aiversion 0.1.5i★ 1iComputer or cloud
Registry nameai.achromat/mcp-server

How to install

What it does

Recall and calibrate policy-compliant tool-call arguments before execution. Does not run the tool.

  • Connects Computer or cloud
  • Account or key No key needed
  • Category Search & AI memory

Install

Pick the AI app you use, then copy the settings.

Passed 5/5 checks · What you ask goes through the maker’s server (achromat.ai) · ✓ Commands checked Nov 14, 2026

First: which AI do you use?

Pick your app and the steps appear below.

Works with Claude · about 2 min

No key, nothing to install · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it

  1. Open Claude’s Connectors page

    CustomizeConnectors

    CustomizeConnectors1Add2https://…3Add4
  2. Click “Add” → “Custom” → “Web” and fill in these 2 fields

    Copy each value into the field with the same name in Claude, then click Continue

    Name · NameAchromat Machine Operational Memory
    Remote MCP server URL · Addresshttps://achromat.ai/mcp

    Click Continue past the sign-in settings Claude detected · under Authentication choose what the maker says (Sign in now, Sign in when needed or No sign in), then click Add

  3. Turn it on in a chat

    +ConnectorsAchromat Machine Operational Memory

  4. Try it

    Use Achromat Machine Operational Memory and tell me what you can do for me, then show me one thing

    ✓ If Claude says it is using Achromat Machine Operational Memory or shows a Achromat Machine Operational Memory tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with ChatGPT, depending on your plan

Full MCP: ChatGPT Business, Enterprise or Edu on the web · Pro: connects with read/fetch permissions, so tools that change data may not work · Plus: not confirmed in OpenAI’s docs; if you see an add-custom-MCP option on the Plugins page you can try these steps · web only

  1. Open ChatGPT’s add-MCP page on the web

    Plugins+Add custom MCP server

    ChatGPTPlugins1+2https://…3Create4
  2. Fill in the name and address

    Enter a name, paste the address under Connection, tick the risk warning and click Create as a plugin

    Name · NameAchromat Machine Operational Memory
    Connection · Addresshttps://achromat.ai/mcp
  3. Pick Achromat Machine Operational Memory in a chat

    Start a new chat and pick Achromat Machine Operational Memory from your plugins before typing

  4. Try it

    Use Achromat Machine Operational Memory and tell me what you can do for me, then show me one thing

    ✓ If ChatGPT says it is using Achromat Machine Operational Memory or shows a Achromat Machine Operational Memory tool in the answer, you are connected

Menu names checked against OpenAI’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with Claude Code · about 2 min

No key, nothing to install

  1. Open Terminal

    Mac: press Command+Space and type Terminal · Windows: open PowerShell

  2. Paste this command and press Enter

    claude mcp add --transport http --scope user achromat https://achromat.ai/mcp
  3. Type /mcp in Claude Code

    You should see Achromat Machine Operational Memory listed as connected

  4. Try it

    Use Achromat Machine Operational Memory and tell me what you can do for me, then show me one thing

    ✓ If Claude Code says it is using Achromat Machine Operational Memory or shows a Achromat Machine Operational Memory tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with Cursor · about 2 min

No key, nothing to install

  1. Click this button to open Cursor

    Open in Cursor

    Cursor asks you to confirm; click Install

  2. Open the AI chat in Cursor in Agent mode

  3. Try it

    Use Achromat Machine Operational Memory and tell me what you can do for me, then show me one thing

    ✓ If Cursor says it is using Achromat Machine Operational Memory or shows a Achromat Machine Operational Memory tool in the answer, you are connected

Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with VS Code · about 2 min

No key, nothing to install

  1. Click this button to open VS Code

    Open in VS Code

    VS Code asks you to confirm; click Install

  2. Open the AI chat in VS Code in Agent mode

  3. Try it

    Use Achromat Machine Operational Memory and tell me what you can do for me, then show me one thing

    ✓ If VS Code says it is using Achromat Machine Operational Memory or shows a Achromat Machine Operational Memory tool in the answer, you are connected

Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.

See every app that uses MCP →

Address for apps that connect over the web

Addresshttps://achromat.ai/mcp

JSON settings are under “For developers” below

Stuck? Ask people who use Achromat Machine Operational Memory💬 Discussion →
For developers: Terminal commands and JSON settings

Over the web

Claude Code

claude mcp add --transport http --scope user achromat https://achromat.ai/mcp

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "achromat": {
      "url": "https://achromat.ai/mcp"
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "achromat": {
      "type": "http",
      "url": "https://achromat.ai/mcp"
    }
  }
}

Installed on your computer

Claude Code

claude mcp add --scope user achromat -- npx -y @achromat-ai/mcp-server

Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "achromat": {
      "command": "npx",
      "args": [
        "-y",
        "@achromat-ai/mcp-server"
      ]
    }
  }
}

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "achromat": {
      "command": "npx",
      "args": [
        "-y",
        "@achromat-ai/mcp-server"
      ]
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "achromat": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@achromat-ai/mcp-server"
      ]
    }
  }
}

Values you fill in

  • ACHROMAT_AGENT_KEY_FILE env
    Path of the agent's Ed25519 private key (unencrypted PKCS#8 PEM). Created on first use if the file does not exist.
  • ACHROMAT_BASE_URL env
    Service origin. Must be https (plain http is accepted only for localhost).
  • ACHROMAT_REF env
    Optional 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.

Descriptions are as written by the maker.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

At a glance

Downloads per weeki
445/wk
Verified domain
✓ achromat.ai
Connection
Computer or cloud
Transport
stdio, streamable-http
Latest versioni
0.1.5
Published to registryi
Nov 5, 2026
Code last changedi
Nov 4, 2026
Maker
achromat-ai
Packages
npm: @achromat-ai/mcp-server
Registry status
Active

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast

Run on your computer in

ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast

All apps, with pros and cons →

Related guides

What it can do

Tool names and descriptions exactly as the server reported them on Nov 15, 2026. The maker wrote them, not us; we show them as plain text.

  • achromat_recall

    SANDBOX 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

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 16, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified against the domain achromat.ai (the registry checks domain ownership)

  • ✓ Pass

    Still maintained

    Code last changed 12 days ago

  • ✓ Pass

    Has a licence

    Uses MIT

  • ✓ Pass

    Endpoint responds

    Responded in 128 ms (HTTP 200)

  • – Not applicable

    Sign-in with OAuth

    No sign-in needed

  • ✓ Pass

    No hidden instructions in tool descriptions

    Read 1 tool descriptions and found no hidden instructions to the AI

Published vulnerabilities (OSV.dev)

No entries on OSV.dev for @achromat-ai/mcp-server@0.1.4

Checks only this package version, not every dependency · checked Nov 15, 2026

What we check → · JSON

Makers: ask for a re-check or report wrong info

Discussion

Ask, share a tip or report that it does not work. Sorted by what people marked helpful.

No posts yet. Be the first to ask or share.

Posts here are written by users, not the PopNx team.

Sign in to post

User reviews

No reviews yet

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Compared with others in Search & AI memoryi

  • More stars than 76% of the other 6183 servers in this category
  • Published to the registry more recently than 79% of the other 6183 servers in this category
  • Basic checks equal to or better than 100% of the other 6183 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Achromat Machine Operational Memory safe?

It passed 5 of 5 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

Either way works: install it on your computer or connect to the cloud version.

Is it still maintained?

The GitHub repo last changed 12 days ago, and the latest version (0.1.5) reached the registry 11 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT on the web (full MCP on Business and above; Pro read-only).

What can I use instead?

In the same category: OpenSEO, Exa, Mockserver, Microsoft Learn MCP, Docs

Similar alternatives

Same category, other makers, commands already checked. Official ones first, then by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

OpenSEO

Keyword research, site audits, rank tracking and AI visibility for your AI agent.

by every-appWidely used★ 27.8KUpdated 2 days ago

Runs in the cloud✓ everyapp.com

Exa

Connect AI agents to Exa for web search, content fetching, and multi-step research.

by exa-labsWidely used★ 5.2KUpdated 2 months ago

Runs in the cloud✓ service owner · exa.aiTried by the PopNx team

Mockserver

Mock, record/replay, verify and chaos-test any HTTP, REST, gRPC or LLM dependency over MCP.

by mock-serverGrowing★ 5KUpdated 20 days ago

Runs on your computer✓ service owner · mock-server.com

Microsoft Learn MCP

Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs.

by MicrosoftDocsWidely used★ 2KUpdated 12 months ago

Runs in the cloud✓ service owner · microsoft.comTried by the PopNx team

Docs

Search and read Empryo's documentation. Read-only, no auth, no local access.

by proxysoulGrowing★ 1.6KUpdated 2 months ago

Runs in the cloud✓ empryo.com
  • OpenSEO — Runs in the cloud, nothing to install · No key needed
  • Exa — Runs in the cloud, nothing to install · No key needed · In Claude’s directory
  • Mockserver — Installs on your computer · No key needed
  • Microsoft Learn MCP — Runs in the cloud, nothing to install · No key needed · In Claude’s directory
  • Docs — Runs in the cloud, nothing to install · No key needed

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

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:

OSPath
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:

  1. generates an Ed25519 key pair on your machine,
  2. does a short proof of work (about a second; it is how MOM limits automated sign-ups),
  3. registers the public key with MOM, and
  4. 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.

ParameterRequiredDescription
user_confirmedyesMust 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.

ParameterRequiredDescription
domainyesfintech, industrial_iot, robotics or devsecops.
tool_nameyesThe exact name of the tool you are about to call.
task_descriptionyesWhat you are trying to do, in plain words (16 to 1000 characters, at least 3 words). No amounts, identifiers or personal data.
argumentsyesThe 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.

ParameterRequiredDescription
domainyesAs above.
tool_nameyesAs above.
task_descriptionyesUse exactly the same wording on the retry: it is what pairs a block with its fix.
argumentsyesThe arguments of the call to check. A non-empty JSON object.
trap_idnoOnly 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

VariableDefaultMeaning
ACHROMAT_AGENT_KEY_FILE~/.achromat/achromat_agent_key.pemWhere the agent's Ed25519 private key is, or will be created.
ACHROMAT_BASE_URLhttps://achromat.aiThe service origin. Must be https (plain http only for localhost).
ACHROMAT_REFnoneOptional 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 seeCause and fix
Only achromat_register_identity is listedThere 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 limitMOM 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 keyAn 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_REQUESTThe 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

Only the beginning is shown; read the rest in the repo