Prototype · Preview: every server in the official registry, synced every 30 minutes. Sign in with Google to write reviews.Prototype · updated every 30 min
PopNx MCPMCP servers for people who use AI · explained in plain words

Atomicreps

by atomicrepsversion 0.1.0i★ 0iComputer or cloud
Registry nameio.github.atomicreps/atomicreps

How to install

What it does

Retrieval practice in your coding agent: one short question about what you just built.

  • Connects Computer or cloud
  • Account or key Cloud: Sign in to the service when you connect (OAuth) · Local: No key needed
  • Category Developer tools

Install

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

Passed 5/5 checks · What you ask goes through the maker’s server (atomicreps.com) · ✓ Commands checked Nov 13, 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 · NameAtomicreps
    Remote MCP server URL · Addresshttps://atomicreps.com/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

    +ConnectorsAtomicreps

  4. Try it

    Use Atomicreps and tell me what you can do for me, then show me one thing

    ✓ If Claude says it is using Atomicreps or shows a Atomicreps 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 · NameAtomicreps
    Connection · Addresshttps://atomicreps.com/mcp
  3. Pick Atomicreps in a chat

    Start a new chat and pick Atomicreps from your plugins before typing

  4. Try it

    Use Atomicreps and tell me what you can do for me, then show me one thing

    ✓ If ChatGPT says it is using Atomicreps or shows a Atomicreps 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 atomicreps https://atomicreps.com/mcp
  3. Type /mcp in Claude Code

    You should see Atomicreps listed as connected

  4. Try it

    Use Atomicreps and tell me what you can do for me, then show me one thing

    ✓ If Claude Code says it is using Atomicreps or shows a Atomicreps 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 Atomicreps and tell me what you can do for me, then show me one thing

    ✓ If Cursor says it is using Atomicreps or shows a Atomicreps 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 Atomicreps and tell me what you can do for me, then show me one thing

    ✓ If VS Code says it is using Atomicreps or shows a Atomicreps 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://atomicreps.com/mcp

JSON settings are under “For developers” below

Stuck? Ask people who use Atomicreps💬 Discussion →
For developers: Terminal commands and JSON settings

Over the web

Claude Code

claude mcp add --transport http --scope user atomicreps https://atomicreps.com/mcp

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "atomicreps": {
      "url": "https://atomicreps.com/mcp"
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "atomicreps": {
      "type": "http",
      "url": "https://atomicreps.com/mcp"
    }
  }
}

Installed on your computer

Claude Code

claude mcp add --scope user atomicreps -- npx -y atomicreps mcp

Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "atomicreps": {
      "command": "npx",
      "args": [
        "-y",
        "atomicreps",
        "mcp"
      ]
    }
  }
}

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "atomicreps": {
      "command": "npx",
      "args": [
        "-y",
        "atomicreps",
        "mcp"
      ]
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "atomicreps": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "atomicreps",
        "mcp"
      ]
    }
  }
}

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

At a glance

Downloads per weeki
64/wk
Connection
Computer or cloud
Transport
stdio, streamable-http
Latest versioni
0.1.0
Published to registryi
Oct 1, 2026
Code last changedi
Oct 6, 2026
Maker
atomicreps
Packages
npm: atomicreps
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

The server asks you to sign in before it lists its tools.

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 13, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account atomicreps, which owns the repo

  • ✓ Pass

    Still maintained

    Code last changed 38 days ago

  • ✓ Pass

    Has a licence

    Uses MIT

  • ✓ Pass

    Endpoint responds

    Responded in 1531 ms (HTTP 401)

  • ✓ Pass

    Sign-in with OAuth

    Declares OAuth sign-in, so your AI app can take you to log in

  • … Not checked yet

    No hidden instructions in tool descriptions

    Not checked yet; we read the tool list when we check the endpoint

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 with Google to post

User reviews

No reviews yet

Sign in with Google to write a review

Compared with others in Developer toolsi

  • More stars than 0% of the other 5829 servers in this category
  • Published to the registry more recently than 44% of the other 5829 servers in this category
  • Basic checks equal to or better than 100% of the other 5829 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 Atomicreps 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 38 days ago, and the latest version (0.1.0) reached the registry 43 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: REA, GitHub, Serena MCP: the IDE for your agent

Others in the same category

Servers in the same category from other makers, sorted by stars.

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

REA

Reverse engineer anything from your terminal or agent with one CLI and MCP server.

by morlutoWidely used↓ 388.7K/wk★ 455.4KUpdated yesterday

Runs on your computer

GitHub

GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.

by githubWidely used★ 34.4KUpdated 10 days ago

Computer or cloud

Serena MCP: the IDE for your agent

A powerful toolkit for coding, providing semantic retrieval and editing capabilities.

by oraiosWidely used↓ 35.2K/wk★ 31.3KUpdated 6 months ago

Runs on your computer

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.

atomicreps

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:

  1. Pick what to practise, how often, and how hard.
  2. Sign in: the terminal prints a code, and you type it at atomicreps.com/connect.
  3. Pick your editors. connect writes 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@ 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 Stop hook and a UserPromptSubmit hook 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, me and settings to permissions.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

toolwhat 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.