atomicreps

MCP serverAI & models

Quizzes your coding agent with one short recall question about the code it just wrote.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use atomicreps

About this server

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

Install atomicreps

The server’s own address, for the clients that take one directly. Or connect ahel once and every client you use reads it from one address, with the account kept on ahel rather than in each client’s config.

  • Claude Code

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

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://atomicreps.com/mcp

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=atomicreps&config=eyJ1cmwiOiJodHRwczovL2F0b21pY3JlcHMuY29tL21jcCJ9

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://atomicreps.com/mcp

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add atomicreps --url 'https://atomicreps.com/mcp'

    Run it once, then sign in with codex mcp login atomicreps if the server asks for an account.

From the project's README

As published by atomicreps/cli in README.md.

One short question about the thing you just built. Works inside Claude Code, GitHub Copilot, Cursor, Codex, or any MCP client.

Requires Node 24+ and a free account. On an older Node, every command prints the version it needs instead of starting.

npx atomicreps            the terminal screen: you, this session, topics, mutes, rate
npx atomicreps setup      first-run wizard: 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 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.

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.

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.

Signals

Last commit
Sep 2026
Weekly downloads
988
Weekly_downloads
988 weekly_downloads
Advanced
Delivery
atomicreps MCP server → your ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
io-github-atomicreps-atomicreps
Source
github.com/atomicreps/cli
Hosted endpoint
https://atomicreps.com/mcp