原型 · 预览版:收录官方注册中心里的全部服务器,每 30 分钟同步一次。评价和账户功能将在后续阶段推出。
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Atomicreps

作者:atomicreps版本 0.1.0i★ –i电脑或云端
注册名称io.github.atomicreps/atomicreps

安装

概览

作者提供的说明(英文原文)

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

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

你需要

  • 在云端运行无需安装任何东西,通过互联网连接
  • npm已安装 Node.js(用于 npx 命令)

你用的是哪个应用?

在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。

适用于网页版、桌面版和手机版 Claude:

  1. 打开 Settings → Connectors
  2. 点击 Add custom connector
  3. 粘贴下面的地址,然后点击 Add
  4. 如果要求登录,请登录作者的服务
SettingsConnectors1+ Add2https://…3
https://atomicreps.com/mcp

或者在你的电脑上运行

打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json

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

在终端中运行这条命令

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

或者在你的电脑上运行

claude mcp add atomicreps -- npx -y atomicreps mcp

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

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

或者在你的电脑上运行

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

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

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

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

或者在你的电脑上运行

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

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

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

ChatGPT 只能连接互联网上的服务器:

  1. 打开网页版 ChatGPT → Settings → Connectors (Apps)
  2. 点击 Create 或 Add(部分套餐需要先在 Advanced 中开启 Developer mode)
  3. 粘贴下面的地址,起个名字,然后保存
  4. 如果要求登录,请登录作者的服务
SettingsConnectors1+ Create2https://…3
https://atomicreps.com/mcp

菜单名称可能因套餐和版本不同而略有差异。

你的选择通过 Cookie 保存在这台设备上,无需账户。

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。

它能做什么

我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。

基础检查i

我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 atomicreps 验证,该账户拥有此仓库

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    端点有响应

    尚未检查;我们会轮流检查各个端点

  • … 尚未检查

    使用 OAuth 登录

    尚未检查;我们会轮流检查各个端点

  • … 尚未检查

    工具描述中没有隐藏指令

    尚未检查;我们会在检查端点时读取工具列表

与“其他”中的其他服务器比较i

  • 星标数多于此分类中其他 32403 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 32403 个服务器的 52% 更新
  • 基础检查结果等于或优于此分类中其他 32403 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。

常见问题

Atomicreps 安全吗?

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。

它需要哪些密钥或代码?

注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端?

两种方式都可以:安装在你的电脑上,或者连接云端版本。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(0.1.0)于36天前进入注册中心。

哪些应用可以使用它?

支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。

有什么可以替代它?

同一分类中有:Spec Driven Development, Remote Desktop Commander, LickityClick

替代选择

同一分类中其他作者的服务器,按星标数排序。

如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Spec Driven Development

作者:formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

在你的电脑上运行★ 440MIT14个月前更新
安装

Remote Desktop Commander

作者:desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

在云端运行★ 211昨天更新
安装

LickityClick

作者:lickity.click

Create, edit and track LickityClick short links, campaigns and click stats from your AI assistant.

电脑或云端今天更新
安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

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.

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