GitDiagram
Architecture diagrams, explanations and Mermaid source for public GitHub repositories.
Retrieval practice in your coding agent: one short question about what you just built.
选择你使用的 AI 应用,然后复制设置。
通过 5/5 项检查 · 你的提问会经过开发者的服务器(atomicreps.com) · ✓ 命令已检查 2026年11月13日
第一步:你用哪个 AI?
选择你用的应用,步骤会显示在下方。
可连接 Claude · 约 2 分钟
不需要密钥,不用安装程序 · 在 claude.ai 或桌面应用设置一次,即可在聊天中使用 · 免费账户可添加 1 个 · Team/Enterprise 方案由所有者(Owner)添加
CustomizeConnectors
把这里的内容复制到 Claude 中同名的输入框,然后点击 Continue
Atomicrepshttps://atomicreps.com/mcp在 Claude 检测到的登录设置页点击 Continue · Authentication 按作者说明选择(Sign in now、Sign in when needed 或 No sign in),然后点击 Add
+ConnectorsAtomicreps
用 Atomicreps 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude 说正在使用 Atomicreps,或回答中出现 Atomicreps 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
能否连接 ChatGPT 取决于方案
完整 MCP:网页版 ChatGPT Business、Enterprise 或 Edu · Pro:以读取/获取权限连接,修改数据的工具可能用不了 · Plus:官方文档尚未确认,如果在插件页看到添加自定义 MCP 的选项可以试试 · 仅限网页
Plugins+Add custom MCP server
输入名称,在 Connection 下粘贴地址,勾选风险提示,然后点击 Create as a plugin
Atomicrepshttps://atomicreps.com/mcp开启新聊天,输入前先从插件列表中选择 Atomicreps
用 Atomicreps 告诉我你能帮我做什么,然后做一件给我看✓ 如果 ChatGPT 说正在使用 Atomicreps,或回答中出现 Atomicreps 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 OpenAI 帮助页面核实 · 你的界面可能因版本略有不同
可连接 Claude Code · 约 2 分钟
不需要密钥,不用安装程序
Mac:按 Command+空格,输入 Terminal · Windows:打开 PowerShell
claude mcp add --transport http --scope user atomicreps https://atomicreps.com/mcp应能看到 Atomicreps 在列表中并显示已连接
用 Atomicreps 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude Code 说正在使用 Atomicreps,或回答中出现 Atomicreps 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
可连接 Cursor · 约 2 分钟
不需要密钥,不用安装程序
用 Atomicreps 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Cursor 说正在使用 Atomicreps,或回答中出现 Atomicreps 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Cursor 帮助页面核实 · 你的界面可能因版本略有不同
可连接 VS Code · 约 2 分钟
不需要密钥,不用安装程序
用 Atomicreps 告诉我你能帮我做什么,然后做一件给我看✓ 如果 VS Code 说正在使用 Atomicreps,或回答中出现 Atomicreps 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 VS Code 帮助页面核实 · 你的界面可能因版本略有不同
其他支持 MCP 的应用(如 Windsurf、Zed、Gemini CLI)添加方式各不相同,请在应用列表中查看
通过网页连接的应用使用的地址
https://atomicreps.com/mcpJSON 设置在下方“开发者专用”中
Claude Code
claude mcp add --transport http --scope user atomicreps https://atomicreps.com/mcpCursor (~/.cursor/mcp.json)
{
"mcpServers": {
"atomicreps": {
"url": "https://atomicreps.com/mcp"
}
}
}VS Code (mcp.json)
{
"servers": {
"atomicreps": {
"type": "http",
"url": "https://atomicreps.com/mcp"
}
}
}Claude Code
claude mcp add --scope user atomicreps -- npx -y atomicreps mcpClaude 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"
]
}
}
}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。
依据这个服务器的连接方式和各应用自己的文档,检查于 2026年11月10日。
通过互联网连接,适用于
ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
在你的电脑上运行,适用于
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
服务器要求先登录,才会列出它的工具。
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15日
注册名称已通过 GitHub 账户 atomicreps 验证,该账户拥有此仓库
代码最后更新于40天前
使用 MIT
在 1081 毫秒内响应(HTTP 401)
声明支持 OAuth 登录,你的 AI 应用可以带你去登录
尚未检查;我们会在检查端点时读取工具列表
OSV.dev 中没有 atomicreps@0.1.0 的记录
只检查这个版本的包本身,不包括所有依赖 · 检查于 2026年11月15日
提问、分享技巧或报告无法使用。按“有帮助”数量排序。
还没有评价
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。
它在 5 项适用的基础检查中通过了 5 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。
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。
两种方式都可以:安装在你的电脑上,或者连接云端版本。
GitHub 仓库最后更新于40天前,最新版本(0.1.0)于上个月进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,因此也能用于接受远程 MCP 的应用,例如网页版 ChatGPT(Business 及以上为完整 MCP;Pro 为只读)。
同一分类中有:GitDiagram, Appllama, Cloudflare MCP, Omnara, Repowise
同一分类、其他作者、命令已通过检查。官方的排在前面,再按星标排序。
如何看卡片:↓ 每周下载量i★ 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
Architecture diagrams, explanations and Mermaid source for public GitHub repositories.
Study screens, flows and paywalls from top-earning iOS apps, then build from what wins.
Deploy durable AI agents with Omnara, an open-source managed-agent platform.
Codebase intelligence for AI coding agents: graph, git history, docs, decisions, code health.
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。
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
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:
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.
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.
npx atomicreps connect offers four Claude Code rows:
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.rep, answer, me and settings to permissions.allow, so the first question does not stop on a permission prompt.Without connect, the server alone:
claude mcp add --scope user atomicreps -- npx -y atomicreps mcp
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.
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.
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.
| tool | what 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.
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.
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.
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.