Muggle Works
概览
作者提供的说明(英文原文)
Acceptance test agent for coding agents: real-browser tests, with screenshots on the PR.
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。
- 连接方式: 在你的电脑上运行
- 传输方式: stdio
- 分类: 开发者工具
安装
选择你使用的 AI 应用,然后复制设置。
通过 3/3 项检查 · 在你的电脑上运行
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,但需要先准备
需要先在电脑上安装 Node.js(只需一次) · 仅限电脑上的 Claude 应用(Windows 或 Mac),网页和手机不可用
打开电脑版 Claude 应用的设置文件
SettingsDeveloperEdit Config
粘贴这些设置并保存文件
{ "mcpServers": { "muggle": { "command": "npx", "args": [ "-y", "@muggleai/works", "serve" ] } } }退出 Claude 再重新打开
试一试
用 Muggle Works 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 Muggle Works,或回答中出现 Muggle Works 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
ChatGPT 暂时无法连接 Muggle Works
Muggle Works 需要安装在你的电脑上,而 ChatGPT 只能连接在网上运行的服务器
你可以改用这些方式
A · 使用能连接 Muggle Works 的应用
- 需要先在电脑上安装 Node.js(只需一次) · 仅限电脑上的 Claude 应用(Windows 或 Mac),网页和手机不可用
- 需要先在电脑上安装 Node.js(只需一次)
- 需要先在电脑上安装 Node.js(只需一次)
- 需要先在电脑上安装 Node.js(只需一次)
B · 开发者工具 类中能连接 ChatGPT 的其他服务器
从同类中使用较多的里挑选,仅限用地址即可连接、无需密钥的
- Sentry✓ ChatGPT
- Front-End Checklist✓ ChatGPT
- Compiler Explorer✓ ChatGPT
可连接 Claude Code,但需要先准备
需要先在电脑上安装 Node.js(只需一次)
打开终端
Mac:按 Command+空格,输入 Terminal · Windows:打开 PowerShell
粘贴这条命令并按 Enter
claude mcp add muggle -- npx -y @muggleai/works serve在 Claude Code 中输入 /mcp
应能看到 Muggle Works 在列表中并显示已连接
试一试
用 Muggle Works 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 Muggle Works,或回答中出现 Muggle Works 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,但需要先准备
需要先在电脑上安装 Node.js(只需一次)
在 Cursor 中以 Agent 模式打开 AI 聊天
试一试
用 Muggle Works 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 Muggle Works,或回答中出现 Muggle Works 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,但需要先准备
需要先在电脑上安装 Node.js(只需一次)
在 VS Code 中以 Agent 模式打开 AI 聊天
试一试
用 Muggle Works 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 Muggle Works,或回答中出现 Muggle Works 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
开发者专用:终端命令和 JSON 设置
安装在电脑上
Claude Code
claude mcp add muggle -- npx -y @muggleai/works serveClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"muggle": {
"command": "npx",
"args": [
"-y",
"@muggleai/works",
"serve"
]
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"muggle": {
"command": "npx",
"args": [
"-y",
"@muggleai/works",
"serve"
]
}
}
}VS Code (mcp.json)
{
"servers": {
"muggle": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@muggleai/works",
"serve"
]
}
}
}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。
一览
哪些应用可以使用它
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。
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
它能做什么
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
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11日
- ✓ 通过
作者与仓库一致
注册名称已通过 GitHub 账户 multiplex-ai 验证,该账户拥有此仓库
- ✓ 通过
仍在维护
代码最后更新于今天
- ✓ 通过
有许可证
使用 Apache-2.0
- – 不适用
端点有响应
它在你的电脑上运行,没有互联网端点
- – 不适用
使用 OAuth 登录
在你的电脑上运行,改用本地设置
- … 尚未检查
工具描述中没有隐藏指令
它在你的电脑上运行;我们只能读取互联网端点的工具列表
讨论
提问、分享技巧或报告无法使用。按“有帮助”数量排序。
用户评价
还没有评价
与“开发者工具”中的其他服务器比较i
- 星标数多于此分类中其他 5756 个服务器的 92%
- 发布到注册中心的时间比此分类中其他 5756 个服务器的 99% 更新
- 基础检查结果等于或优于此分类中其他 5756 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
Muggle Works 安全吗?
它在 3 项适用的基础检查中通过了 3 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?
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
它还在维护吗?
GitHub 仓库最后更新于今天,最新版本(5.35.0)于今天进入注册中心。
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。你的电脑上还需要有 Node.js。
有什么可以替代它?
同一分类中有:REA, Netdata, Front-End Checklist
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:↓ 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
Netdata
Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.
Front-End Checklist
Review frontend code and live pages against 386 quality-gated web development rules.
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。
Muggle Works
Acceptance test agent for coding agents: real-browser tests, with screenshots on the PR.
Coding agents are good at producing a diff. They are bad at knowing whether the diff works, whether it broke the login flow, and what still has to happen before a human can merge it. Muggle Works is the harness around the agent that answers those questions: it freezes requirements, delegates the design and build, runs the unit suite, drives a real browser through the affected user flows, opens the pull request with screenshots attached, and then keeps watching that PR — picking up review comments, red CI, and a stale base branch until the change is genuinely mergeable.
Works in Claude Code, Cursor, Codex, Windsurf, and any MCP client. Powered by Muggle AI.
AI agents: start with AGENTS.md (install, sign-in, flows, skills, errors) or llms.txt. muggle serve also serves both as MCP resources, muggle://docs/agents and muggle://docs/llms.
Highlights
- One request, one pull request.
/mdo "add a logout button"runs requirements → design → build → impact analysis → unit tests → browser acceptance → PR. You answer one questionnaire up front, then walk away. - A real browser under a real identity. Not a headless stub. Every managed login profile owns a live inbox, so magic links, emailed OTPs, email 2FA, verification mail, and password resets are all testable — no mail catcher, no test-only backdoor, no
SKIP_AUTHflag. - GitHub and GitLab as peers. Pull requests and merge requests, review threads and discussions, Actions and pipelines, signed commits on both. Self-hosted GitLab included — the provider is detected from the remote, not hardcoded.
- The loop keeps running after you close the laptop. A watcher polls the PR and re-enters the cycle when a reviewer comments, CI goes red, or the branch falls behind its base. Feedback becomes commits without you relaying it.
- A gate, not a vibe. No PR is opened until requirements are written, the build typechecks and lints, new logic carries unit tests, the suite passes, and a browser verdict is recorded — or a waiver reason is written down. Silence is not a waiver.
- Plain English in, replayable scripts out. Describe a flow in a sentence; get a script that persists across sessions and re-runs as a regression test after every change.
- 130 MCP tools if you'd rather assemble your own pipeline than use the packaged one.
Built for two kinds of people
If you write code for a living, this is the discipline you'd apply yourself if you had the patience to apply it every time: frozen requirements, a Definition of Done that blocks the PR, evidence attached to the review, and a follow-up loop that doesn't forget.
If you vibe-code, this is the part you can't easily judge by reading the diff. You don't have to know Playwright, or what a fixture is, or why the checkout page broke on mobile. Describe the feature; the harness builds it, clicks through it like a user, shows you the screenshots, and tells you what failed in English.
The cycle
| # | Stage | What it does | Evidence it leaves | | :- | :---- | :----------- | :----------------- | | 1 | Pre-flight | Detects repo, branch, dev server, project, credentials; asks everything it can't detect in one turn | state.md | | 2 | Requirements | Freezes goal and acceptance criteria before a line is written | requirements.md | | 3 | Build | Delegates real design surface to a design → plan → subagent build, then commits (signed) | Conventional commits | | 4 | Impact analysis | Maps the diff to the user flows it can break | Affected-flow list | | 5 | Unit tests | Runs the suite authored in stage 3 | Exit code | | 5.5 | Pull request | Opens the PR/MR before the browser run, its walkthrough check red until stage 7 | PR URL | | 6 | Acceptance | Drives a real browser through the affected flows, its progress showing on the PR | Verdict + runId + per-step screenshots | | 7 | Walkthrough | Settles the PR's walkthrough comment with the run's evidence | Walkthrough comment | | 7.5 | Repair | Investigates and fixes acceptance failures, up to 3 iterations | Repair log | | 8 | Watcher | Polls reviews, CI, and base-branch drift; re-enters the cycle on each | followup.log |
Stage 5.5 refuses to open the PR until build and unit tests meet the Definition of Done, and stage 7 refuses to settle its walkthrough without an E2E verdict. Stage 8 is dispatched only once stage 7.5 clears — a cycle with unrepaired failures never reaches a watcher.
Quick start
1. Install
Claude Code — full plugin: skills, MCP tools, and the browser runner.
/plugin marketplace add multiplex-ai/muggle-ai-works
/plugin install muggleai@muggle-works
The marketplace is muggle-works and its entry is muggleai; the installed plugin is named muggle, so its skills appear as /muggle: .
Cursor — npm install -g @muggleai/works. The postinstall writes ~/.cursor/mcp.json and syncs the muggle-* skills into ~/.cursor/skills/. Restart Cursor.
Codex — full plugin: skills, MCP tools, and the guardrail hooks.
codex plugin marketplace add multiplex-ai/muggle-ai-works
codex plugin add muggle@muggle-works
Restart Codex and trust the plugin's hooks when it asks (or later, in /hooks). Skills are invoked as $muggle: — $muggle:muggle-do, $muggle:muggle-test — or picked from /skills. See Codex for what differs.
Windsurf, any other MCP client — install the package as above, then register the server:
{
"mcpServers": { "muggle": { "command": "muggle", "args": ["serve"], "env": { "MUGGLE_MCP_PROMPT_SERVICE_TARGET": "production" } } } }
2. Set up
muggle init
Explains how the harness works, saves your preferences, and offers to install the pull-request walkthrough check. Then confirm the install is healthy:
/mstatus # Claude Code
$muggle:muggle-status # Codex muggle doctor # anywhere — also checks the Codex plugin or MCP entry
Broken? /mrepair, or muggle setup --force.
3. Build something
/mdo "Add a logout button to the header"
PRE-FLIGHT → repo: frontend · branch: users/me/logout-button · target: localhost:3000
REQUIREMENTS → Goal: logout button in header. AC: visible, ends session, redirects to /login. BUILD → src/components/Header.tsx, src/hooks/useLogout.ts (+ unit tests) IMPACT → affects "User Login" and "Session" flows UNIT TESTS → 12/12 pass ACCEPTANCE → 3/3 test cases pass · runId a1b2c3 · 14 screenshots PULL REQUEST → #42 opened, walkthrough posted WATCHER → armed on #42
Authentication starts on the first protected call: a browser opens with a verification code, you sign in, and the call continues. Credentials persist in ~/.muggle-ai/.
Commands
Every skill has a short alias. Both spellings work in Claude Code. In Codex, mention the skill with $: $muggle:muggle-do, or the alias $muggle:mdo.
| Command | Alias | What it does |
|---|---|---|
/muggle:muggle | /m | Command router and menu |
/muggle:muggle-do | /mdo | The full cycle: request → pull request |
/muggle:muggle-test | /mtest | Change-driven acceptance testing on your diff, PR, or branch |
/muggle:muggle-test-feature-local | /mtestlocal | Test one named flow against localhost |
/muggle:muggle-test-prepare | /mtestprep | Verify and start the dev servers a run needs |
/muggle:muggle-test-import | /mimport | Import Playwright, Cypress, Gherkin, or PRDs |
/muggle:muggle-test-regenerate-missing | /mregen | Bulk-regenerate scripts for cases that have none |
/muggle:muggle-browser-task | /mbt | Perform a real action on a website from plain English |
/muggle:muggle-pr-visual-walkthrough | /mpr | Post screenshots and a pass/fail summary to a PR |
/muggle:muggle-pr-followup | /mprfollowup | Watch a PR's reviews, CI, and base drift |
/muggle:muggle-feedback | /mfeedback | Flag a generated script or step as wrong |
/muggle:muggle-preferences | /mprefs | View, set, or reset preferences |
/muggle:muggle-status | /mstatus | Health check: runner, MCP server, auth |
/muggle:muggle-repair | /mrepair | Diagnose and fix a broken install |
/muggle:muggle-upgrade | /mupgrade | Update to the latest version |
/muggle:muggle-init | /minit | Run the onboarding walkthrough |
/muggle:muggle-ci-install | /mci | Add the walkthrough check to GitHub Actions |
/muggle:muggle-login | /mlogin | Sign in, or switch accounts |
/muggle:muggle-logout | /mlogout | Sign out |
/muggle:muggle-run-view | /mrun | View a local run's steps and frames |
/muggle:muggle-cleanup | /mcleanup | Remove old runner versions |
/muggle:muggle-register | /mregister | Create a new account from the terminal |
GitHub and GitLab
The harness resolves one provider token — github or gitlab — from the URL you passed or the origin remote, then picks the matching recipe set. GitHub goes through gh, GitLab through glab. Self-hosted GitLab resolves by matching the remote host against glab's configured host, so git.acme.com works without configuration.
| Capability | GitHub | GitLab |
|---|---|---|
| Open and update the change | Pull request | Merge request |
| Read review feedback | Review threads + line comments | Discussions + notes |
| Reply per comment, resolve threads | Yes | Yes |
| Read CI status and re-enter on red | Actions | Pipelines |
| Rebase onto a drifted base | Yes | Yes |
| Signed commits | Yes | Yes |
Nested GitLab namespaces of any depth are handled — the project path is everything before the /-/ segment, never assumed to be two levels.
The pull-request walkthrough check
When a PR is opened from a session running this plugin, Muggle reserves a comment for the acceptance walkthrough and holds the turn open until it's settled. The comment moves through three stages, edited in place: waiting for the E2E feasibility check; then E2E running — waiting for the report or E2E not feasible with the reason; then the E2E report. A PR that changes only docs, tests, lint/format config, or CI config opens straight at its reason. A session that ends without a run or a reason leaves the comment at the stage it reached, and the check stays unsettled.
A PR opened any other way — the web UI, a teammate without the plugin — never passes through that session, so the same check also runs in GitHub Actions. It fails while the comment is still empty, and whenever the walkthrough reports a failed or inconclusive test case; the check's summary names each one with its failing step and a link to the run. While a new E2E run is underway on the PR, the check stays in progress until that run's walkthrough replaces the previous one. When the Muggle PR watcher sees it red, it repairs the cases, re-runs the whole suite, and re-settles the comment.
The autoInstallCiWorkflow preference, chosen during muggle init, decides whether Muggle adds the workflow itself: always installs it in the repository muggle init runs in and in any repository /muggle-do opens a PR from, ask (the default) asks first, never leaves CI alone. To add it to a repository by hand:
muggle ci-install
That writes .github/workflows/muggle-walkthrough.yml. Run again later, it repla