Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
AI agents use your app like your users, in real browsers, and report what is broken or confusing.
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。
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。
选择你使用的 AI 应用,然后复制设置。
你需要
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:
https://mcp.mimiqai.com/mcp在终端中运行这条命令
claude mcp add --transport http mimiq https://mcp.mimiqai.com/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"mimiq": {
"url": "https://mcp.mimiqai.com/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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"mimiq": {
"type": "http",
"url": "https://mcp.mimiqai.com/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:
https://mcp.mimiqai.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。
工具名称和描述与服务器在 2026年11月7日 报告的完全一致。这些内容由作者撰写,不是我们写的;我们以纯文本形式显示。
mimiq.show_reportShow a saved Mimiq run: where it stands while it runs (it waits up to 40 seconds for it to end), then what the agents hit, where each stopped and why, and a link to the full report. Use the session ID from an earlier run or a report URL. Reads your account only and spends no cred
mimiq.test_flowUse this after you build or change anything a user goes through (signup, onboarding, checkout, settings, a new feature), on the preview or staging URL, and again after each fix. AI agents, each acting as one of the app's users, open it in their own real browser and try the task b
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8日
注册名称已通过 GitHub 账户 victorgulchenko 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
在 94 毫秒内响应(HTTP 200)
无需登录
已读取 2 个工具描述,未发现针对 AI 的隐藏指令
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 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。
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。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(0.5.1)于17天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,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。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Cape Winelands Visit Planner
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Cape Winelands wine farm finder and day-route planner
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。
Your agent built it. AI agents use it like your users before you ship.
Point Mimiq at a preview or staging URL and a task in plain words, such as signing up or reaching checkout. No test scripts. Each agent acts as one of your users: it opens the app in its own real browser, clicks, types and fills in your forms (with an inbox of its own for verification codes), and the report shows what was broken, what did nothing, where each agent got stuck or gave up and why, with the step and a screenshot. Fix what they hit and run it again on the new build.
| Tool | What it does |
|---|---|
mimiq.test_flow | AI agents go through a flow on your preview, staging or live URL in real browsers and report what broke, what did nothing and where they got stuck, step by step with screenshots. 5 credits an agent. |
mimiq.show_report | Shows a saved report again. Reads your account only and spends no credits. |
Ask your agent directly, or let it test what it just built:
"Have three agents sign up on this preview and tell me where they get stuck"
"Check the new checkout on the preview before I merge"
"Run Mimiq on staging with parents shopping for school shoes, then fix what they hit"
"Run it again on the fixed build"
The Mimiq preview check GitHub Action runs the agents on each Vercel, Netlify or Cloudflare Pages preview and keeps one comment on the pull request with what they hit. Any other CI can call the same endpoint: it is plain JSON-RPC over HTTP.
curl -s https://mcp.mimiqai.com/mcp \
-H "Content-Type: application/json" -H "Accept: application/json, text/event-stream" \ -H "Authorization: Bearer $MIMIQ_API_KEY" \ -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"mimiq.test_flow","arguments":{"url":"'"$PREVIEW_URL"'","goal":"Sign up and start using it","count":3}}}'
claude mcp add --transport http mimiq https://mcp.mimiqai.com/mcp --header "Authorization: Bearer $MIMIQ_API_KEY"
Or in .mcp.json at your project root (Claude Code reads ${MIMIQ_API_KEY} from your environment, so the key stays out of the repo):
{
"mcpServers": { "mimiq": { "type": "http", "url": "https://mcp.mimiqai.com/mcp", "headers": { "Authorization": "Bearer ${MIMIQ_API_KEY}" } } } }
Leave out the header to use the free try.
Add these lines to your project's CLAUDE.md or AGENTS.md, and your agent checks a customer-facing change before it calls it done:
## Before calling a user-facing change done
After changing anything a user goes through (signup, onboarding, checkout, settings, a new feature), run mimiq.test_flow on the preview URL with the task a user would try. Fix what the agents hit, then run it again. Ask me before using more than 25 credits.
In ~/.codex/config.toml (or .codex/config.toml in your project):
[mcp_servers.mimiq]
url = "https://mcp.mimiqai.com/mcp" bearer_token_env_var = "MIMIQ_API_KEY"
In ~/.cursor/mcp.json or .cursor/mcp.json (do not commit a file with a key in it):
{
"mcpServers": { "mimiq": { "url": "https://mcp.mimiqai.com/mcp", "headers": { "Authorization": "Bearer mq_sk_..." } } } }
In .vscode/mcp.json; VS Code asks for the key once and stores it:
{
"inputs": [{ "type": "promptString", "id": "mimiq-key", "description": "Mimiq API key", "password": true }], "servers": { "mimiq": { "type": "http", "url": "https://mcp.mimiqai.com/mcp", "headers": { "Authorization": "Bearer ${input:mimiq-key}" } } } }
In ~/.codeium/windsurf/mcp_config.json:
{
"mcpServers": { "mimiq": { "serverUrl": "https://mcp.mimiqai.com/mcp", "headers": { "Authorization": "Bearer mq_sk_..." } } } }
Through mcp-remote, in the Claude Desktop config:
{
"mcpServers": { "mimiq": { "command": "npx", "args": ["-y", "mcp-remote", "https://mcp.mimiqai.com/mcp", "--header", "Authorization:${MIMIQ_AUTH}"], "env": { "MIMIQ_AUTH": "Bearer mq_sk_..." } } } }
mq_sk_ and is shown once.Authorization: Bearer mq_sk_... (X-API-Key: mq_sk_... works too). The setup snippets above do this.Pass access to test_flow for a preview behind Vercel Deployment Protection (vercel_bypass), a browser password prompt (basic_auth) or pages behind a sign-in (login, a test account). The agents type placeholders; the real values are filled in only in the browser, kept apart from the test and deleted when the run ends, and never appear in results or reports. Access comes with paid credits.
With a key, every run is saved to your account, and the result ends with a link to it in the Mimiq app (/app/t/...). Put the link in your summary so your human can open the full report, the agents' steps and their screenshots. Reports are private until you share them from the app.
Without a key, runs stay private to the agent that ran them and cannot be opened in the app; the result says how to get a key instead.
journey_steps: what it did at each step, where it was, and what it said.browser_caught: what the browser itself recorded on your site, grouped and ranked by how many agents hit each: JavaScript errors, requests that failed or answered 4xx or 5xx (including your hosted backend, such as Supabase or Firebase), and requests slower than 3 seconds. The summary card lists them too.counts, a plain summary_card, and report_url (with a key).By default Mimiq builds agents who match who the app is for, from the page. Pass audience in plain words to choose ("freelance designers", "parents shopping for school shoes"). The run starts right away unless the recruited agents are wrong (more than 1 in 5 not the requested audience); then the result is status: "audience_review": show the warning, then continue with review_id, confirm_audience: true and audience_fit_acknowledged: true, or recruit again with review_id and audience_correction. In the app you can also build agents from your own customers (a CSV; names, emails and phone numbers are stripped before upload).
Mimiq needs a public URL. For a local dev server, open a temporary tunnel with cloudflared (free, no account) and pass its URL. The page is public while the tunnel runs, so your agent should tell you before it opens one:
cloudflared tunnel --url http://localhost:3000 > /tmp/mimiq_tunnel.log 2>&1 &
sleep 5; grep -o 'https://[^ |]*trycloudflare.com' /tmp/mimiq_tunnel.log
Every error carries a code, a plain message and a request_id. Credit and key errors also carry how_to_get_a_key (the steps, the header and the .mcp.json).
| Code | What it means | What to do |
|---|---|---|
INSUFFICIENT_CREDITS | reason says which: free_try_used, free_flow_too_big, free_flows_used_today, network_monthly_limit, or out_of_credits (with a key). | Get a key, run fewer agents, or buy more credits. |
UNAUTHORIZED | The key was not accepted (invalid_key). | Check it starts with mq_sk_ and is still listed in Settings. |
INVALID_INPUT | A missing field, or a URL Mimiq cannot reach (localhost, a private address). | Fix the input; for localhost, use a tunnel. |
SIM_FAILED | The run failed, for example the page did not load. A failed run is refunded. | Check the URL loads in a normal browser, then call again. |
SIM_TIMEOUT | The run outlasted timeout_seconds. It keeps going on Mimiq's side. | With a key, open the report link later; or call again with a longer timeout. |
RATE_LIMITED | Too many calls from one network in a minute. | Wait a minute. |
Against your own Mimiq API:
cd mcp-hosted
MIMIQ_API_URL=http://127.0.0.1:8000/api node src/server.js
Point your agent at http://127.0.0.1:8787/mcp.
| Variable | Default | What it sets |
|---|---|---|
MIMIQ_API_URL | http://127.0.0.1:8000/api | The Mimiq API |
MIMIQ_APP_URL | https://mimiqai.com | Where report links point |
MIMIQ_MCP_PUBLIC_URL | https://mcp.mimiqai.com/mcp | The URL shown in setup help |
PORT / HOST | 8787 / 127.0.0.1 | Where this server listens. Behind a proxy, keep 127.0.0.1 and have the proxy set X-Real-IP (it identifies the caller's network for rate limits and the free try). |
RATE_MAX_CALLS | 10 | Tool calls per network per minute |
EMIC_API_KEY | none | Turns on submit_agent_feedback (hidden without it) |
POSTHOG_API_KEY | none | Usage events |
The plugin uses OAuth account linking with S256 PKCE. Existing API-key and keyless clients continue to work. Verified ChatGPT calls require an OAuth-linked account for tests; the backend remains responsible for credits and ownership. Use mimiq.show_report after a test finishes to render its saved report in an MCP Apps host. It reads the account's report without spending credits.
OAuth discovery is available at /.well-known/oauth-protected-resource and /.well-known/oauth-authorization-server. The authorization, registration, token and revocation routes live under /oauth/. A configur
只显示了开头部分;其余内容请在仓库中阅读