Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
AI agents use your app like your users, in real browsers, and report what is broken or confusing.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
ウェブ、デスクトップ、モバイルのClaudeで使えます:
https://mcp.mimiqai.com/mcpターミナルでこれを実行します
claude mcp add --transport http mimiq https://mcp.mimiqai.com/mcpプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"mimiq": {
"url": "https://mcp.mimiqai.com/mcp"
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"mimiq": {
"type": "http",
"url": "https://mcp.mimiqai.com/mcp"
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
ChatGPTがつなげるのは、インターネット上のサーバーだけです:
https://mcp.mimiqai.com/mcpメニューの名前は、プランや時期によって少し違うことがあります。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
ツールの名前と説明は、サーバーが2026年11月7日に返したそのままの内容です。書いたのは作者で、私たちではありません。プレーンテキストとして表示しています。
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
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月8日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント victorgulchenko で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
94ミリ秒で応答(HTTP 200)
サインイン不要
2件のツールの説明を読み、AIへの隠れた指示は見つかりませんでした
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック3項目のうち3項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
作者のクラウドで動きます。インストール不要でインターネット経由でつながりますが、送った内容は作者のサーバーを通ります。
GitHubリポジトリの最終更新は–、最新バージョン(0.5.1)がレジストリに届いたのは16 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。URLでつながるので、リモートMCPサーバーに対応したアプリ(開発者モードのChatGPTなど)でも使えます。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, NexusWindows
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日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.
Windows computer use in the background: desktop apps driven without your mouse or keyboard.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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
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