Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
AI agents use your app like your users, in real browsers, and report what is broken or confusing.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://mcp.mimiqai.com/mcp터미널에서 이 명령어를 실행하세요
claude mcp add --transport http mimiq https://mcp.mimiqai.com/mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"mimiq": {
"url": "https://mcp.mimiqai.com/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"mimiq": {
"type": "http",
"url": "https://mcp.mimiqai.com/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://mcp.mimiqai.com/mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
도구 이름과 설명은 서버가 2026년 11월 7일에 알려 준 그대로예요. 우리가 아니라 제작자가 쓴 글이고, 일반 텍스트로만 보여 드려요.
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
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 victorgulchenko 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
94ms 만에 응답(HTTP 200)
로그인 필요 없음
도구 설명 2개를 읽었고, AI에게 보내는 숨겨진 지시는 없었어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.5.1)은 16일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, arr-mcp
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
One server, 40 tools, the whole media stack: *arrs, Jellyfin, Plex, Seerr, Cleanuparr, downloaders
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요