Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
AI agents use your app like your users, in real browsers, and report what is broken or confusing.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Works in Claude on the web, desktop and mobile:
https://mcp.mimiqai.com/mcpRun this in your terminal
claude mcp add --transport http mimiq https://mcp.mimiqai.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"mimiq": {
"url": "https://mcp.mimiqai.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"mimiq": {
"type": "http",
"url": "https://mcp.mimiqai.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://mcp.mimiqai.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.
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
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
The registry name was verified with the GitHub account victorgulchenko, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 94 ms (HTTP 200)
No sign-in needed
Read 2 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (0.5.1) reached the registry 16 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Thth
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
Call before you post: ships a draft to Threads/Bluesky/Mastodon only after a person approved it.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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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