Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Drive IPG CarMaker for Simulink: run test runs, read results, edit vehicle data and parameters.
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.
CM_PROJECT, CM_MODEL, CM_MATLAB_SESSION, CM_POPUP_TIMEOUT, CM_ENABLE, CM_DISABLE필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"carmaker": {
"command": "uvx",
"args": [
"carmaker-mcp"
],
"env": {
"CM_PROJECT": "your-value",
"CM_MODEL": "your-value",
"CM_MATLAB_SESSION": "your-value",
"CM_POPUP_TIMEOUT": "your-value",
"CM_ENABLE": "your-value",
"CM_DISABLE": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add carmaker --env CM_PROJECT=your-value --env CM_MODEL=your-value --env CM_MATLAB_SESSION=your-value --env CM_POPUP_TIMEOUT=your-value --env CM_ENABLE=your-value --env CM_DISABLE=your-value -- uvx carmaker-mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"carmaker": {
"command": "uvx",
"args": [
"carmaker-mcp"
],
"env": {
"CM_PROJECT": "your-value",
"CM_MODEL": "your-value",
"CM_MATLAB_SESSION": "your-value",
"CM_POPUP_TIMEOUT": "your-value",
"CM_ENABLE": "your-value",
"CM_DISABLE": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"carmaker": {
"type": "stdio",
"command": "uvx",
"args": [
"carmaker-mcp"
],
"env": {
"CM_PROJECT": "your-value",
"CM_MODEL": "your-value",
"CM_MATLAB_SESSION": "your-value",
"CM_POPUP_TIMEOUT": "your-value",
"CM_ENABLE": "your-value",
"CM_DISABLE": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
CM_MODEL envCM_MATLAB_SESSION envCM_POPUP_TIMEOUT envCM_ENABLE envCM_DISABLE env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 dimitr-io 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: CM_PROJECT
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.3.0)은 6일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, First Sale Scout
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.
Playbooks and a 14-day checklist for founders winning their first paying customers.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
https://github.com/user-attachments/assets/6093b1a3-8ef5-43ef-8134-b214d534720f
*Claude Desktop with this server (CarMaker without MATLAB, IPGMovie open) and MathWorks' MATLAB MCP server for the figure. A 68-run sweep of the driver's limits on a Formula Student skid pad; the agent's work is shown 30 times faster.*
The prompt in the video
Open Carmaker (standalone) and run Skidpad tests with the Rhea vehicle (torque vectoring disabled). Run a
parameter sweep for the IPGDriver's lateral acceleration limits and gg exponents to get the best lap time.
Open IPGMovie first so I can see the runs. Evaluate lap time based on the average time between the second
lap on the right and the second lap on the left. Plot out the yaw rate and lateral acceleration of the
best run using MATLAB (MCP).
An MCP server that lets an AI agent drive IPG CarMaker on your computer: start a session, run test runs and parameter studies, read and plot the results, change vehicle, driver and Simulink controller parameters, and undo what it changed.
Unofficial community project, not affiliated with or endorsed by IPG Automotive or MathWorks. You need your
own CarMaker and MATLAB/Simulink licences. This repository contains no IPG or MathWorks code or data.
Status: alpha. Developed and tested on one setup (CarMaker 14.1.1, MATLAB R2024b, Windows 11). docs/verification.md lists what has been checked against real software and what has not.
Things you can ask an agent once the server is connected:
Kp_yaw to 1.5 in the controller model, run the slalom again and compare the yaw rate."Runs go at CarMaker's maximum speed unless you ask for a slower one. Parameter studies run in the background, one run after another, with IPGMovie open if you want to watch. The server also teaches the agent how IPGDriver works (cm_guide): which driver to choose, how its limits and g-g exponents set the lap time, and when a driver adaption is worth its minutes.
It works in two ways, and the agent picks the one that fits the vehicle:
| MATLAB-connected session | Standalone run | |
|---|---|---|
| Use it for | vehicles whose controller is a Simulink model (CarMaker for Simulink) | vehicles with CarMaker's built-in controllers |
| Needs | MATLAB with your model, and the CarMaker GUI (the server can start both) | only CarMaker; no MATLAB, no window (IPGMovie on request) |
Not covered: Linux, TruckMaker and MotorcycleMaker, CarMaker HIL, Test Manager and test series, building roads, traffic or scenarios, Movie NX, result formats other than .erg, and remote machines. The full list is in docs/scope.md, and more worked examples are in docs/examples.md.
1. Check your machine. This finds your CarMaker and MATLAB installs, tells you what does not fit and how to fix it, and prints the uvx arguments for your machine:
uvx carmaker-mcp doctor
2. Register the server. This prints the entry for your client, with those arguments filled in:
uvx carmaker-mcp config --client claude-code # or claude-desktop, vscode, codex, antigravity, cursor
For most clients the entry looks like this:
{
"mcpServers": { "carmaker": { "command": "uvx", "args": ["--python", "3.12", "--with", "matlabengine==24.2.*", "carmaker-mcp"], "env": { "CM_PROJECT": "C:\\CM_Projects\\my-project", "CM_MODEL": "MyModel" } } } }
In Claude Desktop you can instead drag the .mcpb bundle for your MATLAB release from the latest release into Settings > Extensions; uv must be installed. docs/setup.md has the steps for each client and the versions that belong to each MATLAB release.
3. Start a session. Ask the agent, for example "start CarMaker and run the braking test run". It opens MATLAB, your model and the CarMaker GUI as far as they are not open yet, and never closes anything. Standalone runs need neither. If you would rather open MATLAB and CarMaker yourself, run this once per MATLAB session so that the server can attach:
matlab.engine.shareEngine('cm_mcp')
Settings are environment variables in the client entry. These are the ones you are likely to need; docs/setup.md has the rest.
| Variable | Default | Meaning |
|---|---|---|
CM_PROJECT | read from the running CarMaker GUI | CarMaker project folder. The server writes nowhere else. Needed to start a session from scratch |
CM_MODEL | none | Simulink model to open when a session is started |
CM_MATLAB_INIT | none | Your project's own MATLAB setup script, run once when a session is started. Without it the model may not compile |
CM_POPUP_TIMEOUT | not set | Seconds after which CarMaker pop-ups answer themselves with their default choice. Not set: they wait for your click. See Safety |
CM_DISABLE | none | Tool groups to switch off, for a shorter tool list: standalone, study, matlab, movie |
CM_ENABLE | none | Optional tools to switch on: tcl (raw Tcl in the CarMaker GUI), experimental (add and delete Simulink blocks) |
Each tool tells the client whether it is read-only, changes state or is destructive, so that clients can ask for confirmation where it matters. Every tool and parameter is described in docs/tools.md.
For CarMaker for Simulink work it is worth connecting MathWorks' MATLAB MCP Core Server as well: this server handles CarMaker, and that one writes and runs MATLAB code. Let both work on the same MATLAB session, in the release CarMaker uses. What is changed through the MATLAB server is not in this server's change log, and cm_revert_all does not undo it. More in docs/setup.md.
This server can start simulations and edit your project files and the live Simulink model in place. Connect it only to agents you trust.
What protects your work:
cm_revert_all undoes a session.CM_ENABLE.CM_POPUP_TIMEOUT, a question such as "Vehicle not saved. All changes will be lost. OK to continue?" is answered with its default, which discards unsaved changes in the CarMaker GUI.Runs write result and log files into the project's SimOutput folder; a revert does not remove those.
The server collects no telemetry and makes no network connections of its own. It only talks to MATLAB and CarMaker on your machine. Details: docs/safety.md.
Run uvx carmaker-mcp doctor first: it names most setup problems together with their fix.
| Symptom | Cause and fix |
|---|---|
| "No shared MATLAB session" | MATLAB is closed or has not shared its engine. Let the agent start the session, or run matlab.engine.shareEngine('cm_mcp') in MATLAB |
uvx fails while installing matlabengine | The pin must match your MATLAB release, and that MATLAB must be installed. Use the arguments doctor prints |
| "CarMaker ships no cmapi for Python 3.x" | Add --python 3.12 (or another version the message lists) |
| A tool call hangs at load or start | The CarMaker GUI is showing a question. Answer it, or see CM_POPUP_TIMEOUT |
| "too many licenses in use" on a standalone run | Another CarMaker program holds the licence: an open MATLAB with CarMaker for Simulink, or a standalone program the server left open |
| "license has expired" | The licence must be renewed; doctor shows its end date |
The wait tool returns finished: false | Not an error: waits are limited to 50 s per call and are simply repeated |
More: docs/troubleshooting.md. The server's own log is server.log in the state folder.
cmguicmd.cmapi, loaded from your CarMaker install, to start and control a separate CarMaker process..erg files (checked against MATLAB's cmread).Nothing of IPG's or MathWorks' is bundled or redistributed.
Related work: [pycarmaker](https://git
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요