Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Free desktop CAE: import CAD/STL, solve FEM structural/thermal and CFD, verify the answer.
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.
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
링크는 제작자의 파일로 바로 연결돼요. 우리가 보관하거나 다시 패키징하지 않아요. 파일을 열면 Claude Desktop이 설치해요.
터미널에서 이 명령어를 실행하세요
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
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.
이 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 6일 점검
레지스트리 이름이 GitHub 계정 novasolver 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.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
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(0.7.5)은 그저께 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 MCPB도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, FOGA node
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.
A Finch OG Agent cell as an MCP server: read the world, dry-run and take ERC-8414 tenders by policy.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Free, local engineering simulation that your AI assistant can drive — and every answer is checked. Structural FEM, heat and CFD (CalculiX, OpenFOAM® and a built-in quadratic-tet solver) on your own PC, with an MCP server so Claude or any MCP client can import your STEP/STL, set the loads, run, refine the mesh and verify the result.
日本語 · 中文 · [Try it in your browser (no install)](https://novasolver.jp/studio/demo/?lang=en) · Download for Windows · novasolver.jp/studio
*One sentence to the AI → Studio sets up and solves the case → mesh refined three times (GCI 1.5 %) → compared with a hand calculation. Real app, real numbers.*
*From one prompt, an AI modelled a bracket in SolidCraft and analysed three versions in Studio. It stopped without calling any of them a pass, because the mesh check had failed. 40 s video.*
build_surrogate solves about 60 variants of a case in the background (loads, materials, template dimensions; a Gaussian process, checked on points held out of the fit). surrogate_predict then answers in milliseconds with an error bar for the interpolation, and refuses outside the ranges. An imported CAD shape has no dimensions to vary yet.instant_estimate tool computes the peak stress or deflection, including for dimensions never solved, from a Gaussian process fitted to 1,396 solved points. No mesh, no solve. It gives the error bar and refuses outside the solved ranges. On 224 new solves it had never seen, 287 of 288 answers landed inside the bar. See the data.| Pipe elbow, OpenFOAM® (pressure drop) | Cantilever vs beam theory |
A sample of the references Studio compares itself with (the full validation suite with every case, tolerance and mesh-convergence column is published with each release as docs/VALIDATION.md):
| Case | Reference | Studio |
|---|---|---|
| Cantilever tip deflection | Euler–Bernoulli + shear | −0.9 % (built-in tet10, also in the browser demo) |
| Cylinder on a flat block, contact pressure | Hertz line contact | −0.04 % (mortar contact, 0.7) |
| Sphere drag, external flow | Schiller–Naumann | +0.3 % (OpenFOAM®, snappyHexMesh + wall layers) |
| Water-cooled plate | heat balance | 0.03 % |
| Lid-driven cavity | Ghia et al. | profile match (built-in and OpenFOAM®) |
How often does it get through a part it has never seen? docs/PART_TEST.md counts 246 STEP files, including every one that failed and why. Does it tell you when your setup is wrong? docs/SETUP_MISTAKES.md breaks correct setups in 34 ways, with the list fixed before the run, and shows what it said, misses included.
| Analysis | Geometry | Quick preview (built-in, seconds) | Final solve | Verification |
|---|---|---|---|---|
| Structural: linear static, modal, nonlinear (plasticity, large deformation) | templates · import STEP / IGES / BREP / STL | quadratic tetrahedral FEM | CalculiX | beam theory, Heywood Kt, mesh convergence (GCI) |
| Buckling, contact (mortar, tied), fatigue (Goodman, S-N) — 0.7 | templates · import | quadratic tetrahedral FEM | — | Euler columns, Hertz, Goodman |
| Thermal (steady conduction), thermal stress | templates · import | quadratic tetrahedral FEM | CalculiX | Fourier's law, fin theory, GCI |
| Electrostatics, DC current and Joule heating | templates · import | quadratic tetrahedral FEM | — | εA/d, 2πεL/ln(b/a), L/(σA) |
| Internal flow | templates · import | 2D cavity (built-in) | OpenFOAM® | Ghia (cavity), Poiseuille, mass balance |
| Flow around a body | import | — | OpenFOAM® (snappyHexMesh + wall layers) | sphere drag vs Schiller–Naumann (+0.3%) |
| Water cooling (conjugate heat transfer) | import (2+ bodies) | — | OpenFOAM® (chtMultiRegionSimpleFoam) | heat balance (0.03%) |
Also: a Blender add-on (send the active object to Studio, PLA/PETG/ABS or metals), a FreeCAD macro (send the selected part as STEP), a 3D-print strength check (safety factor for each print direction in PLA/PETG/ABS, layer lines included), ParaView VTU / CSV / printable HTML report export, and a Windows installer with .nscase file association.
Download NovaSolverStudio- -linux-x86_64.tar.gz from Releases, unpack it and run ./NovaSolverStudio. Each build is started and test-solved on Ubuntu 22.04 (x86-64) before release. AI assistants connect with ./NovaSolverStudio mcp.
After the first PyPI release, launch the GUI with uvx novasolver-studio, or install once with pipx install novasolver-studio and run novasolver-studio. Python 3.10+ is required; Python 3.12 is tested in CI. Older Python versions use compatible NumPy/SciPy/Matplotlib/WebSocket releases. The built-in FEM needs no external solver. For an MCP client:
{
"mcpServers": { "novasolver-studio": { "command": "uvx", "args": ["novasolver-studio", "mcp"] } } }
With pipx, use "command": "novasolver-studio", "args": ["mcp"] instead. Cases go to ~/NovaSolverStudio/workspace on macOS/Linux and ~/Documents/NovaSolverStudio/workspace on Windows; NOVASTUDIO_WORKSPACE overrides this. Source checkouts keep their workspace/ folder.
| OS | CalculiX (optional structural/thermal solver) | OpenFOAM (optional CFD solver) |
|---|---|---|
| macOS | brew install costerwi/calculix/calculix-ccx | brew install gerlero/openfoam/openfoam (Apple Silicon, macOS 14+) |
| Linux | sudo apt install calculix-ccx or the distro package | Install ESI packages from openfoam.com; detected under /usr/lib/openfoam or via WM_PROJECT_DIR. |
| Windows | Put ccx_static.exe in solvers/calculix/ or set NOVASTUDIO_CCX. | ESI Windows MinGW build plus Microsoft MPI, as described below. |
On headless Linux, Gmsh needs libglu1-mesa libgl1 libxrender1 libxcursor1 libxft2 libxinerama1. NOVASTUDIO_CCX and NOVASTUDIO_OPENFOAM can select an installation on every OS. macOS OpenFOAM tools run through the app environment launcher; Linux tools source the installation's etc/bashrc.
python -m venv .venv
.venv\Scripts\python -m pip install "mcp>=2.3,<3" fastapi "uvicorn[standard]" numpy scipy matplotlib gmsh meshio psutil pyamg pymeshlab zstandard pytest cd frontend && npm install && npm run build && cd .. cd backend set PYTHONPATH=%CD% ..\.venv\Scripts\python -m novastudio serve # open http://127.0.0.1:8765
Solvers are found automatically when installed (without them, the built-in preview solvers still work):
ccx_static.exe under solvers/calculix/ or set NOVASTUDIO_CCX.%LOCALAPPDATA%\NovaSolverStudio\solvers\openfoam (an ASCII-only path) or set NOVASTUDIO_OPENFOAM. Put Microsoft MPI's msmpi.dll in %LOCALAPPDATA%\NovaSolverStudio\solvers\msmpi.Easiest (Claude Desktop and other MCPB-aware apps): download novasolver-studio- -win64.mcpb from Releases and open it — the app installs it as an extension. Also listed in the MCP Registry as io.github.novasolver/novasolver-studio.
With the downloaded zip: point any MCP client at the exe.
{
"mcpServers": { "novasolver-studio": { "command": "C:\\path\\to\\NovaSolverStudio\\NovaSolverStudio.exe", "args": ["mcp"] } } }
From source:
{
"mcpServers": { "novasolver-studio": { "command": " \\.venv\\Scripts\\python.exe", "args": ["-m", "novastudio", "mcp"], "env": { "PYTHONPATH": " \\backend" } } } }
Then ask, for example: *"Import bracket.step, fix the bottom face, push 500 N on the top face, run it, check mesh convergence and tell me the safety factor."*
The built-in tet10 solver now computes electrostatic potential, electric field and electrode charge, or DC current with optional steady Joule heating. STEP assemblies can assign a dielectric or conductor to each body. Three editable templates include analytic checks: capacitor against εA/d, coax against 2πεL/ln(b/a), and busbar against L/(σA) and the temperature rise σΔV²/(8k) with both ends cooled.
内蔵 FEM で静電場・電流・ジュール発熱による温度を計算できます。平行平板コンデンサ・同軸ケーブル・銅母線の 3 テンプレートには解析解との比較があり、任意形状ではメッシュ収束を確認できます。
Select faces in the boundaries viewport, then ask “fix the faces I selected” or “put 500 N here”. The assistant reads get_gui_selection, shows a numbered render_view(quantity="faces", highlight=[...]) to confirm the setup, and applies conditions through update_case. GUI and AI changes share one Undo/Redo history. Ctrl+Z undoes the latest change by either of you; Ctrl+Shift+Z or Ctrl+Y redoes it. Named face groups can be reused with boundaries.@ .role and other boundary fields.
画面で面を選んでから「選んだ面を固定して」のように頼めます。AIが選択内容を読み取り、面番号付きの画像で 確認してから条件を設定します。画面とAIの変更は共通の履歴に残り、どちらの変更も元に戻せます。 Hで選択した面を隠し、Alt+Hですべて表示。Ctrl+ドラッグで矩形選択、Xで透過表示を切り替えます。
在视图中选择面后,可以说“固定我选中的面”。AI会读取选择内容,用带面编号的图片确认设置,再应用边界条件。 界面与AI共用撤销和重做历史,双方的更改都可以撤销。面组可以保存并重复使用。
docs/DESIGN.md · Roadmap: docs/ROADMAP.md · Development notes: [`docs/DEVELO앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요