MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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Physics-informed CFD aerodynamic surrogate model for instantaneous airfoil pressure distribution & polar curve prediction.
MIT ★ 1 -
FreeCAD 3D CAD automation via FastMCP — headless document/export plus FluidX3D/OpenFOAM CFD extensions. For Cursor / Claude Desktop. Webapp.
MIT ★ 33 -
ansys-mcp-servergithub.com/vorobjewsen30-max/ansys-mcp-serverupdated this year
MCP server giving Claude Code CLI direct control over Ansys engineering simulations — CFD, FEA, meshing, and post-processing via PyAnsys. 24 tools. Multi-language docs.
★ 15 -
ankusdriveno update data
Drive FreeCAD from an agent: CAD modeling, drawings, FEM, CFD, EM, and multiphysics simulation. Local server; requires FreeCAD 1.1 and uv
smithery -
openfoam-mcp-servergithub.com/webworn/openfoam-mcp-serverupdated this year
LLM-powered OpenFOAM MCP server for intelligent CFD education with Socratic questioning and expert error resolution
NOASSERTION ★ 129 -
ansys-mcp-servergithub.com/vorobjewsen30-max/ansys-mcp-serverupdated this year
MCP Server for Ansys engineering simulation — enables Claude Code CLI to run simulations, manage meshes, process results, and configure models via PyAnsys
pypi MIT -
AI-driven aircraft design with flow5. MCP server + CLI for low-Reynolds-number aircraft — human-powered aircraft, RC gliders, small UAVs.
Apache-2.0 ★ 3 -
Godot 4 automation via FastMCP — scene/mesh/PBR/particles, STL import, HTML5 export. For Cursor / Claude Desktop. Webapp.
MIT ★ 6 -
Unofficial MCP server for Simcenter STAR-CCM+: read .sim files and logs without a licence, search the local docs, run checked macros on an open session.
GPL-3.0 -
Ask your AI: will this part break? Free, local CAE it can drive over MCP. Import STEP or STL, solve with the built-in FEM, CalculiX or OpenFOAM, check mesh convergence, compare with known answers.
pypi GPL-3.0 ★ 1