Ansys Mechanical / MAPDL AI: MCP servers and agent skills

How AI connects to Ansys Mechanical / MAPDL

An MCP server or skill can only do what Ansys Mechanical / MAPDL lets programs do. Ansys Mechanical / MAPDL exposes 3 automation interfaces:

• PyMechanical and Mechanical scripting (Python): PyMechanical is the Python API for Mechanical 2024 R2 and later. It has two modes: embedding, which runs Mechanical inside your own Python process with full object-model access, and remote session, which launches Mechanical as a separate gRPC server in batch or GUI mode and sends it scripts such as Model.AddStaticStructuralAnalysis(). PyMechanical-MCP and the codersag server both use the remote mode, which is why they ask you to launch Mechanical or give a gRPC port. Documentation
• PyMAPDL and APDL command language (Python): Mechanical APDL is still driven by APDL, its own command language (/PREP7, ET, VMESH, SOLVE and so on), written to input files or sent one command at a time. PyMAPDL wraps the solver in a Python session, maps commands to methods and can launch MAPDL locally, remotely or in Docker. PyMAPDL-MCP sends both raw APDL and PyMAPDL code through it. Documentation
• Workbench journals (Other): Workbench projects can be recorded and replayed as journals (.wbjn) and run in batch with RunWB2. The CAE Agent Hub server uses journals for project-level work such as creating linked static and modal systems, and an ACT extension inside Mechanical for model changes.

What Ansys (Synopsys) offers

Ansys (now part of Synopsys) publishes PyMechanical-MCP and PyMAPDL-MCP from its own GitHub organisation, alongside servers for Fluent, CFX, Electronics Desktop and Lumerical. Inside the product, Engineering Copilot with the AnsysGPT assistant arrived in Mechanical 2025 R2, and 2026 R1 added a Mesh Agent in Mechanical for exploratory use that helps resolve meshing failures.

Checked 4 Nov 2026. Sources: ansys/pymechanical-mcp, Work faster and smarter with Ansys Engineering Copilot (Ansys blog), Synopsys launches Ansys 2026 R1

What you can do with Ansys Mechanical / MAPDL and AI

• Launch Mechanical or attach to an open session, upload geometry, run a setup script, solve and export results or a screenshot, all through the official PyMechanical server.
• Send APDL commands such as /PREP7, ET, BLOCK and VMESH to a running MAPDL instance and plot the result with PyVista.
• Assign materials, add fixed supports, forces and pressures by named selection, then read back equivalent stress and modal frequencies without writing scripts.
• Build a rotating static analysis feeding a prestressed modal analysis in Workbench and extract the frequency shift.
• Check a converged answer before quoting it, using a skill that asks for a mesh-independence study and reaction balance.

Taken from the listings' own documentation. Check each listing for exactly what it supports.

Installing

The listings here document setup for Claude Code, Claude Desktop, Codex, Continue, Cursor, VS Code (GitHub Copilot) and Windsurf. Install steps, copied from each project's own documentation, are on each listing's page. Most Ansys Mechanical / MAPDL integrations run on your own computer next to Ansys Mechanical / MAPDL, so you need Ansys Mechanical / MAPDL installed and licensed on the same machine unless the listing says otherwise.