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Apps · Fusion 360 MCP

From CAD to catalog, in one prompt.

Watch it move left to right: a parametric part takes shape in Fusion 360, becomes a photoreal hero render in Blender, then lands as a print-ready A4 spec sheet. One prompt drives the whole chain over MCP — no engineer needed after you hit enter. End-to-end in about 28 seconds on a laptop.

How it's made · four steps

One agent, three apps, zero handoffs.

The orchestrator plans the build; Fusion 360, Blender, and the layout renderer are each a small set of schema-validated MCP tools. Swap the orchestrator — Azure AI Foundry, OpenAI, any tool-calling LLM — and the rest of the pipeline doesn't change.

Step 01

The model reads the prompt

“Spec sheet for the new heat sink.” It plans the build, picks the MCP tools, and drives the rest.

tool router

Step 02

Fusion 360 builds the part

User parameters, sketches, extrudes, one multi-edge fillet. Schema-validated tools — no freeform scripting against the CAD API.

set_user_parameter · extrude · export_stl

Step 03

Blender renders the hero

STL imported, brushed-aluminium shader, white-studio scene, Cycles on the GPU. Seconds, not minutes.

execute_blender_code · cycles

Step 04

The spec sheet composes

Hero render, dimensioned drawing, and a parameter table become an A4 PDF in your brand. Vector text, embedded images.

compose · A4 PDF

Inside the loop

Schema-validated tools, not freeform code.

Each MCP tool has a typed input schema and a typed return shape. The model can't hand garbage to Fusion's API — the bridge rejects it before a single call fires. That's the guardrail an LLM cannot bypass. The terminal below shows the actual tool calls behind the spec sheet.

9

user parameters drive the part

0

freeform code paths in CAD

28s

prompt → PDF on disk

100%

parametric · re-runnable

// one prompt, three apps, one PDF
user> Generate the spec sheet for the new heat sink.
      12 fins, 5.5 mm pitch, M4 mounting.

▸ fusion.set_user_parameter ×9        → 9 parameters
▸ fusion.create_sketch + extrude ×17  → 1 body · 82 cm³
▸ fusion.fillet_all_edges { r:0.5mm } → 192 edges
▸ fusion.export_stl { refinement:high}→ heat-sink.stl · 3.1 MB
▸ blender.execute_blender_code { cycles, AgX }
                                      → hero.png · 2400×1500 · 14s
▸ spec-sheet.compose { template, rev:A }
                                      → spec_RevA.pdf · A4
assistant> Spec sheet ready. 28.3 s elapsed.

What's customisable

One pipeline, your brand and product family.

Brand & layout

Logo, colour, typography, layout grid — driven by a template you configure once. No code to change between brands.

Product family

Heat sinks today, hydraulic manifolds or cabinet hardware tomorrow. Each family gets a Fusion template and a parameter contract.

Render style

Studio white, shop floor, exploded view, ghosted internals. The Blender scene is just another input per template.

Spec-table schema

Material, finish, certification, packaging — you define which fields appear. Pulled from CAD parameters, ERP, or a YAML side-car.

Languages

Spec sheets in NL, FR, EN, DE from one source, with localised labels and units — handy across BeNeLux and DACH.

AI orchestrator

Claude today, Azure AI Foundry or OpenAI tomorrow. The MCP layer is provider-agnostic — any tool-calling LLM drives the same pipeline.

CAD support

Runs on any CAD with an MCP server.

Ready today · ~2 weeks

  • Fusion 360 — Autodesk-announced official + community servers
  • SolidWorks, Autodesk Inventor, Onshape
  • Rhino + Grasshopper, FreeCAD, OpenSCAD, AutoCAD family

Custom bridge · 4–6 weeks

  • Siemens NX — NXOpen API ready, no public MCP yet
  • Dassault CATIA, PTC Creo
  • Solid Edge, IronCAD

Most ‘ready today’ servers are community-maintained; Autodesk has announced official servers for Fusion, Revit and the AEC Data Model. Built on the open fusion-general MCP server; paired with blender-mcp for the hero render. The pipeline doesn't change between platforms — only the CAD-side bridge does.

Want this for your catalog?

If you've a Fusion 360 (or SolidWorks, or Inventor) library and a sales team copy-pasting spec sheets from old PDFs, book a call. We'll have a working pipeline against your parts in about two weeks.