Fcgen

An MCP server that lets LLMs safely generate parametric CAD parts through verified templates and FreeCAD.

LLM が検証済みテンプレートを通じて安全にパラメトリック CAD パーツを生成する MCP サーバー

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What is this?

Large Language Models can describe mechanical parts in natural language, but giving them unconstrained access to a CAD kernel is a recipe for broken geometry, invalid dimensions, and non-manufacturable output. fcgen-mcp solves this by placing a structured safety layer between the LLM and FreeCAD.

Instead of generating raw CAD scripts, the LLM selects from verified parametric templates, fills in parameters validated against JSON Schema and semantic rules, and receives deterministic STEP/STL output.

                    ┌─────────────────────────────────┐
                    │         LLM (Claude, etc.)       │
                    └────────────┬──────────────────────┘
                                 │ MCP protocol
                    ┌────────────▼──────────────────────┐
                    │       fcgen MCP Server             │
                    │  ┌───────────┐  ┌──────────────┐  │
                    │  │  JSON     │  │  Semantic     │  │
                    │  │  Schema   │  │  Validation   │  │
                    │  └─────┬─────┘  └──────┬───────┘  │
                    │        └────────┬──────┘          │
                    │       ┌────────▼─────────┐       │
                    │       │ Template Registry │       │
                    │       │ (verified only)   │       │
                    │       └────────┬─────────┘       │
                    └────────────────┼─────────────────┘
                                     │ headless execution
                    ┌────────────────▼─────────────────┐
                    │     FreeCAD (freecadcmd)          │
                    │     → STEP / STL output           │
                    └──────────────────────────────────┘

Key Features

• 11 MCP tools -- complete workflow from discovery to generation, including assembly
• Template registry with candidate → verified lifecycle for quality control
• JSON Schema + semantic validation -- catches invalid geometry before it reaches FreeCAD
• Multi-part assembly with explicit placement (position + rotation)
• FreeCAD headless generation -- produces industry-standard STEP and STL files
• Deterministic artifact hashing -- identical parameters always produce identical output

Quick Start

Installation

pip install -e ".[mcp]"

Launch the MCP server

python -m fcgen.mcp.server

Claude Desktop configuration

Add to your Claude Desktop claude_desktop_config.json:

{
  "mcpServers": {
    "fcgen": {
      "command": "python",
      "args": ["-m", "fcgen.mcp.server"]
    }
  }
}

FreeCAD setup

If freecadcmd is not on your PATH, set the environment variable:

export FCGEN_FREECADCMD="/path/to/freecadcmd"

Windows:

set FCGEN_FREECADCMD=C:\Program Files\FreeCAD 1.0\bin\freecadcmd.exe

MCP Tools Reference

Tool	Description
check_freecad	Verify FreeCAD is available and return version info
list_templates	List all verified templates with purpose, tags, and parameter count
get_template_schema	Return the full JSON Schema for a template
get_template_example	Return example parameters for a template
validate_params	Dry-run validation (schema + semantic) without generating output
find_template	Search templates by purpose description, ranked by simplicity
generate_part	Generate a single CAD part (STEP/STL) from a verified template
generate_assembly	Generate a multi-part assembly with placement
list_candidates	List unverified candidate templates
propose_template	Register a new template as a candidate
verify_template	Run verification checks and promote candidate to verified

Usage Examples

Example 1: Discover and generate a bracket

A typical MCP tool call flow follows five steps -- discover, inspect, preview, validate, generate:

1. list_templates          → see what's available
2. get_template_schema     → inspect full parameter schema
3. get_template_example    → get working sample parameters
4. validate_params         → dry-run safety check
5. generate_part           → produce STEP/STL files

Step 1 -- list_templates returns all verified templates:

{
  "templates": {
    "bracket": {
      "purpose": "L-bracket with configurable holes",
      "tags": ["structural", "mounting"],
      "param_count": 10,
      "top_level_keys": ["units", "material_hint", "bracket", "output"],
      "has_example": true
    },
    "adapter_plate": {
      "purpose": "Flat plate with two bolt circle patterns",
      "tags": ["structural", "mounting", "plate"],
      "param_count": 12,
      "top_level_keys": ["units", "material_hint", "adapter_plate", "output"],
      "has_example": true
    }
  }
}

Step 3 -- get_template_example("bracket") returns ready-to-use parameters:

{
  "units": "mm",
  "material_hint": "al6061",
  "bracket": {
    "thickness": 3.0,
    "leg_a": 40.0,
    "leg_b": 60.0,
    "width": 25.0,
    "fillet": 1.0,
    "chamfer": 0.5,
    "holes": {
      "pattern": "line",
      "diameter": 5.5,
      "count": 2,
      "edge_offset": 8.0
    }
  },
  "output": { "step": true, "stl": true, "tolerance": 0.1 }
}

Step 4 -- validate_params("bracket", params) confirms validity before generation:

{ "valid": true }

Step 5 -- generate_part("bracket", params) produces the CAD files:

{
  "ok": true,
  "result": {
    "template": "bracket",
    "artifact_hash": "77bd1e4cb686862707a2977db293aaed...",
    "freecad_version": "1.0.0",
    "outputs": {
      "step": "output/bracket/model.step",
      "stl": "output/bracket/model.stl",
      "report_json": "output/bracket/report.json",
      "report_md": "output/bracket/report.md"
    }
  }
}

Example 2: Multi-part bolted assembly

The generate_assembly tool composes multiple parts with explicit placement. Here is a 7-part assembly: an adapter plate, two L-brackets, and four bolts.

{
  "units": "mm",
  "parts": [
    {
      "id": "base",
      "template": "adapter_plate",
      "params": { "...adapter_plate params..." },
      "placement": { "position": [0, 0, 0], "rotation": [0, 0, 0] }
    },
    {
      "id": "bracket_upper",
      "template": "bracket",
      "params": { "...bracket params..." },
      "placement": { "position": [67.622, 17.417, 6.0], "rotation": [135, 0, 0] }
    },
    {
      "id": "bracket_lower",
      "template": "bracket",
      "params": { "...bracket params..." },
      "placement": { "position": [-67.622, -17.417, 6.0], "rotation": [-45, 0, 0] }
    },
    {
      "id": "bolt_1",
      "template": "bolt",
      "params": { "...bolt params..." },
      "placement": { "position": [53.126, 14.235, 9.0], "rotation": [0, 0, 0] }
    }
  ],
  "output": { "step": true, "stl": true }
}

Each part is generated independently with full validation, then placed in a combined STEP/STL assembly. The remaining three bolts follow the same pattern at their respective positions.

Template Lifecycle

Templates go through a quality gate before they can be used for generation:

[Create files]  →  propose_template  →  candidate  →  verify_template  →  verified
                                           │                                  │
                                           ▼                                  ▼
                                   templates_candidate/                 templates/

• Candidate: template files exist and are registered, but not yet validated
• Verified: passed schema checks, test generation, and semantic validation -- available to generate_part

LLMs can only generate parts from verified templates.

Available Templates

Template	Description	Param Count
bracket	L-bracket with configurable holes, fillet, and chamfer	10
adapter_plate	Flat plate with two bolt circle patterns (PCD)	12
enclosure	Rectangular box with lid and screw bosses	10
bolt	Simple cylindrical bolt with head	4
table_top	Flat table top plate with optional edge fillet	4
simple_leg	Rectangular leg with chamfer and mounting hole	5

Creating Custom Templates

Each template is a directory containing four files:

templates_candidate/my_part/
├── schema.json            # JSON Schema defining all parameters
├── generator.py           # Python logic: params → FreeCAD script args
├── freecad_generate.py    # FreeCAD script: runs inside freecadcmd
└── examples/
    └── basic.json         # Working example parameters

Workflow:

1. Create the template directory and files under templates_candidate/
2. Call propose_template("my_part", purpose="...", tags=[...]) to register it
3. Call verify_template("my_part") to run automated checks
4. On success, the template is promoted to templates/ and becomes available for generation

FreeCAD Compatibility

	Version
Minimum	FreeCAD 0.19+
Recommended	FreeCAD 1.0
Tested	0.21, 1.0

The project uses FreeCAD's Part module (primitives, booleans), Mesh module (STL export), and basic Placement API.

Project Structure

src/fcgen/
├── mcp/server.py          # MCP tools (primary interface for LLMs)
├── core/runner.py         # Generation engine
├── assembly/engine.py     # Multi-part assembly with placement
├── validators/
│   ├── semantic.py        # Dimensional & geometric validation
│   └── geometry.py        # Geometry constraint checks
├── registry.py            # Template lifecycle management
└── cli/main.py            # CLI interface (secondary)

templates/                 # Verified templates (ready for generation)
templates_candidate/       # Candidate templates (pending verification)
tests/                     # Test suite

Documentation

Document	Description
Quick Start	Build a desk in 5 minutes
MCP Tools Reference	All 11 MCP tools with examples
Template Guide	How to create custom templates
Assembly Guide	Multi-part assembly creation

Assembly Examples

Pre-built assembly examples in templates/assembly_examples/:

File	Description
simple_desk.json	Standard 4-leg desk (1200 x 600 x 725mm)
compact_desk.json	Compact desk for small rooms (800 x 500 x 700mm)
standing_desk.json	Standing desk (1400 x 700 x 1050mm)
desk_with_shelf.json	Desk with under-shelf storage
plate_brackets_bolts.json	Bolted plate assembly with L-brackets
plate_with_brackets.json	Plate with L-brackets

Development

Install in development mode with MCP support:

pip install -e ".[mcp]"

Run the test suite:

python -m pytest tests/ -v

There are currently 39 tests covering validation, generation, registry operations, and assembly logic.

License

MIT -- Copyright (c) 2026 kouya-group