FoundryNet / OEMs / Mazak

CNC / MACHINE TOOL · TELEMETRY NORMALIZATION

Mazak telemetry normalization: connect your Mazak equipment to any AI agent

16,908 confirmed mappings·18 OEM families·14 protocols·99% field coverage

Forge turns raw Mazak tags into one clean, governed schema your AI agent already understands. One MCP call, no per-machine integration project.

Try it free: 3 machines, no credit card → See the full demo →

The problem

Why Mazak data is hard to integrate

Mazak SmartBox and SMOOTH controls stream over MTConnect, but Mazatrol program state and multi-spindle load values arrive as vendor tags (S1speed, Sload) that need normalizing per model.

Typical Mazak equipment communicates over MTConnect, OPC UA. Each firmware revision, model line and integrator names the same physical quantity differently, so every AI or analytics project pays the integration tax again, the tax that cancels 40% of industrial AI deployments before they ship.


The solution

One universal schema for every Mazak machine

Forge normalizes Mazak telemetry into Forge's canonical field set, the same 366 canonical fields used across all 18 manufacturers. Point Forge at the machine, pass oem: "mazak", and spindle speed is spindle_speed_rpm whether it came from a Mazak controller or anything else on the floor.

MTConnectOPC UA
99%Field coverage
17Canonical CNC / machine tool fields
16,908Corpus mappings

Field coverage

What Forge normalizes for Mazak

Confirmed canonical fields your agent gets from Mazak machines, drawn from Forge's 16,908-mapping corpus:

spindle_speed_rpmspindle_load_pctspindle_current_ampsaxes.0.position_actualaxes.0.load_percentaxes.0.temperature_cfeed_ratecnc.path.feedrateprogram_nameprogram_numberpart_counttool_id

Sample normalization

Raw tag inCanonical field outMeaning
S1speed: 12000spindle_speed_rpm: 12000spindle 1 speed
Sload: 55spindle_load_pct: 55spindle load
main_program: "MZK1200"program_name: "MZK1200"Mazatrol program
partcount: 2210part_count: 2210part count

30-second deployment

Add Mazak to your agent with one call

No SDK, no per-tag mapping, no historian project. Connect the MCP server and normalize live Mazak data:

claude mcp add --transport http forge https://mcp.foundrynet.io/mcp --header 'Authorization: Bearer YOUR_API_KEY'
# normalize raw Mazak telemetry into the universal schema
curl -s https://forge.foundrynet.io/v1/normalize \
  -H 'Content-Type: application/json' \
  -d '{"data": {"S1speed": 12000, "Sload": 55, "main_program": "MZK1200"}, "oem": "mazak"}'
{"spindle_speed_rpm": 12000, "spindle_load_pct": 55, "program_name": "MZK1200", "coverage": "100%", "confidence": 0.97}

Unknown tags never get force-mapped. Fields below the confidence floor abstain rather than guess, so your agent never acts on a bad reading.

Start free: Forge Connect, 3 machines → See the full demo →