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Now Open Source on GitHub

The Thermal Operating System for AI Hardware.

The physics engine that bridges the gap between EDA design and atomic reality. Stop the $50M re-spin before it happens.

Book a Thermal Audit
$ pip install mcg-agent

The Heat Wall is Here.
Legacy Tools are Blind.

At 3nm and below, continuum simulations (FEM) break down. They assume heat flows like water, but at the nanoscale, it scatters like particles.

Traditional tools miss these quantum effects, leading to a 100K blind spot in your thermal budget. The result? Thermal throttling, dark silicon, and catastrophic re-spins.

  • $50M+ cost for a single mask re-spin
  • 12-month delay in time-to-market
  • 40% loss in AI accelerator performance

Not just a Tool. An AI Agent.

Built on the Model Context Protocol (MCP), MaterialsCodeGraph gives LLMs the "hands" to run complex physics simulations autonomously.

1. You Ask

"Simulate a Graphene-Copper interface at 350K."

THE CORE

2. MCG Orchestrates

The Agent generates input files, routes tasks to Quantum Espresso & Kaldo, and manages dependencies.

3. Physics Sign-off

You get a verified Thermal Conductivity map and reliability report.

Open Source and Enterprise Features

Free for Research.
Open for Inspection.

We believe the "Physics Kernel" should be a public good. The core agent and interface definitions are Open Source and free for academic use.

  • Verify the physics equations yourself
  • Contribute custom material agents
  • Zero license fees for .edu domains

Audit-Ready Lineage.
Total Provenance.

In the enterprise, "black boxes" are liability. MCG tracks the Full Ancestry of every simulation result from the specific commit of the code to the exact GDS file version.

  • Graph-based execution history
  • Reproducibility guarantees for 10 years
  • Immutable audit logs for compliance
Born at DVNC Labs

Built by the team that wrote the code.

MaterialsCodeGraph began as the internal physics engine for DVNC Labs, a deep-tech consultancy. Our founder was the lead developer of kALDo, the industry-standard open source framework for phonon transport.

We built this platform to solve our own consulting bottlenecks. Now, it's open to the world.

10x
Faster than traditional DFT workflows
150+
Labs using our physics kernels
<10 min
To simulate a full-core thermal map

Supported Integrations

Quantum Espresso Electronic Structure
LAMMPS Molecular Dynamics
kALDo Thermal Transport
MACE, ORB, MatterSim ML Potentials
Compatible with OpenRoad / Chipyard

Ready to solve the Heat Wall?

Join the waitlist for the Enterprise Cloud platform, or start using the open-source CLI today.

For enterprise deployments or questions: hello@materialscodegraph.com