How do I connect Microsoft Foundry or another remote MCP client?

Sign in on tensorequalizer.com, open Dashboard › MCP keys and generate a key. In Foundry use the Remote MCP Endpoint https://identity.tensorequalizer.com/mcp with Key Based authentication, key Authorization and value Bearer followed by your key. Turn on Remote access in EQUALIZE › MCP Manager.

EQUALIZE — AI engineering workspace for code, BIM and hardware

Q: Can EQUALIZE export IFC and DXF drawings?

Yes. It exports IFC4 buildings with walls, openings, slabs and roofs through IfcOpenShell, and generates working drawings as DXF R12 and SVG.

Works with the tools you already use

Claude Code
Codex
Qwen Code
Cursor
Microsoft Foundry
Git
VS Code extensions
KiCad
OpenUSD

What is EQUALIZE

One window for code, hardware and the AI that helps you build them

The problem

AI agents write code fast, but they work in a chat box, far from your board, your 3D model and your build — and they change files before you have looked.

What EQUALIZE does

It puts the agent inside a full engineering workspace: editor, terminal, Git, build & release, and a 2D/3D canvas — all on the same project folder.

What you get

Every AI session becomes a Git branch you can review. Nothing is applied until you approve it, and your code stays on your computer.

How it works

Ask. Review. Apply.

The agent does the work on a branch of its own. You read the result like a pull request, then decide.

AskType what you need in the AI you already use. It runs inside EQUALIZE, on your project.

ProposeThe agent edits, builds and tests on a session branch. Your main branch is untouched.

ReviewSee the diff, the build output and the Error List before anything lands.

ApplyApprove and it merges into your local repository. Push to GitHub only if you want to.

New in EQUALIZE

From a sentence to a building, a notebook and a searchable codebase

EqualizeOS Assistant

Plan and script with a local model or Claude

Describe what to build under the 3D canvas. The Assistant writes a work plan you can edit, then a Python script for the equalize API — and you press Run Script. Choose a model on your own GPU, or Claude through your Claude Code sign-in.

EqualizeOS Assistant →

BIM · IFC · Working drawings

One model → IFC, DXF drawings and a cost estimate

Draw rooms in Mode Denah, export an IFC4 building with walls, openings and roofs, generate floor plans, elevations and sections as DXF, and build the RAB with live formulas in the spreadsheet.

BIM in EQUALIZE →

An IFC house with a gable roof in the EQUALIZE 3D canvas

AI Notebook

A Colab-style notebook on your own GPU

Generate cells, mark and fix failing ones, run everything with Fix all & Run, measure CPU vs GPU and keep keys like HF_TOKEN encrypted.

AI Notebook →

A failing notebook cell with the Fix chip on its red border and the proposed diff

Codebase Index

Agents search the code instead of reading all of it

One incremental index of symbols, imports and summaries, served to Claude Code, Codex, Kilo, the TensorEQ CLI and local models through MCP.

Codebase Index →

The Index tab searching symbols and text in a workspace

Inside EQUALIZE

Everything the work needs, in one place

Block Repository

Every AI session is a Git branch

Give the agent a block of work — Audit, Plan, Modernize, Test, Deploy. Each block is a commit on its own session branch, with the steps the agent took written underneath.

Local — sessions on this computer, with commit and change counts
Web — session branches on GitHub, opened locally in one click
Your own Git server on this computer, in a folder you choose

Block Repository panel with Local and Web tabs, a session named Look and its Audit and Modernize blocks

TensorEQ workspace · Build & Release

From firmware to release in one window

Analyze the project, pick a target board, prepare firmware or open the simulation studio — with the file open beside it and the Debug Console below. When it is ready, Build and Release use the toolchains already on your computer.

Rust, C/C++, Python, .NET, Node.js, Bun, Electron, Lua
Debug or Release · x64, x86, ARM64 · saved to release/v<version>/<platform>
Output filter and Error List for every run

The TensorEQ workspace panel with Analyze Project, Select Target and Prepare Firmware, a file open in the editor and the Debug Console below

MCP Manager

Connect any AI — on this computer or from the cloud

EQUALIZE is an MCP server. Claude Code, Codex, Qwen Code and Cursor connect with one click. Microsoft Foundry and other remote clients use a key you create in your dashboard.

Connection name, remote endpoint and key — ready to paste into Foundry
Test connection and copy a curl command from the same card
Every tool can be locked; every client is approved by you

Generate an MCP key

MCP Manager showing the connection name equalize, the remote MCP endpoint, key based authentication and the registered MCP clients

Talks

Discuss on EQUALIZE

Talks sits next to your Block Repository in the side bar. Ask a question, share what you are building, or invite someone to a private room — with the same account you use on this website.

Public talks for everyone who is signed in
Private rooms by invitation
Sign in once with Google or GitHub

Talks in the EQUALIZE side bar: a message box, the public EQUALIZE talk and the Block Repository and Talks tabs

Features

In the build today

Your AI as a pane

Real VS Code extensions — Claude Code, Codex, Qwen Code — run inside EQUALIZE.

Local Repository

A Git server on your computer. No GitHub account needed to start.

Build & Release

Eight engines, Debug/Release, three platforms, one release folder.

2D & 3D canvas

Circuit and PCB, 3D scene, CAD views, OpenUSD worlds and URDF robots.

Output filter

Text or regex filter, highlights and history; failures collected in the Error List.

Tab groups

Side Bar, Right Bar, Surface and Console groups with Window Position and Auto Hide.

EMU OS

Mirror and control an Android device or emulator next to your code.

Update button

A blue Update button appears in the title bar when a new version is out.

Local model or Claude

Plan and script in EqualizeOS with a model on your GPU or with Claude.

AI Notebook

Jupyter with Fix, Fix all & Run, CPU/GPU runtime and encrypted secrets.

IFC · DXF · RAB

IFC4 export with roofs, DXF working drawings and a live cost estimate.

Codebase Index

A code index your agents query over MCP instead of reading every file.

Connect your AI

Two ways to connect

Your AI can use EQUALIZE's tools — read the workspace, query the code graph, plan a change — only after you approve it.

On this computer

MCP Manager › MCP Clients › Add writes the entry into Claude Code, Codex, Qwen Code or Cursor for you. Or run one command:

Claude Code

$ claude mcp add equalize --scope user -- node "%LOCALAPPDATA%\Programs\TensorEQ Studio\resources\teq-mcp-bridge.js"

The bridge talks to the running app over a local pipe. Nothing is on the network.

From the cloud (Microsoft Foundry)

Create a key in your dashboard, then paste these values into Foundry's Add Model Context Protocol tool dialog:

Remote MCP Endpoint: https://identity.tensorequalizer.com/mcp
Authentication: Key Based
Key: Authorization
Value: Bearer teq_mcp_…

Generate a key

TensorEQ CLI

The same runtime, from any shell

Describe a goal and the agent chains its own tools — read and edit code, search the workspace, run Git, fetch the web. Windows, macOS and Linux, Node 18+.

Install

# with npm
$ npm install -g @tensoreq/cli
# Windows PowerShell, without npm
PS> irm https://tensorequalizer.com/install.ps1 | iex
# macOS · Linux, without npm
$ curl -fsSL https://tensorequalizer.com/install.sh | sh

Pricing

Free. Funded by donations.

Everything in EQUALIZE is free. Donations fund the work and unlock nothing. Your AI provider stays your own account.

EQUALIZE for Windows

Windows 10/11 x64 installer. The MCP bridge, the CLI and the simulation host are included.

Request the installer

Early access — the download link arrives by email.

TensorEQ CLI

The same agent runtime in any terminal, on every platform.

Install from npm

npm install -g @tensoreq/cli

Support the work

Any amount

EQUALIZE follows the Blender model: free for everyone, funded by the people who use it.

Donate

Supporters are recognised in Talks.

FAQ

Questions people ask first

What is EQUALIZE?

A Windows desktop workspace for engineers. Your AI agent (Claude Code, Codex and others) works on your real project inside it — code, circuit boards, 3D models — and every change waits for your approval before it is applied.

Is it free?

Yes. EQUALIZE is free and funded by donations. AI providers are bring-your-own-account: Claude Code and Codex sign in with your own subscription or key.

Do I need a GitHub account?

No. EQUALIZE keeps a local Git repository on your computer, in a folder you choose. GitHub is optional and only used when you push.

How do I connect Microsoft Foundry?

Sign in here, open Dashboard › MCP keys and generate a key. In Foundry, use the endpoint https://identity.tensorequalizer.com/mcp, Key Based authentication, key Authorization and value Bearer followed by your key. Then turn on Remote access in EQUALIZE › MCP Manager.

Which languages can it build and release?

Rust (Cargo), C/C++ (CMake), Python, .NET, Node.js, Bun, Electron and Lua — using the toolchains already installed on your computer, with Debug/Release and x64/x86/ARM64 where the toolchain supports it.

Can EQUALIZE use Claude instead of a local model?

Yes. The EqualizeOS Assistant and the Notebook have two model paths: a local model on your PC, or an AI provider such as Claude through your own Claude Code sign-in. How it works.

Can EQUALIZE export IFC and DXF drawings?

Yes. IFC4 buildings with walls, openings, slabs and roofs through IfcOpenShell, and working drawings as DXF R12 and SVG. BIM in EQUALIZE.

Does the notebook use my NVIDIA GPU?

Yes, when the kernel has PyTorch with CUDA. Test performance compares CPU and GPU in the kernel and Auto uses the faster one. AI Notebook.

Which operating systems are supported?

Windows 10 and 11 (x64). The TensorEQ CLI runs on every platform through npm.

Bring your AI. Keep the decision.

Free for Windows. Your AI account, your computer, your approval.

Get EQUALIZE Open your dashboard