What can this MCP calculate?

It calculates Internal Energy, Entropy, Enthalpy, Gibbs Free Energy, and Heat Capacity.

What input does the agent need?

The agent typically needs a partition function and temperature to perform these calculations.

Which AI clients can use this MCP?

You can use this with any MCP-compatible client like Claude, Cursor, or Windsurf.

Does this MCP handle spontaneity calculations?

Yes, by using the capability to calculate Gibbs Free Energy, your agent can determine if a process is spontaneous.

How do I get a full list of properties at once?

You can use the get_thermodynamic_summary capability to get a complete snapshot of all calculated properties for a single state.

What properties can be calculated?

You can calculate Internal Energy, Entropy, Enthalpy, Gibbs Free Energy, and Heat Capacity using the get_thermodynamic_summary capability.

Does this support ideal gas calculations?

Yes, the engine uses the ideal gas approximation to relate enthalpy and Gibbs Free Energy to the partition function.

What inputs are required for heat capacity?

To use calculate_heat_capacity, you need the partition function, temperature, and both the first and second temperature derivatives of the partition function.

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Connect Thermodynamics Statistical Calculations to your AI

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Turn microscopic partition functions into macroscopic state functions.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Thermodynamics Engine.

01
Calculate enthalpy and gibbs
Calculates Enthalpy and Gibbs Free Energy to help your agent determine energy flow and process spontaneity.
02
Calculate fundamental properties
Computes basic thermodynamic state functions like Internal Energy and Entropy using a partition function and temperature.
03
Calculate heat capacity
Determines the heat capacity of a system so your agent can model how temperature responds to heat input.
04
Get thermodynamic summary
Provides a complete snapshot of all calculated thermodynamic properties for a specific state.

Real work

What teams actually run

Thermodynamic Modeling

An agent calculates the internal energy and entropy of a system based on a specific partition function.

Process Spontaneity Checks

A researcher uses the agent to find the Gibbs Free Energy to see if a reaction will occur spontaneously.

Thermal Property Analysis

An engineer determines the heat capacity of a substance to understand its thermal response.

State Summarization

A scientist requests a full summary of all thermodynamic properties for a specific set of P, V, and T conditions.

One connector, every AI

Thermodynamics Engine works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

Building your own app? The connector is yours to use.

You don't need a client to put Thermodynamics Engine to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

918ms average. Fast in production.

Thermodynamics Engine is checked daily against the live service.

Daily averagePeak 1067ms

Oct 3Today

Fastest day: 706ms
Slowest day: 1067ms
14-day trend: Slowing+19%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Thermodynamics Engine, so you can see the experience inside your AI.

It does not authenticate your account with Thermodynamics Engine. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Thermodynamics Engine Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_xmWWnAItjbawsrXs4oJFK0lRwIvY8GGcnBAGF6xy/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — Thermodynamics Engine capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "thermodynamics-statistical-calculations-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_xmWWnAItjbawsrXs4oJFK0lRwIvY8GGcnBAGF6xy/mcp"
    }
  }
}

Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up Thermodynamics Engine in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Thermodynamics Engine owners hand off.

This MCP is designed for professionals working in physical sciences and engineering who need to automate statistical mechanics workflows.

01
Statistical Physicists
They hand off partition functions to the agent to quickly derive macroscopic observables.
02
Chemical Engineers
They use the agent to calculate enthalpy and Gibbs Free Energy for process design.
03
Materials Scientists
They rely on heat capacity and entropy calculations to model new material behaviors.

FAQ

Questions Thermodynamics Engine owners ask.

01
What can this MCP calculate?
It calculates Internal Energy, Entropy, Enthalpy, Gibbs Free Energy, and Heat Capacity.
02
What input does the agent need?
The agent typically needs a partition function and temperature to perform these calculations.
03
Which AI clients can use this MCP?
You can use this with any MCP-compatible client like Claude, Cursor, or Windsurf.
04
Does this MCP handle spontaneity calculations?
Yes, by using the capability to calculate Gibbs Free Energy, your agent can determine if a process is spontaneous.
05
How do I get a full list of properties at once?
You can use the get_thermodynamic_summary capability to get a complete snapshot of all calculated properties for a single state.
06
What properties can be calculated?
You can calculate Internal Energy, Entropy, Enthalpy, Gibbs Free Energy, and Heat Capacity using the get_thermodynamic_summary capability.
07
Does this support ideal gas calculations?
Yes, the engine uses the ideal gas approximation to relate enthalpy and Gibbs Free Energy to the partition function.
08
What inputs are required for heat capacity?
To use calculate_heat_capacity, you need the partition function, temperature, and both the first and second temperature derivatives of the partition function.

Explore

More in Science

Connect Thermodynamics Engine to Claude, Cursor, ChatGPT & more

Your AI does the work. We keep it safe and sound.

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-04

Calculate enthalpy and gibbs

Calculate fundamental properties

Calculate heat capacity

Get thermodynamic summary

What teams actually run

Thermodynamic Modeling

Process Spontaneity Checks

Thermal Property Analysis

State Summarization

Building your own app? The connector is yours to use.

Thermodynamics Engine Connector

Claude Desktop

Statistical Physicists

Chemical Engineers

Materials Scientists

What can this MCP calculate?

What input does the agent need?

Which AI clients can use this MCP?

Does this MCP handle spontaneity calculations?

How do I get a full list of properties at once?

What properties can be calculated?

Does this support ideal gas calculations?

What inputs are required for heat capacity?

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