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Connect Maxwell-Boltzmann Distribution to ChatGPT and Claude

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. Calculate precise gas particle speed distributions instantly.

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

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.

A futuristic MCP client docking bay
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 Maxwell-Boltzmann Distribution.

  1. 01

    Get distribution curve

    This capability generates the specific data points required to plot a full speed distribution curve.

  2. 02

    Get distribution summary

    This capability provides a concise text summary of the distribution's key characteristics.

  3. 03

    Get probability density

    This capability calculates the exact probability density for a specific particle speed.

  4. 04

    Get speed statistics

    This capability retrieves primary characteristic speeds, including most probable, average, and rms speeds.

Real work

What teams actually run

01

Molecular Dynamics Modeling

Use the MCP to find particle speed distributions for simulating gas behavior.

02

Thermodynamic Research

Calculate how changing temperature shifts the peak speed of a specific gas.

03

Data Visualization

Generate the numerical data required to create speed distribution graphs in your local environment.

04

Educational Simulations

Quickly get statistical summaries of gas behavior for physics-based software capabilities.

One connector, every AI

Maxwell-Boltzmann Distribution 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.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

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

You don't need a client to put Maxwell-Boltzmann Distribution 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

890ms average. Fast in production.

Maxwell-Boltzmann Distribution is checked daily against the live service.

Daily averagePeak 1044ms
Oct 3Today
Fastest day
672ms
Slowest day
1044ms
14-day trend
Slowing+22%

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 Maxwell-Boltzmann Distribution, so you can see the experience inside your AI.

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

Maxwell-Boltzmann Distribution Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_BU9efmHEqr7phaJUP5L27ypqV7GsEb1pRC2y6zvE/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Maxwell-Boltzmann Distribution capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "maxwell-boltzmann-distribution-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_BU9efmHEqr7phaJUP5L27ypqV7GsEb1pRC2y6zvE/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 Maxwell-Boltzmann Distribution in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Maxwell-Boltzmann Distribution owners hand off.

This MCP is designed for professionals working in physical sciences and engineering who need to integrate statistical mechanics into their AI workflows.

  • 01

    Physicists

    They hand off complex gas law calculations to the agent to speed up research.

  • 02

    Chemical Engineers

    They use the capability to model particle behavior in thermodynamic systems.

  • 03

    Data Scientists

    They pull distribution data points to feed into custom visualization scripts.

FAQ

Questions Maxwell-Boltzmann Distribution owners ask.

  • 01

    What kind of gases can I calculate?

    This MCP is designed for calculating the speed distributions of ideal gases.

  • 02

    How do I use this with Claude or Cursor?

    You connect to the Vinkius-hosted MCP once, and then your AI client can call the capabilities directly through the standard protocol.

  • 03

    Can I get data for plotting graphs?

    Yes, you can use the get_distribution_curve capability to retrieve the data points needed for a full distribution curve.

  • 04

    What specific speeds can be calculated?

    The MCP can find the most probable speed, the average speed, and the root-mean-square (rms) speed.

  • 05

    Do I need to host the MCP myself?

    No, Vinkius hosts and manages the MCP, so it is ready to use as soon as you connect your client.

  • 06

    What inputs are required for the calculations?

    You must provide the absolute temperature in Kelvin and the molecular mass of the gas in kilograms.

  • 07

    Can I get the full curve data for plotting?

    Yes, you can use the get_distribution_curve capability to retrieve a set of speed and density data points.

  • 08

    What kind of speed statistics are provided?

    The get_speed_statistics capability provides the most probable speed, the average speed, and the root-mean-square (rms) speed.

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