
Connect Surface Binding Energy Engine 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. Turn raw isotherm data into precise thermodynamic insights.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
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.

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.
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.
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.
01-04
4 capabilities in this set.
Part of 4 available through Surface Binding Energy Engine.
- 01
Get adsorption enthalpy
This capability calculates the enthalpy change associated with the adsorption process.
- 02
Analyze site heterogeneity
This capability evaluates how uniform the surface binding sites are based on your adsorption profile.
- 03
Get multilayer profile
This capability identifies the specific pressure range and coverage where multi-layer adsorption begins to dominate.
- 04
Get binding energy
This capability calculates the specific surface binding energy for a provided set of isotherm data.
Real work
What teams actually run
Isotherm Data Processing
Convert experimental pressure and coverage points into binding energy values.
Surface Characterization
Determine if a material surface is uniform or heterogeneous using adsorption profiles.
Adsorption Modeling
Calculate the enthalpy of adsorption to understand the energetics of a process.
Phase Transition Detection
Find the exact pressure range where a surface moves from monolayer to multilayer adsorption.
One connector, every AI
Surface Binding Energy 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Surface Binding Energy 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
880ms average. Fast in production.
Surface Binding Energy Engine is checked daily against the live service.
- Fastest day
- 685ms
- Slowest day
- 1103ms
- 14-day trend
- Stable0%
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 Surface Binding Energy Engine, so you can see the experience inside your AI.
It does not authenticate your account with Surface Binding Energy Engine. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Surface Binding Energy Engine Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_1jdvHxxeZMTSAamPIphXm1KhLLdhw4lcnvcQpsbB/mcpClaude 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 — Surface Binding Energy Engine capabilities are ready to use.
{
"mcpServers": {
"surface-binding-energy-engine-mcp": {
"url": "https://edge.vinkius.com/vk_preview_1jdvHxxeZMTSAamPIphXm1KhLLdhw4lcnvcQpsbB/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 Surface Binding Energy Engine in Claude and other AIs
Who it's for
Built for the work Surface Binding Energy Engine owners hand off.
This MCP is built for professionals working in surface science and thermodynamics who need to automate the analysis of adsorption data.
- 01
Surface Scientists
They hand off raw isotherm data to the AI to get rapid thermodynamic profiles.
- 02
Chemical Engineers
They use the engine to model adsorption behavior in industrial processes.
- 03
Materials Researchers
They analyze surface binding sites and heterogeneity for new material development.
FAQ
Questions Surface Binding Energy Engine owners ask.
- 01
What kind of data does this MCP need?
It requires experimental isotherm data, typically consisting of pressure and coverage values, along with the temperature of the process.
- 02
Which AI clients can use this MCP?
You can use this with any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.
- 03
Can it detect multi-layer adsorption?
Yes, the get_multilayer_profile capability identifies the pressure range and coverage where multi-layer adsorption begins to dominate.
- 04
How does it handle surface uniformity?
The analyze_site_heterogeneity capability evaluates how uniform the binding sites are based on the adsorption profile provided.
- 05
Do I need to host the engine myself?
No, Vinkius hosts and manages the MCP for you. You just connect your client and start working.
- 06
What kind of data is required for these calculations?
You need an array of isotherm data containing pressure and coverage values, along with the absolute temperature in Kelvin.
- 07
Can I detect if a surface is heterogeneous?
Yes, you can use the analyze_site_heterogeneity capability to evaluate the uniformity of binding sites based on the adsorption profile.
- 08
How does the engine handle multi-layer adsorption?
The get_multilayer_profile capability identifies the specific pressure range and coverage where the transition from monolayer to multi-layer adsorption occurs.
Explore
More in Science
Surface Area Measurement AI Connector
Calculate specific surface area and monolayer capacity using BET isotherm analysis.
ViewAdsorption Isotherm Fitting AI Connector
Mathematical modeling for adsorption isotherms including Langmuir and Freundlich models.
ViewAdsorption Kinetics Model AI Connector
Analyze adsorption kinetics using pseudo-order and diffusion models.
ViewBond Energy Calculator AI Connector
Calculate bond energies, reaction enthalpies, and bond dissociation energies.
View
Suggestions
EIA State Energy — U.S. Regional Energy Data AI Connector
State-level energy data spanning 65 years: production, consumption, prices, and expenditures for ALL energy so
ViewConcrete Surface Finish Engine AI Connector
Calculate surface finish tolerances, repair volumes, and formwork readiness.
ViewEIA Full Access — U.S. Energy Intelligence AI Connector
The ultimate U.S. energy data Mega-Server: 34 tools covering petroleum, electricity, natural gas, coal, energy
ViewEIA Energy Outlook — Forecasts & Projections AI Connector
Official U.S. energy forecasts: the Short-Term Energy Outlook (18-month price and supply projections), Annual
View
Connect Surface Binding Energy Engine to Claude, Cursor, ChatGPT & more
