What AI clients can I use with this MCP?

You can use any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.

How does the optimization work?

The MCP uses linear programming to solve for the best component ratios and stream allocations.

Can I check if a blend is legal?

Yes, the validate_product_compliance capability checks recipes against technical and legal specifications.

Do I need to host the MCP myself?

No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately.

Can it handle multiple product demands at once?

Yes, the optimize_allocation capability is designed to distribute streams across multiple demands.

How does the capability handle nonlinear blending properties?

The calculate_blend_recipe capability uses a specialized mathematical model to account for nonlinearities in properties like octane rating and vapor pressure, ensuring the resulting blend is realistic.

Can I use this to manage multiple product demands at once?

Yes, the optimize_allocation capability is designed to solve the global optimization problem, distributing available component streams across various product demands to maximize total value.

How do I ensure my blends meet environmental regulations?

You can use the validate_product_compliance capability to verify that a specific recipe adheres to all technical and regulatory limits before production.

An astronaut overseeing a futuristic data hub

Download PDF Markdown Version

Connect Refinery Blending Optimization 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. Maximize refinery margins through precise component blending and allocation.

Ask AI about this Connector

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.

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 Refinery Optimization Engine.

01
Calculate blend recipe
This capability determines the exact volume of each component needed to hit a target product specification.
02
Get available streams
Use this to pull the current inventory levels for all available component streams.
03
Optimize allocation
This capability distributes limited component streams across multiple product demands to maximize total value.
04
Validate product compliance
This capability checks if a specific blend recipe meets all necessary legal and technical requirements.

Real work

What teams actually run

Product Blending

Calculate the exact volumes of Naphtha and Aromatics needed for high-octane fuel.

Resource Allocation

Distribute limited component streams across different product lines to maximize profit.

Quality Assurance

Run a compliance check on a new recipe to ensure it meets legal standards.

Inventory Management

Monitor current stream levels to plan upcoming production runs.

One connector, every AI

Refinery Optimization 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 Refinery Optimization 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

904ms average. Fast in production.

Refinery Optimization Engine is checked daily against the live service.

Daily averagePeak 1302ms

Oct 3Today

Fastest day: 733ms
Slowest day: 1302ms
14-day trend: Stable-2%

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 Refinery Optimization Engine, so you can see the experience inside your AI.

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

Refinery Optimization Engine Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_EZrAmEYWlaBzziY3n6AyvR3YIO68AziFS9LhhlFu/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 — Refinery Optimization Engine capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "refinery-blending-optimization-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_EZrAmEYWlaBzziY3n6AyvR3YIO68AziFS9LhhlFu/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 Refinery Optimization Engine in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Refinery Optimization Engine owners hand off.

This MCP is built for professionals managing complex chemical and fuel supply chains.

01
Refinery Operators
They hand off inventory monitoring and recipe calculation to the AI.
02
Supply Chain Analysts
They use the agent to solve allocation problems and maximize margins.
03
Quality Control Managers
They rely on the AI to verify that blends meet regulatory specs.

FAQ

Questions Refinery Optimization Engine owners ask.

01
What AI clients can I use with this MCP?
You can use any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.
02
How does the optimization work?
The MCP uses linear programming to solve for the best component ratios and stream allocations.
03
Can I check if a blend is legal?
Yes, the validate_product_compliance capability checks recipes against technical and legal specifications.
04
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately.
05
Can it handle multiple product demands at once?
Yes, the optimize_allocation capability is designed to distribute streams across multiple demands.
06
How does the capability handle nonlinear blending properties?
The calculate_blend_recipe capability uses a specialized mathematical model to account for nonlinearities in properties like octane rating and vapor pressure, ensuring the resulting blend is realistic.
07
Can I use this to manage multiple product demands at once?
Yes, the optimize_allocation capability is designed to solve the global optimization problem, distributing available component streams across various product demands to maximize total value.
08
How do I ensure my blends meet environmental regulations?
You can use the validate_product_compliance capability to verify that a specific recipe adheres to all technical and regulatory limits before production.

Explore

More in Supply Chain

Connect Refinery Optimization 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 blend recipe

Get available streams

Optimize allocation

Validate product compliance

What teams actually run

Product Blending

Resource Allocation

Quality Assurance

Inventory Management

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

Refinery Optimization Engine Connector

Claude Desktop

Refinery Operators

Supply Chain Analysts

Quality Control Managers

What AI clients can I use with this MCP?

How does the optimization work?

Can I check if a blend is legal?

Do I need to host the MCP myself?

Can it handle multiple product demands at once?

How does the capability handle nonlinear blending properties?

Can I use this to manage multiple product demands at once?

How do I ensure my blends meet environmental regulations?

Input Purchasing Optimizer AI Connector

Refinery Utilization Planning AI Connector

Blending Optimization Mining AI Connector

Wine Blending Optimization AI Connector

Suggestions

Press Fraction Blending Model AI Connector

Accelerator Program Optimizer AI Connector

Tank Farm Optimization AI Connector

Mine Production Scheduler AI Connector