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Connect Glass Composition Calculator 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 oxide targets into precise manufacturing recipes.

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 Glass Composition Calculator.

  1. 01

    Calculate viscosity

    Predicts how much a specific glass composition will resist flow at a given temperature.

  2. 02

    Analyze composition stability

    Checks if your oxide mix will result in stable glass or if it will turn into a crystalline material.

  3. 03

    Get batch formulation

    Converts your target oxide percentages into a list of raw materials for a practical recipe.

  4. 04

    Predict thermal properties

    Estimates how the glass will behave regarding thermal expansion.

Real work

What teams actually run

01

Recipe Development

Convert a theoretical oxide percentage into a usable raw material batch.

02

Process Simulation

Predict how a specific glass will flow at furnace temperatures.

03

Quality Control

Check the stability of a new chemical mix to prevent devitrification.

04

Thermal Testing

Estimate thermal expansion behavior for new glass formulations.

One connector, every AI

Glass Composition Calculator 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 Glass Composition Calculator 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.

Glass Composition Calculator is checked daily against the live service.

Daily averagePeak 1094ms
Oct 3Today
Fastest day
705ms
Slowest day
1094ms
14-day trend
Slowing+5%

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 Glass Composition Calculator, so you can see the experience inside your AI.

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

Glass Composition Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_axcFp5TQVvMWyFmanWUT62puhn53Om8Eq9YN8pHF/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 — Glass Composition Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "glass-composition-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_axcFp5TQVvMWyFmanWUT62puhn53Om8Eq9YN8pHF/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 Glass Composition Calculator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Glass Composition Calculator owners hand off.

This MCP is built for professionals in glass manufacturing and materials science who need to run rapid simulations.

  • 01

    Glass Chemist

    Hands off oxide target calculations and stability checks to the AI.

  • 02

    Materials Scientist

    Uses the agent to predict physical properties like viscosity and expansion.

  • 03

    Manufacturing Engineer

    Delegates batch recipe conversions to the AI to speed up production planning.

FAQ

Questions Glass Composition Calculator owners ask.

  • 01

    What can this MCP do for glass manufacturing?

    It calculates batch recipes, predicts viscosity, estimates thermal expansion, and checks composition stability.

  • 02

    How do I use this with Claude or Cursor?

    You connect once via Vinkius. Vinkius hosts the MCP and manages the connection so your client can immediately use the capabilities.

  • 03

    Can it help prevent glass crystallization?

    Yes, the analyze_composition_stability capability evaluates if a mix will form stable glass or a crystalline material.

  • 04

    Does it provide raw material weights?

    Yes, the get_batch_formulation capability converts oxide percentages into practical raw material recipes.

  • 05

    Is the data hosted by Vinkius?

    Yes, Vinkius hosts and manages the MCP, so you don't have to run it locally.

  • 06

    How do I calculate a raw material recipe?

    Use the get_batch_formulation capability by providing your target oxide percentages and the available raw materials in your inventory.

  • 07

    Can I predict how the glass will expand?

    Yes, the predict_thermal_properties capability estimates the coefficient of thermal expansion and the glass transition temperature.

  • 08

    How is viscosity determined?

    The calculate_viscosity capability predicts flow resistance based on the oxide composition and the specific target temperature provided.

Explore

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