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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Snow Friction Engine with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate snow friction, glide performance, and wax compatibility.

Included with plan

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

Complete set · 4 capabilities

The complete Snow Friction Engine capability set.

These are the exact actions your AI can choose when you ask it to work with Snow Friction Engine.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Snow Friction Engine.

  1. 01

    Analyze snow structure

    Provides insights into the microscopic state of the snow to inform friction modeling

  2. 02

    Calculate friction metrics

    Provides a full diagnostic of the current snow-to-base interaction

  3. 03

    Get wax compatibility

    Determines if a specific wax type is suitable for the current environmental conditions

  4. 04

    Predict glide capability

    Answers how well a specific setup will perform relative to a baseline

One connector, every AI

Snow Friction 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.

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 Snow Friction 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.

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 Snow Friction Engine, so you can see the experience inside your AI.

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

Snow Friction Engine Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_fc9d3040Vius5Dwp4CJyj1h38WgvsugR0tEFoyi3/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 — Snow Friction Engine capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "snow-friction-coefficient-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_fc9d3040Vius5Dwp4CJyj1h38WgvsugR0tEFoyi3/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? How to give Claude access to Snow Friction Engine

See all the AI clients this connector works with ↑

FAQ

Questions Snow Friction Engine owners ask.

  • 01

    How do I calculate the friction coefficient?

    Use the calculate_friction_metrics capability by providing the snow temperature, air temperature, snow type, and base material.

  • 02

    Can I check if my wax is suitable for the current snow?

    Yes, use the get_wax_compatibility capability with the target wax type, snow temperature, and humidity.

  • 03

    What snow types are supported?

    The server supports Powder, Crust, Granular, and Slush.

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