Use Snow Crystal Structure with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Predict snow crystal morphology, friction, and riding quality.
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.
Complete set · 4 capabilities
The complete Snow Crystal Structure capability set.
These are the exact actions your AI can choose when you ask it to work with Snow Crystal Structure.
01-04
4 capabilities in this set.
Part of 4 available through Snow Crystal Structure.
- 01
Analyze crystal morphology
Determines the specific classification of the snow crystal based on atmospheric conditions
- 02
Forecast riding quality
Provides a qualitative assessment of how the snow will perform for activities
- 03
Get snowpack state
Evaluates the current state of the snowpack based on environmental history
- 04
Predict snow friction
Forecasts the expected friction coefficient for the given snow state
One connector, every AI
Snow Crystal Structure 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 Snow Crystal Structure 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 Crystal Structure, so you can see the experience inside your AI.
It does not authenticate your account with Snow Crystal Structure. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Snow Crystal Structure Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_fuCTSpdd9ZuCDSDGYIFs8NK872Qe8utVfT8h8sXe/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 — Snow Crystal Structure capabilities are ready to use.
{
"mcpServers": {
"snow-crystal-structure-analyzer-mcp": {
"url": "https://edge.vinkius.com/vk_preview_fuCTSpdd9ZuCDSDGYIFs8NK872Qe8utVfT8h8sXe/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 Crystal Structure
FAQ
Questions Snow Crystal Structure owners ask.
- 01
How does this capability determine crystal types?
The analyze_crystal_morphology capability uses temperature and humidity to model how water vapor deposits on the crystal lattice.
- 02
Can I predict how slippery the snow will be?
Yes, by using predict_snow_friction, you can obtain a friction coefficient and category based on the crystal type and wind speed.
- 03
Does it account for snow metamorphosis?
Yes, the get_snowpack_state capability evaluates if the snow is fresh or metamorphosed based on altitude and temperature history.
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