
Connect Snow Crystal Size Effect 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. Predict how snow morphology changes your skiing performance.
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 Snow Crystal Size Effect.
- 01
Analyze snow environment
This capability provides a descriptive summary of the physical snow state based on your environmental inputs.
- 02
Get glide coefficient
This capability determines the specific resistance you will encounter when sliding across a snow surface.
- 03
Get snow quality
This capability produces a single metric that represents the overall skiability of current snow conditions.
- 04
Get turn ease
This capability calculates the level of control and edge grip available for maneuvering.
Real work
What teams actually run
Performance Prediction
Calculate how specific crystal sizes will affect your ability to turn and glide.
Condition Monitoring
Use the snow quality score to evaluate changing mountain conditions.
Safety Analysis
Analyze the physical snow state to understand stability and moisture levels.
Equipment Testing
Model how different snow types interact with sliding resistance.
One connector, every AI
Snow Crystal Size Effect 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 Size Effect 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
898ms average. Fast in production.
Snow Crystal Size Effect is checked daily against the live service.
- Fastest day
- 752ms
- Slowest day
- 1113ms
- 14-day trend
- Slowing+23%
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 Size Effect, so you can see the experience inside your AI.
It does not authenticate your account with Snow Crystal Size Effect. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Snow Crystal Size Effect Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_yofQ4aaOfoLi4EQ062pmOBBfG1Gl1zuFDXQkFxq9/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 Size Effect capabilities are ready to use.
{
"mcpServers": {
"snow-crystal-size-effect-mcp": {
"url": "https://edge.vinkius.com/vk_preview_yofQ4aaOfoLi4EQ062pmOBBfG1Gl1zuFDXQkFxq9/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 Snow Crystal Size Effect in Claude and other AIs
Who it's for
Built for the work Snow Crystal Size Effect owners hand off.
This MCP is for professionals and enthusiasts who need to quantify snow physics for performance or planning.
- 01
Ski Instructors
They hand off snow condition data to the AI to predict how students will handle specific terrain.
- 02
Meteorologists
They use the modeling engine to translate atmospheric data into snow morphology impacts.
- 03
Ski Resort Operators
They use the capability to assess snow stability and quality for mountain management.
FAQ
Questions Snow Crystal Size Effect owners ask.
- 01
What clients can I use with this MCP?
You can use this MCP with any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.
- 02
How does the MCP calculate snow quality?
It uses a modeling engine to analyze crystal size, type, and environmental factors to produce a single metric.
- 03
Can I use this to check for snow stability?
Yes, the analyze_snow_environment capability provides a summary of the physical snow state, including stability and moisture.
- 04
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use as soon as you connect your client.
- 05
What kind of data do I need to provide?
You typically provide inputs like crystal size, temperature, humidity, and the type of snow, such as fresh or settled.
- 06
How does crystal type affect skiing?
Different crystal shapes like dendritic or granular change how crystals interlock, which directly impacts the get_turn_ease score and the overall glide coefficient.
- 07
Can I use this to predict snow quality?
Yes, the get_snow_quality capability provides a single metric representing the overall skiability based on temperature, humidity, and crystal characteristics.
- 08
What is the difference between new and settled snow in the model?
The model uses the isSettled parameter to distinguish between high-porosity fresh snow and compacted, stable settled snow, which changes the friction and stability calculations.
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Connect Snow Crystal Size Effect to Claude, Cursor, ChatGPT & more
