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Connect Snow Crystal Structure Analyzer to your AI

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 snow morphology and riding conditions with meteorological modeling.

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 Snow Crystal Structure.

  1. 01

    Analyze crystal morphology

    This capability identifies specific snow crystal classifications, such as Dendrites or Plates, based on current atmospheric conditions.

  2. 02

    Forecast riding quality

    Your agent uses this to get a qualitative assessment of how snow will perform for specific outdoor activities.

  3. 03

    Get snowpack state

    This capability evaluates the current state of the snowpack by looking at environmental history and metamorphosis levels.

  4. 04

    Predict snow friction

    Use this to forecast the expected friction coefficient for a given snow state.

Real work

What teams actually run

01

Ski Condition Planning

Check how temperature shifts will affect riding quality before heading out.

02

Snow Physics Modeling

Predict friction levels for specific crystal types like Dendrites.

03

Snowpack Stability Checks

Evaluate the current state of the snowpack using environmental history.

04

Atmospheric Analysis

Identify which snow crystals will form under specific humidity and temperature settings.

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.

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 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.

Observed, not estimated

895ms average. Fast in production.

Snow Crystal Structure is checked daily against the live service.

Daily averagePeak 1262ms
Oct 3Today
Fastest day
698ms
Slowest day
1262ms
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 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.

Connector linkhttps://edge.vinkius.com/vk_preview_fuCTSpdd9ZuCDSDGYIFs8NK872Qe8utVfT8h8sXe/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 Crystal Structure capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "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? Set up Snow Crystal Structure in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Snow Crystal Structure owners hand off.

This MCP is built for professionals and enthusiasts who need to model snow physics and meteorology.

  • 01

    Meteorologists

    Use the agent to model crystal morphology and snowpack metamorphosis.

  • 02

    Backcountry Guides

    Hand off snowpack state evaluation and riding quality assessments to your AI.

  • 03

    Snow Science Researchers

    Use the capabilities to predict friction coefficients and crystal types.

FAQ

Questions Snow Crystal Structure owners ask.

  • 01

    What AI clients can I use with this MCP?

    You can connect this MCP to any compatible client including Claude, Cursor, Windsurf, and VS Code.

  • 02

    How does the MCP handle snowpack evaluation?

    The get_snowpack_state capability evaluates the current state by analyzing environmental history and metamorphosis levels.

  • 03

    Can I predict how snow will feel for skiing?

    Yes, the forecast_riding_quality capability provides a qualitative assessment of how the snow will perform for activities.

  • 04

    Does this MCP require me to host anything?

    No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the capabilities.

  • 05

    What kind of crystal data can I get?

    The analyze_crystal_morphology capability identifies specific classifications like Dendrites or Plates based on the atmosphere.

  • 06

    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.

  • 07

    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.

  • 08

    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.

Explore

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