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Connect Snow Density Measurement 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 raw snow samples into actionable snowpack data.

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 Density Measurement.

  1. 01

    Analyze stratified layer

    This capability evaluates a specific layer within a snowpack. It factors in temperature, crystal types, and compaction to provide a detailed environmental profile.

  2. 02

    Calculate snow load

    This capability determines the weight per unit area for a specific snow layer. It helps you assess the pressure exerted on structures.

  3. 03

    Calculate water equivalent

    This capability finds the depth of liquid water contained within a snow layer. It converts snow depth and density into water content.

  4. 04

    Get sample density

    This capability calculates the fundamental density of a single physical snow sample using its mass and volume.

Real work

What teams actually run

01

Avalanche Risk Assessment

Use the stratified layer analysis to understand how different snow layers interact and affect stability.

02

Water Resource Management

Calculate the water equivalent of snowpacks to predict spring melt and reservoir needs.

03

Building Safety Checks

Determine the snow load on roofs to ensure they meet safety requirements during heavy winters.

04

Field Data Processing

Turn raw field notes about snow mass and volume into clean density metrics.

One connector, every AI

Snow Density Measurement 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 Density Measurement 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

890ms average. Fast in production.

Snow Density Measurement is checked daily against the live service.

Daily averagePeak 1046ms
Oct 3Today
Fastest day
737ms
Slowest day
1046ms
14-day trend
Improving-16%

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 Density Measurement, so you can see the experience inside your AI.

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

Snow Density Measurement Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_wbFi85loUOuCdbK6Zifp1R9GsxAz7bBbnNzYeb9B/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 Density Measurement capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "snow-density-measurement-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_wbFi85loUOuCdbK6Zifp1R9GsxAz7bBbnNzYeb9B/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 Density Measurement in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Snow Density Measurement owners hand off.

This MCP is designed for professionals working in snow science and environmental monitoring. You can hand off raw field measurements to your AI to get instant calculations.

  • 01

    Avalanche Forecasters

    They provide sample data to the AI to assess layer stability and risk.

  • 02

    Hydrologists

    They use the water equivalent capabilities to predict runoff and water supply.

  • 03

    Structural Engineers

    They calculate snow loads to ensure buildings can handle winter accumulation.

FAQ

Questions Snow Density Measurement owners ask.

  • 01

    What can this MCP calculate?

    It calculates snow density, liquid water equivalent, and snow load. It can also analyze stratified layers using environmental factors.

  • 02

    Which AI clients can use this MCP?

    You can use this with any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.

  • 03

    Do I need to host the MCP myself?

    No. Vinkius hosts and manages the MCP for you. You just connect your client and it is ready to use.

  • 04

    Can it handle complex snowpack profiles?

    Yes. The analyze_stratified_layer capability accounts for temperature, crystal types, and compaction factors.

  • 05

    How does it determine snow load?

    It uses the calculate_snow_load capability to find the weight per unit area exerted by a specific snow layer.

  • 06

    How do I calculate the water equivalent of a snow layer?

    You can use the calculate_water_equivalent capability by providing the density in kg/m³ and the layer depth in meters.

  • 07

    Can this capability account for different snow crystal types?

    Yes, the analyze_stratified_layer capability accepts crystal types like dendritic or granular to adjust density and compaction calculations.

  • 08

    What is the purpose of the snow load calculation?

    The calculate_snow_load capability determines the pressure in Pascals exerted by a snow layer, which is essential for assessing structural risks.

Explore

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