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Connect Almond Hull Split Predictor 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. Optimize your harvest schedule and manage crop risks.

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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 · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Almond Hull Split Predictor.

  1. 01

    Calculate harvest window

    Use this to identify the optimal start and end dates for your harvest, helping you maximize quality and minimize potential loss.

  2. 02

    Predict split progression

    This function determines the specific percentage of the almond crop that has undergone hull split on a date you specify.

  3. 03

    Assess pest risk

    This capability evaluates your crop's vulnerability to the Navel Orangeworm based on the predicted timing of the hull split.

Real work

What teams actually run

01

Late Season Planning

A grower needs to know if they can safely delay harvest due to weather changes. The MCP calculates the new optimal window based on current conditions.

02

Monitoring Split Progress

You need to track if the crop is splitting faster or slower than expected. You use the MCP to check the percentage of split hulls for a specific date.

03

Pest Preparedness

Before the peak season, you want to know if the current temperature trends increase the risk of Navel Orangeworm. The MCP provides a direct risk assessment.

04

Variety Comparison

You manage multiple almond varieties and need to know which one will be ready first. You compare the predicted split progression across different varieties.

One connector, every AI

Almond Hull Split Predictor 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 Almond Hull Split Predictor 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

877ms average. Fast in production.

Almond Hull Split Predictor is checked daily against the live service.

Daily averagePeak 975ms
Oct 3Today
Fastest day
714ms
Slowest day
975ms
14-day trend
Improving-5%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Almond Hull Split Predictor, so you can see the experience inside your AI.

It does not authenticate your account with Almond Hull Split Predictor. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Almond Hull Split Predictor Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_XAtlLMJM791EJyBAyAnS9Ek8RhbdJuECVX561h8o/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 — Almond Hull Split Predictor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "almond-hull-split-predictor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_XAtlLMJM791EJyBAyAnS9Ek8RhbdJuECVX561h8o/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 Almond Hull Split Predictor in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Almond Hull Split Predictor owners hand off.

This MCP is built for agricultural professionals who manage large-scale almond orchards. If you need to move beyond general estimates and require precise, data-driven timelines for harvest and risk management, this is for you. It gives you the predictive power needed to manage labor and resources efficiently.

  • 01

    Agronomist

    Use it to model crop development and predict optimal intervention timing.

  • 02

    Orchard Manager

    Use it to schedule labor and equipment for the most efficient harvest window.

  • 03

    Farm Consultant

    Use it to provide clients with accurate, data-backed risk assessments and yield predictions.

FAQ

Questions Almond Hull Split Predictor owners ask.

  • 01

    Does this MCP only work for Nonpareil almonds?

    No. While the examples use Nonpareil, the MCP uses physiological modeling that analyzes variety, growing degree hours, kernel weight, and moisture, making it applicable to various almond types.

  • 02

    What kind of data do I need to provide for the predictions?

    The system requires data points like the specific almond variety, current growing degree hours, kernel weight, and moisture levels to run the predictive models.

  • 03

    Is this for general farming, or just almonds?

    This MCP is specialized for almond crops. It focuses specifically on the unique biology of almond hull splitting and its associated risks, like the Navel Orangeworm.

  • 04

    Can I use this to predict yield?

    The MCP focuses on timing and risk assessment. It helps you optimize harvest and manage risk, but its primary function is predicting the split progression and optimal window, not total yield volume.

  • 05

    What does 'hull split' mean in this context?

    Hull split refers to the natural process where the almond hull breaks open, making the kernel accessible. Predicting this helps determine when the crop is ready for harvest.

  • 06

    How does irrigation affect the predictions?

    Deficit irrigation can accelerate the hull split process by reducing hull moisture more rapidly, which is accounted for in the predict_split_progression capability.

  • 07

    Can I use this for varieties other than Nonpareil?

    Yes, the server supports multiple cultivars through the variety parameter in all capabilities.

  • 08

    How is pest risk calculated?

    The assess_pest_risk capability evaluates vulnerability by looking at the overlap between hull split activity and thermal trends.

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