How does this MCP handle soil differences?

The capability uses the apply_soil_corrections capability to adjust biological yield estimates based on pH, organic matter, and CEC.

Can I use this with Claude or Cursor?

Yes, you can use this MCP with any MCP-compatible client like Claude, Cursor, or Windsurf.

What is the difference between biological yield and corrected yield?

Biological yield is the theoretical potential based on planting and survival, while corrected yield accounts for soil-specific constraints.

Does it provide a single number for yield?

It can provide a single estimate, but you can also use the get_production_confidence capability to get a statistical range.

Where does the crop data come from?

The MCP can query specific crop metadata to get standard coefficients and variance data.

How does the engine account for soil quality?

The engine uses apply_soil_corrections to adjust the base biological yield using specific coefficients for pH, organic matter, and Cation Exchange Capacity (CEC) tailored to the selected crop type.

Can I get a range for my yield estimates?

Yes, by using get_production_confidence, you can retrieve a lower and upper bound for your estimated yield based on historical variance for that specific crop.

What inputs are required for the initial yield calculation?

To use calculate_biological_yield, you need the planted area, seed density, germination rate, survival rate, and the average grain weight per plant.

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Connect Crop Yield Estimator to ChatGPT, Claude and Gemini

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 planting data and soil metrics into accurate yield forecasts.

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.

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.

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 Crop Yield Estimator.

01
Query crop metadata
This capability retrieves standard coefficients and variance data for specific crops.
02
Apply soil corrections
This capability adjusts your biological yield estimates based on the specific physiological constraints of your soil and crop type.
03
Calculate biological yield
Use this to find the theoretical yield based on your planting and survival metrics.
04
Get production confidence
This capability provides a statistical range for your estimated yield to account for environmental uncertainty.

Real work

What teams actually run

Harvest Planning

Estimate total tonnage for a specific acreage to prepare storage and transport.

Soil Impact Analysis

See how changing your soil pH or organic matter might change your expected yield.

Risk Assessment

Use confidence intervals to understand the likely range of your production.

Seed Density Optimization

Test how different seed densities and survival rates affect your biological yield.

One connector, every AI

Crop Yield Estimator 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.

Building your own app? The connector is yours to use.

You don't need a client to put Crop Yield Estimator 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

859ms average. Fast in production.

Crop Yield Estimator is checked daily against the live service.

Daily averagePeak 1122ms

Oct 3Today

Fastest day: 692ms
Slowest day: 1122ms
14-day trend: Improving-18%

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 Crop Yield Estimator, so you can see the experience inside your AI.

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

Crop Yield Estimator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_e9yrJ4gXa8dfvVgDwcn629TsodOsO4n6HMFB8ODc/mcp

Claude 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 — Crop Yield Estimator capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "crop-yield-estimator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_e9yrJ4gXa8dfvVgDwcn629TsodOsO4n6HMFB8ODc/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 Crop Yield Estimator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Crop Yield Estimator owners hand off.

This MCP is built for professionals managing large-scale agricultural production and soil health.

01
Agronomists
They hand off soil test results and planting data to the AI to get corrected yield forecasts.
02
Farm Managers
They use the capability to estimate total harvest volumes and plan logistics.
03
Agricultural Analysts
They use the statistical confidence ranges to model production risk.

FAQ

Questions Crop Yield Estimator owners ask.

01
How does this MCP handle soil differences?
The capability uses the apply_soil_corrections capability to adjust biological yield estimates based on pH, organic matter, and CEC.
02
Can I use this with Claude or Cursor?
Yes, you can use this MCP with any MCP-compatible client like Claude, Cursor, or Windsurf.
03
What is the difference between biological yield and corrected yield?
Biological yield is the theoretical potential based on planting and survival, while corrected yield accounts for soil-specific constraints.
04
Does it provide a single number for yield?
It can provide a single estimate, but you can also use the get_production_confidence capability to get a statistical range.
05
Where does the crop data come from?
The MCP can query specific crop metadata to get standard coefficients and variance data.
06
How does the engine account for soil quality?
The engine uses apply_soil_corrections to adjust the base biological yield using specific coefficients for pH, organic matter, and Cation Exchange Capacity (CEC) tailored to the selected crop type.
07
Can I get a range for my yield estimates?
Yes, by using get_production_confidence, you can retrieve a lower and upper bound for your estimated yield based on historical variance for that specific crop.
08
What inputs are required for the initial yield calculation?
To use calculate_biological_yield, you need the planted area, seed density, germination rate, survival rate, and the average grain weight per plant.

Explore

More in Productivity

Connect Crop Yield Estimator to Claude, Cursor, ChatGPT & more

Your AI does the work. We keep it safe and sound.

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-04

Query crop metadata

Apply soil corrections

Calculate biological yield

Get production confidence

What teams actually run

Harvest Planning

Soil Impact Analysis

Risk Assessment

Seed Density Optimization

Building your own app? The connector is yours to use.

Crop Yield Estimator Connector

Claude Desktop

Agronomists

Farm Managers

Agricultural Analysts

How does this MCP handle soil differences?

Can I use this with Claude or Cursor?

What is the difference between biological yield and corrected yield?

Does it provide a single number for yield?

Where does the crop data come from?

How does the engine account for soil quality?

Can I get a range for my yield estimates?

What inputs are required for the initial yield calculation?

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