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Connect Tilapia Growth Thermal Modeling 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 harvest timelines and optimize feeding based on water temperature.

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 Tilapia Growth Model.

  1. 01

    Estimate survival probability

    This capability predicts the likelihood of your fish population surviving through a specific growth cycle.

  2. 02

    Evaluate efficiency metrics

    Use this to analyze how well your feeding program is performing in terms of nutrition and cost.

  3. 03

    Identify thermal optimum

    This capability finds the most efficient temperature range for your specific feeding rates and stocking density.

  4. 04

    Predict growth trajectory

    This capability calculates projected weight gain and the time needed to reach your target weight.

Real work

What teams actually run

01

Harvest Planning

Predict exactly how many days are left until your tilapia reach market weight.

02

Risk Management

Assess the probability of fish survival during temperature fluctuations.

03

Feed Program Audits

Check if your current feeding rate is providing the best economic return.

04

Thermal Stress Mitigation

Find the best temperature range to keep growth steady for your specific density.

One connector, every AI

Tilapia Growth Model 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 Tilapia Growth Model 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

873ms average. Fast in production.

Tilapia Growth Model is checked daily against the live service.

Daily averagePeak 1131ms
Oct 3Today
Fastest day
714ms
Slowest day
1131ms
14-day trend
Slowing+10%

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 Tilapia Growth Model, so you can see the experience inside your AI.

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

Tilapia Growth Model Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_0fuxJGkPdoZnu0TRsIMk2ux8xR19NPn7VNRI4XLz/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 — Tilapia Growth Model capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "tilapia-growth-thermal-modeling-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_0fuxJGkPdoZnu0TRsIMk2ux8xR19NPn7VNRI4XLz/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 Tilapia Growth Model in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Tilapia Growth Model owners hand off.

This MCP is built for professionals managing intensive tilapia aquaculture operations.

  • 01

    Aquaculture Managers

    They hand off temperature and density data to the AI to predict harvest dates.

  • 02

    Farm Technicians

    They use the capability to monitor feeding efficiency and thermal stress levels.

  • 03

    Biological Researchers

    They run simulations to study the impact of thermal units on growth coefficients.

FAQ

Questions Tilapia Growth Model owners ask.

  • 01

    What data do I need to provide for growth predictions?

    You typically need to provide the current fish weight, target weight, water temperature, feeding rate, and stocking density.

  • 02

    Can this MCP help with feed costs?

    Yes, the evaluate_efficiency_metrics capability analyzes the nutritional and economic efficiency of your feeding program.

  • 03

    How does temperature affect the survival predictions?

    The MCP uses thermal profiles and environmental stressors to estimate the likelihood of the population surviving the growth cycle.

  • 04

    Does this work with any AI client?

    It works with any MCP-compatible client like Claude, Cursor, or Windsurf once connected via Vinkius.

  • 05

    Can I find the best temperature for my specific pond density?

    Yes, the identify_thermal_optimum capability finds the ideal temperature window for your specific feeding and density setup.

  • 06

    How does temperature affect the growth predictions?

    The model uses the Thermal Unit Growth Coefficient (TGC) to calculate how water temperature influences weight gain. Deviations from the optimal range or high fluctuations can trigger stress responses that reduce growth and survival.

  • 07

    Can I predict when my tilapia will be ready for harvest?

    Yes, by using the predict_growth_trajectory capability, you can provide initial weight, feeding rates, and a temperature profile to estimate the total days required to reach your target harvest weight.

  • 08

    How is feed efficiency measured?

    Efficiency is measured via the Feed Conversion Ratio (FCR). You can use evaluate_efficiency_metrics to analyze how effectively your feeding program converts feed into biomass relative to the thermal environment.

Explore

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