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Connect Chickpea Quality Grader 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 batch data into actionable market intelligence.

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 Chickpea Quality Grader.

  1. 01

    Calculate market value

    This capability estimates the total commercial value of a specific chickpea batch.

  2. 02

    Classify variety

    This capability identifies whether a batch belongs to the Kabuli or Desi variety.

  3. 03

    Grade chickpeas

    This capability assigns a formal USDA-style quality grade based on the provided defect profile.

  4. 04

    Predict market suitability

    This capability determines which industrial markets, such as canning or flour, are the best fit for a batch.

Real work

What teams actually run

01

Rapid Batch Grading

Input defect rates and seed characteristics to get a formal grade immediately.

02

Inventory Categorization

Use variety classification to sort large datasets of incoming chickpeas.

03

Market Strategy

Determine if a high-quality batch should go to the whole seed market or canning.

04

Pricing Estimates

Calculate the expected value of a shipment before it reaches the buyer.

One connector, every AI

Chickpea Quality Grader 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 Chickpea Quality Grader 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

905ms average. Fast in production.

Chickpea Quality Grader is checked daily against the live service.

Daily averagePeak 1216ms
Oct 3Today
Fastest day
713ms
Slowest day
1216ms
14-day trend
Improving-11%

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 Chickpea Quality Grader, so you can see the experience inside your AI.

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

Chickpea Quality Grader Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_TulibSGoyjTGYcuqxYyMERAkEwHiMKuRwI2RPSBO/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 — Chickpea Quality Grader capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "chickpea-quality-grader-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_TulibSGoyjTGYcuqxYyMERAkEwHiMKuRwI2RPSBO/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 Chickpea Quality Grader in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Chickpea Quality Grader owners hand off.

This MCP is built for professionals managing chickpea supply chains and quality control.

  • 01

    Quality Assurance Managers

    They hand off defect profiles to the AI to get instant USDA-style grades.

  • 02

    Commodity Traders

    They use the capability to estimate batch values and market suitability quickly.

  • 03

    Supply Chain Analysts

    They use the variety classification to organize inventory data.

FAQ

Questions Chickpea Quality Grader owners ask.

  • 01

    What kind of clients can I use this MCP with?

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

  • 02

    How does the grading work?

    The capability uses the defect profiles you provide to assign a formal USDA-style quality grade.

  • 03

    Can it tell the difference between Kabuli and Desi?

    Yes, the classify_variety capability is specifically designed to distinguish between these two varieties.

  • 04

    Does this MCP handle pricing?

    Yes, the calculate_market_value capability estimates the commercial value of your chickpea batches.

  • 05

    How do I get started?

    Since Vinkius hosts the MCP, you just click to connect it to your preferred AI client and start using the capabilities.

  • 06

    Can I predict the price of my batch?

    Yes, use calculate_market_value by providing the grade, variety, and defect percentage to get an estimated price per unit.

  • 07

    Which markets are supported?

    The predict_market_suitability capability identifies suitability for Whole Seed, Canning, and Flour markets.

Explore

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