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Connect Singapore Kopi Decoder 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 local coffee shorthand into clear English and nutritional facts.

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 · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Singapore Kopi Decoder.

  1. 01

    Calculate nutrition

    This capability estimates the nutritional impact of a specific drink order. It provides calorie and sugar data based on the drink's components.

  2. 02

    Translate order

    This capability converts colloquial Kopi or Teh shorthand into a standardized English description. It also checks if the request is logically sound.

  3. 03

    Validate order consistency

    This capability performs a specialized check to ensure an order doesn't contain contradictory or physically impossible modifiers.

Real work

What teams actually run

01

Menu Digitization

Convert handwritten or colloquial coffee orders into a clean, digital format.

02

Health Tracking

Log the calorie intake of specific Kopi and Teh orders in a nutrition app.

03

Order Verification

Ensure a customer's request is logically consistent before sending it to a kitchen.

04

Cultural Translation

Explain the specific ingredients of a local drink to someone unfamiliar with the dialect.

One connector, every AI

Singapore Kopi Decoder 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 Singapore Kopi Decoder 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

861ms average. Fast in production.

Singapore Kopi Decoder is checked daily against the live service.

Daily averagePeak 1056ms
Oct 3Today
Fastest day
673ms
Slowest day
1056ms
14-day trend
Slowing+13%

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 Singapore Kopi Decoder, so you can see the experience inside your AI.

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

Singapore Kopi Decoder Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_i69tFGldxDktLZ6PtzNnPyy2QuincKJTNmXOu0Fn/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 — Singapore Kopi Decoder capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "singapore-kopi-decoder-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_i69tFGldxDktLZ6PtzNnPyy2QuincKJTNmXOu0Fn/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 Singapore Kopi Decoder in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Singapore Kopi Decoder owners hand off.

This MCP is built for anyone interacting with Singaporean food and beverage culture through an AI interface.

  • 01

    App Developers

    Building food ordering or nutrition tracking capabilities that need to understand local dialects.

  • 02

    Dietitians

    Analyzing the nutritional content of local Southeast Asian beverages.

  • 03

    Travelers

    Using an AI agent to help interpret menu items and orders in Singapore.

FAQ

Questions Singapore Kopi Decoder owners ask.

  • 01

    What does this MCP do?

    It translates Singaporean coffee and tea shorthand into English and provides nutritional estimates.

  • 02

    Can it detect mistakes in an order?

    Yes, it can validate if an order is consistent or if it contains conflicting instructions like asking for both less sugar and no sugar.

  • 03

    Which AI clients can use this?

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

  • 04

    Does it provide calorie counts?

    Yes, it includes a capability to estimate the calorie and sugar impact of specific drink orders.

  • 05

    Do I need to host it myself?

    No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately after connection.

  • 06

    What does 'C' mean in a Kopi order?

    'C' indicates that the drink uses evaporated milk instead of the traditional condensed milk.

  • 07

    How are calories calculated?

    Calories are estimated using the calculate_nutrition capability, which applies fixed local health standards to the base liquid and selected modifiers.

  • 08

    Can I check if my order is valid?

    Yes, you can use the validate_order_consistency capability to ensure you haven't requested conflicting modifiers, such as 'Kosong' and 'Siew Dai' together.

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