
Connect Singlish Formality Translator 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 colloquial Singlish into professional Standard English instantly.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
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.

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.
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.
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.
01-03
3 capabilities in this set.
Part of 3 available through Singlish Translator.
- 01
Analyze formality components
This capability breaks down a text to show you exactly which words are driving the formality score.
- 02
Get translation map
Use this to pull the current dictionary of Singlish to English phrase mappings.
- 03
Translate singlish
This capability converts Singlish input into Standard English and provides a full linguistic formality analysis.
Real work
What teams actually run
Customer Sentiment Analysis
Convert informal Singlish feedback into standardized data for sentiment modeling.
Professional Reporting
Turn casual team chat logs into formal meeting minutes or status updates.
Communication Standardization
Ensure regional communications are translated into a consistent professional tone.
Linguistic Research
Analyze how specific Singlish markers affect the perceived formality of a sentence.
One connector, every AI
Singlish Translator 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Singlish Translator 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
838ms average. Fast in production.
Singlish Translator is checked daily against the live service.
- Fastest day
- 688ms
- Slowest day
- 954ms
- 14-day trend
- Improving-6%
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 Singlish Translator, so you can see the experience inside your AI.
It does not authenticate your account with Singlish Translator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Singlish Translator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_G6MgaDasSIzaiRW6PFk22XorJ6R3nKwOCLWiEUgH/mcpClaude 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 — Singlish Translator capabilities are ready to use.
{
"mcpServers": {
"singlish-formality-translator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_G6MgaDasSIzaiRW6PFk22XorJ6R3nKwOCLWiEUgH/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 Singlish Translator in Claude and other AIs
Who it's for
Built for the work Singlish Translator owners hand off.
This is for professionals working with Singapore-based communications who need to standardize local dialect for formal use.
- 01
Data Analysts
Hand off raw customer feedback or chat logs to the AI for cleaning.
- 02
Localization Experts
Use the capability to verify tone and formality shifts in regional text.
- 03
Customer Support Managers
Convert informal regional messages into professional summaries for reporting.
FAQ
Questions Singlish Translator owners ask.
- 01
How does the formality score work?
The MCP uses a deterministic engine to analyze text and provides a score based on specific linguistic drivers.
- 02
Can this MCP detect sarcasm?
Yes, it identifies emotional sarcasm markers to help your agent understand the true intent.
- 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 just swap words?
No, it provides a full linguistic analysis including formality components and sarcasm detection.
- 05
Where is the translation dictionary?
You can access the current dictionary of mappings using the get_translation_map capability.
- 06
Can I see the list of supported phrases?
Yes, you can use the get_translation_map capability to retrieve the current dictionary of Singlish-to-English mappings.
- 07
What is sarcasm detection?
The engine identifies specific Singlish interjections like 'wah lau' or 'aiyo' to flag if the input contains sarcasm markers.
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Connect Singlish Translator to Claude, Cursor, ChatGPT & more
