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Connect Singlish Authenticity Scorer 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. Verify the linguistic accuracy of Singlish text instantly.

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 Singlish Authenticity Scorer.

  1. 01

    Check usage saturation

    This capability identifies if Singlish usage feels overdone or forced. It flags text where particle density is too high.

  2. 02

    Analyze singlish composition

    This capability provides a statistical breakdown of Singlish usage. It counts specific particles to give you a clear data profile.

  3. 03

    Validate syntax patterns

    This capability checks for recognizable Singlish grammatical structures. It confirms if specific idiomatic phrases are used correctly.

Real work

What teams actually run

01

Content Auditing

Check if marketing copy sounds like a real person or an AI trying too hard.

02

Dialect Research

Use the statistical breakdown to study particle frequency in different text samples.

03

Chatbot Tuning

Verify that your agent's responses follow valid Singlish syntax patterns.

04

Quality Assurance

Run text through the saturation check to ensure consistent tone in localized apps.

One connector, every AI

Singlish Authenticity Scorer 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 Singlish Authenticity Scorer 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

856ms average. Fast in production.

Singlish Authenticity Scorer is checked daily against the live service.

Daily averagePeak 1001ms
Oct 3Today
Fastest day
681ms
Slowest day
1001ms
14-day trend
Improving-10%

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 Authenticity Scorer, so you can see the experience inside your AI.

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

Singlish Authenticity Scorer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_O6PQ9ZLcSOclpMrgUYCyPjiQvucyBe926NEY768A/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 — Singlish Authenticity Scorer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "singlish-authenticity-scorer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_O6PQ9ZLcSOclpMrgUYCyPjiQvucyBe926NEY768A/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 Authenticity Scorer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Singlish Authenticity Scorer owners hand off.

This MCP is built for anyone needing to audit or generate linguistically accurate Singlish text.

  • 01

    Copywriters

    They use the capability to ensure localized content doesn't sound like a caricature.

  • 02

    Linguists

    They use the statistical data to analyze dialect patterns in datasets.

  • 03

    Localization Testers

    They verify that translated or adapted text meets authenticity standards.

FAQ

Questions Singlish Authenticity Scorer owners ask.

  • 01

    How does the authenticity score work?

    The score is based on particle density and the presence of recognized syntax patterns.

  • 02

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any MCP-compatible client including Claude, Cursor, and Windsurf.

  • 03

    What does 'try-hard' usage mean?

    It refers to text where the density of particles like 'lah' or 'leh' is so high that it feels unnatural.

  • 04

    Does this MCP require my own API keys?

    No, Vinkius hosts the MCP and manages the execution for you.

  • 05

    What kind of data does the composition capability return?

    It returns a statistical breakdown including particle counts, density, and detected constructions.

  • 06

    What is considered an authentic Singlish density?

    An optimal density for natural Singlish is between 0.1 and 0.3. If the density exceeds 0.5, the text is flagged as 'overused' or 'try-hard'.

  • 07

    Can I check for specific grammatical patterns?

    Yes, you can use validate_syntax_patterns to detect idiomatic structures like 'Can or not?' or 'Never mind lah'.

Explore

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