An astronaut overseeing a futuristic data hub
Download PDFMarkdown Version

Connect Prompt Entropy and Clarity Scorer 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. Quantify the cognitive load of your prompts.

Ask AI about this Connector

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.

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 Prompt Entropy and Clarity Scorer.

  1. 01

    Analyze prompt metrics

    This capability provides a raw breakdown of linguistic measurements for any text you provide.

  2. 02

    Calculate cognitive load

    This capability converts linguistic metrics into a single, normalized score to show how difficult a prompt is to process.

  3. 03

    Summarize prompt health

    This capability generates a high-level diagnostic report by combining raw metrics and cognitive load scores into a readable assessment.

Real work

What teams actually run

01

System Prompt Optimization

Check if your core system instructions are too complex for the model to follow reliably.

02

Prompt A/B Testing

Compare two versions of a prompt by looking at their cognitive load scores.

03

Instruction Simplification

Identify specific sentences that are driving up the difficulty tier of a prompt.

04

Quality Auditing

Run a diagnostic report on a large library of prompts to find the weakest links.

One connector, every AI

Prompt Entropy and Clarity 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 Prompt Entropy and Clarity 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

863ms average. Fast in production.

Prompt Entropy and Clarity Scorer is checked daily against the live service.

Daily averagePeak 1017ms
Oct 3Today
Fastest day
628ms
Slowest day
1017ms
14-day trend
Improving-9%

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 Prompt Entropy and Clarity Scorer, so you can see the experience inside your AI.

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

Prompt Entropy and Clarity Scorer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_qLECmvvMWFcBjLLe4R2ILHF45rWK79xtC7nGqdaM/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 — Prompt Entropy and Clarity Scorer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "prompt-entropy-and-clarity-scorer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_qLECmvvMWFcBjLLe4R2ILHF45rWK79xtC7nGqdaM/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 Prompt Entropy and Clarity Scorer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Prompt Entropy and Clarity Scorer owners hand off.

This MCP is built for people who build and refine instructions for large language models.

  • 01

    Prompt Engineers

    They use it to mathematically validate the clarity of their instruction sets.

  • 02

    AI Developers

    They use it to ensure system prompts aren't over-taxing the model's processing.

  • 03

    LLM Researchers

    They use it to study the relationship between linguistic structure and model performance.

FAQ

Questions Prompt Entropy and Clarity Scorer owners ask.

  • 01

    What is cognitive load in prompting?

    It is a mathematical estimate of how much mental effort a model needs to process your text based on its structure and complexity.

  • 02

    How do I use this with Claude or Cursor?

    You connect the MCP through the Vinkius platform, and it becomes a capability available to your AI client immediately.

  • 03

    What metrics does the MCP actually measure?

    It measures lexical diversity, sentence length, and clause density to calculate its scores.

  • 04

    Can I use this to improve my prompt engineering?

    Yes, you can use the diagnostic reports to identify which parts of your prompt are too dense or confusing for the model.

  • 05

    Does this MCP require any setup?

    No, Vinkius hosts and manages the MCP, so you just connect it to your client and start using the capabilities.

  • 06

    What does the cognitive load score represent?

    The score is a normalized metric that combines lexical diversity, sentence length, and clause density to estimate the total processing difficulty for an LLM.

  • 07

    How can I see the raw linguistic data?

    You can use the analyze_prompt_metrics capability to retrieve the Type-Token Ratio, average sentence length, and clause density.

  • 08

    Is this capability compatible with Claude Desktop?

    Yes, this MCP server is compatible with Claude Desktop, Cursor, VS Code, Windsurf, and any other MCP-compatible client via Vinkius Edge.

Explore

More in Developer Tools

Suggestions

Connect Prompt Entropy and Clarity Scorer to Claude, Cursor, ChatGPT & more