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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Prompt Entropy and Clarity Scorer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. A mathematical diagnostic capability to measure prompt complexity and cognitive load.

Included with plan

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

Complete set · 3 capabilities

The complete Prompt Entropy and Clarity Scorer capability set.

These are the exact actions your AI can choose when you ask it to work with Prompt Entropy and Clarity Scorer.

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

    Provides a detailed breakdown of the raw linguistic measurements of a provided text

  2. 02

    Calculate cognitive load

    Converts raw linguistic metrics into a single, normalized score representing the difficulty of the prompt

  3. 03

    Summarize prompt health

    Provides a high-level diagnostic report that combines raw metrics and the cognitive load score into a human-readable assessment

Observed, not estimated

786ms average. Fast in production.

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

Daily averagePeak 957ms
Aug 20Today
Fastest day
664ms
Slowest day
957ms
14-day trend
Slowing+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

FAQ

Questions Prompt Entropy and Clarity Scorer owners ask.

  • 01

    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.

  • 02

    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.

  • 03

    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.

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