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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Prompt Distillation Calculator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate efficiency, quality, and cost of prompt distillation.

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 Distillation Calculator capability set.

These are the exact actions your AI can choose when you ask it to work with Prompt Distillation Calculator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Prompt Distillation Calculator.

  1. 01

    Analyze prompt quality

    Evaluates the semantic strength and clarity of a prompt without performing distillation

  2. 02

    Calculate distillation metrics

    Performs a single-pass distillation calculation and evaluates the resulting metrics

  3. 03

    Perform iterative distillation

    Executes multiple rounds of distillation to reach a specific target threshold

Observed, not estimated

859ms average. Fast in production.

Prompt Distillation Calculator is checked daily against the live service.

Daily averagePeak 1093ms
Aug 20Today
Fastest day
715ms
Slowest day
1093ms
14-day trend
Slowing+26%

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 Distillation Calculator, so you can see the experience inside your AI.

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

Prompt Distillation Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_ZfkvEwn4u5EIiFT8221TEzl76VWLpFpimWiEoXZU/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 Distillation Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "prompt-distillation-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_ZfkvEwn4u5EIiFT8221TEzl76VWLpFpimWiEoXZU/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 Distillation Calculator owners ask.

  • 01

    What is prompt distillation?

    It is the process of reducing token counts to minimize latency and cost while preserving the original intent and instructions.

  • 02

    How do I use the analyze_prompt_quality capability?

    Provide the text you want to evaluate to analyze_prompt_quality to receive a report on key points, ambiguity, and readability.

  • 03

    Can I perform multiple distillation passes?

    Yes, use perform_iterative_distillation to run successive rounds of distillation until your target token count is reached.

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