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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Prompt Compression Calculator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Evaluate the performance, cost-effectiveness, and quality impact of prompt compression techniques.

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 Compression Calculator capability set.

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

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Prompt Compression Calculator.

  1. 01

    Recommend optimal technique

    Determines the most suitable compression technique based on efficiency scores

  2. 02

    Calculate compression metrics

    Calculates the core mathematical performance metrics of a single compression attempt

  3. 03

    Evaluate technique performance

    Compares a specific compression result against expected performance benchmarks

Observed, not estimated

817ms average. Fast in production.

Prompt Compression Calculator is checked daily against the live service.

Daily averagePeak 948ms
Aug 22Today
Fastest day
642ms
Slowest day
948ms
14-day trend
Improving-17%

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

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

Prompt Compression Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_9mxmQhVbw4wnT1kePMpmvcingGcAqSLM16D6dDy3/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 Compression Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "prompt-compression-efficiency-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_9mxmQhVbw4wnT1kePMpmvcingGcAqSLM16D6dDy3/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 Compression Calculator owners ask.

  • 01

    How do I calculate the cost savings of my prompt compression?

    You can use the calculate_compression_metrics capability. By providing the original token count, compressed token count, and the cost per token, the capability automatically calculates the costSavings for you.

  • 02

    What is considered a significant quality loss?

    The capability triggers a quality warning if the qualityRetention falls below 0.7, indicating that the compression may have significantly degraded the prompt's utility.

  • 03

    Can I compare different compression techniques?

    Yes. Use recommend_optimal_technique by passing an array of efficiency scores to determine which method provides the best balance of size reduction and quality preservation.

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