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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Quantization Impact Calculator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Simulate and quantify the trade-offs between model compression and performance.

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 Quantization Impact Calculator capability set.

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

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Quantization Impact Calculator.

  1. 01

    Evaluate task sensitivity

    Determine the multiplier applied to quality degradation based on the complexity of the task

  2. 02

    Get quantization presets

    Retrieve standard degradation ranges and memory ratios for supported quantization methods

  3. 03

    Calculate quantization metrics

    Calculate the primary technical impacts (quality, memory, and latency) for a specific quantization configuration

Observed, not estimated

838ms average. Fast in production.

Quantization Impact Calculator is checked daily against the live service.

Daily averagePeak 1063ms
Aug 20Today
Fastest day
643ms
Slowest day
1063ms
14-day trend
Slowing+19%

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

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

Quantization Impact Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_lE4kL3fM0KpmqqGlMSUHmyjXY7KXOrC6lU9rOKgx/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 — Quantization Impact Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "quantization-impact-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_lE4kL3fM0KpmqqGlMSUHmyjXY7KXOrC6lU9rOKgx/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 Quantization Impact Calculator owners ask.

  • 01

    How do I calculate the impact of INT4 quantization?

    You can use the calculate_quantization_metrics capability. Provide your base model's quality score, latency, and memory, then specify 'INT4' as the quantization level.

  • 02

    Does task type affect the results?

    Yes. Tasks like 'generation' or 'extraction' are more sensitive to precision loss. You can use evaluate_task_sensitivity to see how different task types scale degradation.

  • 03

    What are the supported quantization levels?

    The server supports FP16, INT8, INT4, GPTQ, and AWQ. You can retrieve specific details for each using get_quantization_presets.

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