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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Claude Reasoning Effort Calibrator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Determines optimal LLM reasoning effort by analyzing task complexity metrics.

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 Claude Reasoning Effort Calibrator capability set.

These are the exact actions your AI can choose when you ask it to work with Claude Reasoning Effort Calibrator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Claude Reasoning Effort Calibrator.

  1. 01

    Calculate reasoning needs

    Determines the required reasoning effort and predicts latency based on task and context

  2. 02

    Get latency config

    Retrieves the configurable latency coefficients used for estimation

  3. 03

    Get effort mapping

    Retrieves the threshold boundaries for different effort levels

Observed, not estimated

854ms average. Fast in production.

Claude Reasoning Effort Calibrator is checked daily against the live service.

Daily averagePeak 1033ms
Aug 21Today
Fastest day
681ms
Slowest day
1033ms
14-day trend
Stable-1%

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 Claude Reasoning Effort Calibrator, so you can see the experience inside your AI.

It does not authenticate your account with Claude Reasoning Effort Calibrator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Claude Reasoning Effort Calibrator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_i0GimZLBokv2HoPddCNJ0dJc8H3P6YfVrcAquxv7/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 — Claude Reasoning Effort Calibrator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "claude-reasoning-effort-calibrator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_i0GimZLBokv2HoPddCNJ0dJc8H3P6YfVrcAquxv7/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 Claude Reasoning Effort Calibrator owners ask.

  • 01

    How does the complexity score work?

    The score is a weighted sum of four dimensions: file modification volume, dependency depth, architectural impact, and ambiguity level detected in the task description.

  • 02

    What are the available effort levels?

    The system maps scores to LOW, MEDIUM, HIGH, or XHIGH effort levels based on fixed thresholds.

  • 03

    Can I see the latency multipliers?

    Yes, you can use get_latency_config to retrieve the coefficients used for different model types.

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