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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Tool Selection Efficiency Calculator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Optimize capability routing and performance monitoring for capability-augmented agents.

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 Tool Selection Efficiency Calculator capability set.

These are the exact actions your AI can choose when you ask it to work with Tool Selection Efficiency Calculator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Tool Selection Efficiency Calculator.

  1. 01

    Calculate routing metrics

  2. 02

    Summarize performance profile

  3. 03

    Validate tool availability

Observed, not estimated

859ms average. Fast in production.

Tool Selection Efficiency Calculator is checked daily against the live service.

Daily averagePeak 989ms
Aug 22Today
Fastest day
689ms
Slowest day
989ms
14-day trend
Improving-23%

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 Tool Selection Efficiency Calculator, so you can see the experience inside your AI.

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

Tool Selection Efficiency Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_pCUHZoGluRfK0G0J8qJXVpL0thJqTM4A6JmMZfd3/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 — Tool Selection Efficiency Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "tool-selection-efficiency-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_pCUHZoGluRfK0G0J8qJXVpL0thJqTM4A6JmMZfd3/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 Tool Selection Efficiency Calculator owners ask.

  • 01

    How is the recommended capability selected?

    The recommended capability is the one that maximizes the product of its efficiency score and its current rate limit headroom.

  • 02

    What is the purpose of the fallback chain?

    The fallback chain provides a prioritized list of alternative capabilities, ordered by capability match score, to ensure continuity if the primary capability fails.

  • 03

    Can I monitor the health of my entire toolset?

    Yes, you can use summarize_performance_profile to get high-level metrics like average latency and maximum success rate across all available capabilities.

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