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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use rag-chunk-optimization-calculator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Deterministic capability for optimizing RAG chunk size and overlap parameters.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 3 capabilities

The complete rag-chunk-optimization-calculator capability set.

These are the exact actions your AI can choose when you ask it to work with rag-chunk-optimization-calculator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through rag-chunk-optimization-calculator.

  1. 01

    Calculate chunk metrics

    Calculates the structural impact of current chunking parameters

  2. 02

    Compare chunk strategies

    Evaluates how different chunking configurations would perform

  3. 03

    Get optimization bounds

    Determines the mathematical limits of the context window

Observed, not estimated

830ms average. Fast in production.

rag-chunk-optimization-calculator is checked daily against the live service.

Daily averagePeak 941ms
Aug 22Today
Fastest day
656ms
Slowest day
941ms
14-day trend
Improving-13%

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 rag-chunk-optimization-calculator, so you can see the experience inside your AI.

It does not authenticate your account with rag-chunk-optimization-calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

rag-chunk-optimization-calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_BCOG37LiB1ABWSAkOgQDVEIySQTsL8epYI6ml5XJ/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 — rag-chunk-optimization-calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "rag-chunk-optimization-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_BCOG37LiB1ABWSAkOgQDVEIySQTsL8epYI6ml5XJ/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 rag-chunk-optimization-calculator owners ask.

  • 01

    How do I know if my RAG configuration is unstable?

    A configuration is flagged as unstable if the context utilization exceeds 90% or if the overlap overhead exceeds 30%.

  • 02

    What is the purpose of the optimal chunk size calculation?

    The get_optimization_bounds capability calculates an optimal size that targets 70% context window utilization, providing a safety margin for system prompts and model responses.

  • 03

    Can I compare multiple chunking strategies at once?

    Yes, you can use compare_chunk_strategies to pass an array of different chunk size and overlap combinations to see how they perform side-by-side.

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