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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use String Analyzer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Bypass LLM tokenization blindness. Get exact character counts, word counts, and specific string occurrences deterministically.

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 · 1 capability

The complete String Analyzer capability set.

These are the exact actions your AI can choose when you ask it to work with String Analyzer.

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through String Analyzer.

  1. 01

    Analyze string metrics

    Pass both strings and receive Levenshtein distance, Jaccard index, and other similarity scores for deduplication or fuzzy matching. Deterministically calculates text metrics including exact character count, word count, and specific character occurrences to bypass LLM tokenization blindness

Observed, not estimated

820ms average. Fast in production.

String Analyzer is checked daily against the live service.

Daily averagePeak 1042ms
Aug 20Today
Fastest day
665ms
Slowest day
1042ms
14-day trend
Slowing+30%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 1 capability arrives 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 String Analyzer, so you can see the experience inside your AI.

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

String Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_cB97ZdkNoybwfO5XIE4OQ5jshn2W4nG5oUaqdTPO/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 — String Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "string-metrics-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_cB97ZdkNoybwfO5XIE4OQ5jshn2W4nG5oUaqdTPO/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 String Analyzer owners ask.

  • 01

    Why not just ask the LLM to count?

    Because LLMs process text in chunks called 'tokens', not individual characters.

  • 02

    Does it count whitespaces?

    Yes, it provides an exact Javascript string length.

  • 03

    Can it find how many times a word appears?

    Yes, substring occurrence counting is fully supported.

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