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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Native V8 with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate exact Levenshtein, Jaro-Winkler, and Dice distances for fuzzy text matching natively local.

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 Native V8 capability set.

These are the exact actions your AI can choose when you ask it to work with Native V8.

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through Native V8.

  1. 01

    Calculate fuzzy distance

    Calculates deterministic Levenshtein, Jaro-Winkler, and Dice string distances between two texts

Observed, not estimated

807ms average. Fast in production.

Native V8 is checked daily against the live service.

Daily averagePeak 1075ms
Aug 20Today
Fastest day
666ms
Slowest day
1075ms
14-day trend
Slowing+8%

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 Native V8, so you can see the experience inside your AI.

It does not authenticate your account with Native V8. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Native V8 Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_xvVQOLDybWIA1r0Xqh3QvkWg4DBUiJY5auBfso8h/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 — Native V8 capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "fuzzy-string-distance-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_xvVQOLDybWIA1r0Xqh3QvkWg4DBUiJY5auBfso8h/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 Native V8 owners ask.

  • 01

    When should I use Levenshtein?

    Levenshtein counts the absolute number of character edits (insertions, deletions, substitutions) required to match the strings. Great for simple spell-checks.

  • 02

    When is Jaro-Winkler better?

    Jaro-Winkler gives a score from 0 to 1 and heavily weights matching prefixes. It is the industry standard for matching personal names in databases.

  • 03

    Why not use embeddings?

    Embeddings match meaning (semantics). Fuzzy string distances match characters (lexical). If you want to match 'cat' to 'catt', string distance is better.

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