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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Fuzzysort Engine with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Perform lightning-fast fuzzy string matching across large datasets. Find the closest matches instantly using Levenshtein distance.

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 Fuzzysort Engine capability set.

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

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through Fuzzysort Engine.

  1. 01

    Fuzzy match

    Pass a query and a JSON array of target strings. The engine uses fuzzy algorithms to find and rank the closest matches by similarity score. Performs lightning-fast fuzzy string matching (Levenshtein-like) across an array of targets to find the closest matches to a query

Observed, not estimated

814ms average. Fast in production.

Fuzzysort Engine is checked daily against the live service.

Daily averagePeak 1088ms
Aug 20Today
Fastest day
669ms
Slowest day
1088ms
14-day trend
Improving-15%

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 Fuzzysort Engine, so you can see the experience inside your AI.

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

Fuzzysort Engine Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_DkpuRLuutTxtIkWOTeAXLMpDF4nvPu7Mlg4TSviD/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 — Fuzzysort Engine capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "fuzzy-match-search-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_DkpuRLuutTxtIkWOTeAXLMpDF4nvPu7Mlg4TSviD/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 Fuzzysort Engine owners ask.

  • 01

    How fast is it?

    It uses fuzzysort, which can process 100k strings in a few milliseconds.

  • 02

    Does it return a score?

    Yes, it returns a similarity score where numbers closer to 0 indicate a better match.

  • 03

    Does it highlight the match?

    Yes, it wraps the matched characters in HTML bold tags.

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