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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use MinHash Text Deduplicator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Detect near-duplicate texts using MinHash signatures and Jaccard similarity.

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 MinHash Text Deduplicator capability set.

These are the exact actions your AI can choose when you ask it to work with MinHash Text Deduplicator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through MinHash Text Deduplicator.

  1. 01

    Check is duplicate

    Performs a binary check to determine if a new piece of text is a near-duplicate of any existing text

  2. 02

    Compute similarity matrix

    Calculates the estimated Jaccard similarity between all provided text entries

  3. 03

    Identify duplicate clusters

    Groups texts into distinct sets of near-duplicates based on a specific similarity requirement

Observed, not estimated

811ms average. Fast in production.

MinHash Text Deduplicator is checked daily against the live service.

Daily averagePeak 1052ms
Aug 20Today
Fastest day
630ms
Slowest day
1052ms
14-day trend
Slowing+29%

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 MinHash Text Deduplicator, so you can see the experience inside your AI.

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

MinHash Text Deduplicator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_Hrwd2eQSW1CKLVQMLfqo9vh7UJ78eowNZ6AnF9OF/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 — MinHash Text Deduplicator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "minhash-text-deduplicator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Hrwd2eQSW1CKLVQMLfqo9vh7UJ78eowNZ6AnF9OF/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 MinHash Text Deduplicator owners ask.

  • 01

    How does the similarity estimation work?

    It uses MinHash signatures to estimate the Jaccard similarity between sets of shingles, providing a score between 0.0 and 1.0.

  • 02

    What is the purpose of the ngramSize parameter?

    The ngramSize determines the length of the shingles. A larger size requires more exact sequence matches to trigger a duplicate detection.

  • 03

    Can I use this to clean up my vector database?

    Yes, you can use identify_duplicate_clusters to find redundant entries and remove them to prevent bloat in your vector stores.

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