Download PDFMarkdown Version
ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Context Redundancy Deduplicator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Identify and quantify exact N-gram overlaps across RAG documents to optimize context window usage.

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 Context Redundancy Deduplicator capability set.

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

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Context Redundancy Deduplicator.

  1. 01

    Analyze redundancy

    Perform a comprehensive redundancy analysis across a set of documents using a specific N-gram size

  2. 02

    Calculate savings projection

    Estimate the impact of deduplication on context window limits or storage

  3. 03

    Find duplicate segments

    Isolate and identify the specific text blocks that are identical across the provided documents

Observed, not estimated

742ms average. Fast in production.

Context Redundancy Deduplicator is checked daily against the live service.

Daily averagePeak 874ms
Aug 20Today
Fastest day
601ms
Slowest day
874ms
14-day trend
Slowing+22%

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 Context Redundancy Deduplicator, so you can see the experience inside your AI.

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

Context Redundancy Deduplicator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_IcB9hU5GgVy47JogLYyiv1dsM0jucu46OFvJv6W5/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 — Context Redundancy Deduplicator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "context-redundancy-deduplicator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_IcB9hU5GgVy47JogLYyiv1dsM0jucu46OFvJv6W5/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 Context Redundancy Deduplicator owners ask.

  • 01

    What is an N-gram in this context?

    An N-gram is a contiguous sequence of N items (characters or words) from a given sample of text used to identify repetitions.

  • 02

    How is the redundancy percentage calculated?

    It is the ratio of the total number of characters that are part of a duplicate N-gram sequence to the total number of characters across all original documents.

  • 03

    When is a document flagged?

    A document is flagged when its unique content is significantly superseded by repeated content found elsewhere, specifically when the overlap exceeds 70%.

Explore

More in Optimization

Suggestions