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Connect Repetition Pattern Detector to ChatGPT and Claude

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Find and fix redundant word sequences in your text.

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

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

A futuristic MCP client docking bay
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Repetition Pattern Detector.

  1. 01

    Analyze text repetition

    This capability scans for repeating three-word sequences and calculates all redundancy and compression metrics.

  2. 02

    Check repetition threshold

    This capability checks if your text exceeds a specific redundancy limit you define.

  3. 03

    Get repetition summary

    This capability provides a high-level overview of redundancy without showing granular token counts.

Real work

What teams actually run

01

Manuscript Auditing

An author uses the capability to find repetitive sentence structures in a long chapter.

02

Content Optimization

A web editor checks if an article exceeds redundancy limits before publishing.

03

Data Compression Prep

A developer calculates how much space could be saved by deduplicating text sequences.

04

Style Guide Enforcement

A team uses threshold checks to ensure all outgoing reports meet quality standards.

One connector, every AI

Repetition Pattern Detector works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Repetition Pattern Detector to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

856ms average. Fast in production.

Repetition Pattern Detector is checked daily against the live service.

Daily averagePeak 1015ms
Oct 3Today
Fastest day
619ms
Slowest day
1015ms
14-day trend
Slowing+18%

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 Repetition Pattern Detector, so you can see the experience inside your AI.

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

Repetition Pattern Detector Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_UbCAaXsh6KoaYwTTEEzcAALH68CBifOo1XvihcUK/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 — Repetition Pattern Detector capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "repetition-pattern-detector-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_UbCAaXsh6KoaYwTTEEzcAALH68CBifOo1XvihcUK/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

Guided setup for Claude? Set up Repetition Pattern Detector in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Repetition Pattern Detector owners hand off.

This MCP is built for professionals who need to audit text for structural redundancy and efficiency.

  • 01

    Technical Writers

    They hand off documentation to the agent to ensure it isn't bloated with repetitive phrasing.

  • 02

    Editors

    They use the capability to get objective metrics on a manuscript's redundancy.

  • 03

    Data Engineers

    They use the compression metrics to evaluate text for data efficiency.

FAQ

Questions Repetition Pattern Detector owners ask.

  • 01

    What does this MCP actually analyze?

    It analyzes text for recurring three-word sequences, known as 3-grams, to find structural redundancy.

  • 02

    Can I use this with Claude or Cursor?

    Yes, it works with any MCP-compatible client including Claude, Cursor, and Windsurf.

  • 03

    How does it calculate compression?

    It calculates theoretical compression gains based on the identified redundant sequences.

  • 04

    Do I need to host this myself?

    No, Vinkius hosts and manages the MCP so it is ready to use immediately after connection.

  • 05

    Can I set a limit for redundancy?

    Yes, you can use the check_repetition_threshold capability to see if text exceeds a specific limit.

  • 06

    What constitutes a repeated phrase?

    A phrase is defined as a sequence of exactly three consecutive words that appears two or more times in the text.

  • 07

    How is the compression ratio calculated?

    The compression ratio represents the theoretical percentage of the total word count that can be saved if all redundant repetitions are removed.

  • 08

    Can I check if my text is too repetitive?

    Yes, you can use the check_repetition_threshold capability to see if the repetition ratio exceeds a specific limit you define.

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