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Connect N-gram Frequency Analyzer 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. Get precise statistical breakdowns of text patterns and linguistic variety.

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 N-gram Frequency Analyzer.

  1. 01

    Assess linguistic diversity

    This capability categorizes text into specific complexity tiers based on its linguistic variety.

  2. 02

    Compute ngram frequencies

    This capability provides a detailed breakdown of how often each specific N-gram appears and calculates overall variety metrics.

  3. 03

    Extract top patterns

    This capability identifies the most frequent sequences in a text without needing to pull the entire dataset.

Real work

What teams actually run

01

Stylometric Analysis

Identify the unique linguistic fingerprints of different authors by comparing N-gram frequencies.

02

Content Quality Control

Check if marketing copy or technical documentation is becoming too repetitive.

03

NLP Preprocessing

Generate frequency data to help prepare text for further machine learning tasks.

04

Text Complexity Audits

Verify if a document meets specific readability or variety requirements.

One connector, every AI

N-gram Frequency Analyzer 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 N-gram Frequency Analyzer 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

825ms average. Fast in production.

N-gram Frequency Analyzer is checked daily against the live service.

Daily averagePeak 1025ms
Oct 3Today
Fastest day
710ms
Slowest day
1025ms
14-day trend
Improving-12%

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 N-gram Frequency Analyzer, so you can see the experience inside your AI.

It does not authenticate your account with N-gram Frequency Analyzer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

N-gram Frequency Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_3AzBZIrhX06RFCONh5nmasWdxskAtoiwPPesbk87/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 — N-gram Frequency Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "n-gram-frequency-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_3AzBZIrhX06RFCONh5nmasWdxskAtoiwPPesbk87/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 N-gram Frequency Analyzer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work N-gram Frequency Analyzer owners hand off.

This MCP is built for professionals who need to quantify language patterns rather than just reading them.

  • 01

    Linguists

    They hand off large corpora to the AI to get exact frequency counts and diversity scores.

  • 02

    Data Scientists

    They use the capability to extract text features for NLP preprocessing.

  • 03

    Content Auditors

    They check for repetitive phrasing or specific stylistic patterns in large text sets.

FAQ

Questions N-gram Frequency Analyzer owners ask.

  • 01

    What is an N-gram?

    An N-gram is a contiguous sequence of n items from a given sample of text. For example, a bigram is a sequence of two items.

  • 02

    Which AI clients can use this MCP?

    You can use this MCP with any compatible client, including Claude, Cursor, Windsurf, and VS Code.

  • 03

    How does Vinkius handle the connection?

    Vinkius hosts the MCP and manages the connection, so you only need to click once to connect your client to the capability.

  • 04

    Can I analyze very large files?

    Yes, the extract_top_patterns capability is designed to find frequent sequences without needing to retrieve the entire dataset at once.

  • 05

    Does this work for languages other than English?

    The current implementation is specifically designed for English text analysis.

  • 06

    How can I find the most frequent word sequences?

    Use the extract_top_patterns capability to identify top N-grams.

  • 07

    Is this analyzer compatible with all languages?

    No, it is specifically designed for English text processing.

  • 08

    How is text complexity measured?

    Complexity is determined by the diversity ratio provided by assess_linguistic_diversity.

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