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Connect Cognitive Load Scorer to ChatGPT, Claude and Gemini

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. Quantify how much brainpower your readers need to process 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 Cognitive Load Scorer.

  1. 01

    Evaluate lexical difficulty

    This capability assesses the complexity of the words you choose. It flags vocabulary that requires extra decoding time from the reader.

  2. 02

    Analyze syntactic structure

    This capability examines the grammatical framework of your writing. It identifies how deep or convoluted sentence structures are to find hidden friction points.

  3. 03

    Calculate working memory load

    This capability determines the mental storage required to hold the information in a text. It helps you see if a list or a complex sentence will overwhelm a reader's immediate focus.

Real work

What teams actually run

01

Documentation Audits

Check if a new manual is too difficult for a non-expert user to follow.

02

UX Copy Optimization

Ensure error messages and tooltips don't require too much mental processing.

03

Educational Content Design

Verify that learning materials stay within the cognitive limits of students.

04

Email Clarity Checks

Confirm that important instructions in a long email are easy to remember.

One connector, every AI

Cognitive Load Scorer 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 Cognitive Load Scorer 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

756ms average. Fast in production.

Cognitive Load Scorer is checked daily against the live service.

Daily averagePeak 881ms
Oct 3Today
Fastest day
597ms
Slowest day
881ms
14-day trend
Improving-19%

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 Cognitive Load Scorer, so you can see the experience inside your AI.

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

Cognitive Load Scorer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_1KOk7RIHolegTPgiDAmHVbg9WXzxAjAtmJSywT4M/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 — Cognitive Load Scorer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "cognitive-load-scorer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_1KOk7RIHolegTPgiDAmHVbg9WXzxAjAtmJSywT4M/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 Cognitive Load Scorer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Cognitive Load Scorer owners hand off.

This MCP is built for professionals who need to control the clarity and accessibility of their written communication.

  • 01

    Technical Writers

    They use it to ensure complex documentation remains readable for their target audience.

  • 02

    UX Writers

    They use it to minimize the mental effort required to navigate interfaces and instructions.

  • 03

    Content Strategists

    They use it to audit large bodies of text for consistent difficulty levels.

FAQ

Questions Cognitive Load Scorer owners ask.

  • 01

    What is cognitive load in text analysis?

    It is the amount of mental effort required to process information. This MCP measures that effort by looking at word difficulty and sentence structure.

  • 02

    How do I use this with Claude or Cursor?

    You connect to the MCP through the Vinkius platform. Once connected, your AI client can automatically call the capabilities to analyze any text you provide.

  • 03

    Can this MCP help me write better technical manuals?

    Yes. It allows you to identify where your technical language or sentence structures might be creating too much friction for the reader.

  • 04

    Does this replace standard readability scores?

    It provides a different type of data. While standard scores look at general readability, this MCP focuses on the specific mental pressure and memory load caused by your writing.

  • 05

    Do I need to host the MCP myself?

    No. Vinkius hosts and manages the MCP for you. You just connect your client and start using the capabilities.

  • 06

    What does the analyze_syntactic_structure capability measure?

    It determines structural effort by calculating maximum nested clause depth and negation density within your text.

  • 07

    How is lexical difficulty evaluated?

    The evaluate_lexical_difficulty capability compares words against lists of concrete and abstract terms, while also measuring the density of jargon and acronyms.

  • 08

    Can I use this to check for reader fatigue?

    Yes, by using calculate_working_memory_load, you can identify high-pressure structures like long lists that increase the risk of cognitive overload.

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