An astronaut overseeing a futuristic data hub
Download PDFMarkdown Version

Connect Twitter Virality And Qt Bait Scorer to your AI

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. Predict engagement by scoring linguistic patterns in your tweets.

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

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 · 2 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-02

2 capabilities in this set.

Part of 2 available through Twitter Virality Scorer.

  1. 01

    Analyze virality

    This capability assesses the structural potential of a tweet to spread. It looks at sentence variety and punctuation diversity to determine virality scores.

  2. 02

    Analyze qt bait

    This capability evaluates how much a tweet might provoke a Quote Tweet. It measures the density of contrarian markers and provocation potential.

Real work

What teams actually run

01

Pre-flight Engagement Checks

Run a draft through the MCP to see if it hits the necessary hot-take index before posting.

02

Content Optimization

Adjust sentence variety and punctuation to increase the virality score of a thread.

03

Competitor Pattern Analysis

Analyze the structural markers of viral posts to understand why they spread.

04

Brand Safety Audits

Check the provocation potential to ensure a post doesn't trigger unwanted controversy.

One connector, every AI

Twitter Virality 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 Twitter Virality 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

694ms average. Fast in production.

Twitter Virality Scorer is checked daily against the live service.

Daily averagePeak 838ms
Oct 3Today
Fastest day
534ms
Slowest day
838ms
14-day trend
Improving-11%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 2 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 Twitter Virality Scorer, so you can see the experience inside your AI.

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

Twitter Virality Scorer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_zI43iqN4rwVnRDGJn4SXhxomjNEdDs0LjqKHNYIw/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 — Twitter Virality Scorer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "twitter-virality-and-qt-bait-scorer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_zI43iqN4rwVnRDGJn4SXhxomjNEdDs0LjqKHNYIw/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 Twitter Virality Scorer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Twitter Virality Scorer owners hand off.

Social media strategists and content creators use this to refine their posting patterns before hitting publish.

  • 01

    Social Media Managers

    They hand off draft tweets to the AI to check for engagement potential.

  • 02

    Content Strategists

    They use the scoring metrics to adjust the tone of brand communications.

  • 03

    Digital Marketers

    They analyze the linguistic structure of successful posts to replicate patterns.

FAQ

Questions Twitter Virality Scorer owners ask.

  • 01

    How does the virality score work?

    The score is based on deterministic language markers like punctuation diversity and sentence variety.

  • 02

    What is QT bait?

    QT bait refers to the structural potential of a tweet to trigger Quote Tweets through high provocation or contrarian statements.

  • 03

    Which AI clients can use this MCP?

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

  • 04

    Does this capability require a Twitter account?

    No, the MCP analyzes the text of the tweet using linguistic patterns rather than accessing live account data.

  • 05

    Can I use this to avoid controversy?

    Yes, you can use the analyze_qt_bait capability to check the provocation potential and controversy quotient of your text.

  • 06

    What metrics does the capability use to calculate virality?

    The analyze_virality capability calculates scores based on punctuation diversity and sentence variety within the provided text.

  • 07

    How does it identify 'QT bait' for a tweet?

    The analyze_qt_bait capability identifies patterns like contrarian density and provocation index to determine how likely a tweet is to trigger Quote Tweets.

  • 08

    Is this capability for sentiment analysis?

    No, it is a deterministic engine that uses pattern matching to identify linguistic architectures associated with engagement-driving behavior.

Explore

More in Social Media

Suggestions

Connect Twitter Virality Scorer to Claude, Cursor, ChatGPT & more