What metrics does the tool use to calculate virality?

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

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

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

Is this tool for sentiment analysis?

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

Twitter Virality and QT Bait Scorer MCP Connector for Claude

A+

Quantify the 'Quote Tweet' incentive and virality potential of a tweet using linguistic pattern matching.

2 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

The Twitter Virality and QT Bait Scorer uses deterministic language markers to identify the structural potential of a tweet to trigger Quote Tweets and high-engagement virality. By analyzing features like contrarian statement density, hot-take index, controversy quotient, and 'takes vs facts' ratio, it provides an objective metric for engagement prediction. Use analyze_virality to assess punctuation diversity and sentence variety, or use analyze_qt_bait to evaluate the provocation potential of a tweet.

twitterviralityengagementanalyticslinguistics

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_zI43iqN4rwVnRDGJn4SXhxomjNEdDs0LjqKHNYIw/mcp

② Claude Code (terminal)

claude mcp add --transport http twitter-virality-and-qt-bait-scorer https://edge.vinkius.com/vk_preview_zI43iqN4rwVnRDGJn4SXhxomjNEdDs0LjqKHNYIw/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "twitter-virality-and-qt-bait-scorer": {
      "url": "https://edge.vinkius.com/vk_preview_zI43iqN4rwVnRDGJn4SXhxomjNEdDs0LjqKHNYIw/mcp"
    }
  }
}

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