How is the engagement score calculated?

The score is calculated using a weighted formula: (completion_rate × 0.4) + (shares × 0.3) + (saves × 0.15) + (comments × 0.1) + (likes × 0.05), all normalized per 1,000 views.

Can I predict if a video will go viral?

Yes, by using the `predict_viral_potential` tool, you can obtain a Viral Potential Index from 0 to 100 and a specific growth tier.

Does the algorithm account for video age?

Yes, the `calculate_posting_adjustment` tool applies a historical decay rate to adjust engagement scores based on the hours elapsed since upload.

Douyin Engagement Algorithm MCP Connector for Claude

A+

Calculate precise video engagement scores and viral potential for Douyin and TikTok content.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides deterministic tools to quantify video performance in the Douyin and TikTok ecosystems. It calculates a weighted engagement score normalized per 1,000 views, allowing for fair comparison across different video scales. Use calculate_engagement_score to determine raw quality, predict_viral_potential to find the growth tier, calculate_posting_adjustment to account for freshness decay, and estimate_view_multiplier to forecast future reach.

douyintiktokengagementanalyticsviral

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_yvHJybH5kNWsnuAjyRTBthxCOZewqtWBgUM2uEoZ/mcp

② Claude Code (terminal)

claude mcp add --transport http douyin-engagement-algorithm https://edge.vinkius.com/vk_preview_yvHJybH5kNWsnuAjyRTBthxCOZewqtWBgUM2uEoZ/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "douyin-engagement-algorithm": {
      "url": "https://edge.vinkius.com/vk_preview_yvHJybH5kNWsnuAjyRTBthxCOZewqtWBgUM2uEoZ/mcp"
    }
  }
}

Get full access on Vinkius

The preview token above works for testing. Powered by Vinkius.