Use VTuber Clip Scorer with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. A deterministic engine to evaluate the viral potential of VTuber stream clips.
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.
Complete set · 3 capabilities
The complete VTuber Clip Scorer capability set.
These are the exact actions your AI can choose when you ask it to work with VTuber Clip Scorer.
01-03
3 capabilities in this set.
Part of 3 available through VTuber Clip Scorer.
- 01
Calculate highlight potential
Evaluates the viral intensity of a specific clip segment
- 02
Get tier thresholds
Retrieves the current business rules for viral tier classifications
- 03
Validate clip metrics
Verifies that the provided engagement metrics are logically sound
Observed, not estimated
759ms average. Fast in production.
VTuber Clip Scorer is checked daily against the live service.
- Fastest day
- 744ms
- Slowest day
- 889ms
- 14-day trend
- Stable-3%
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 VTuber Clip Scorer, so you can see the experience inside your AI.
It does not authenticate your account with VTuber Clip Scorer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
VTuber Clip Scorer Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_z6aAHxgGhXcvOgkAZg6mTBX0LyK6epXULCvzAhc8/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — VTuber Clip Scorer capabilities are ready to use.
{
"mcpServers": {
"vtuber-clip-highlight-scorer-mcp": {
"url": "https://edge.vinkius.com/vk_preview_z6aAHxgGhXcvOgkAZg6mTBX0LyK6epXULCvzAhc8/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
FAQ
Questions VTuber Clip Scorer owners ask.
- 01
How is the viral tier determined?
The viral tier is determined by the Score Per Minute (SPM). Tiers are classified as S (Legendary), A (High Engagement), B (Moderate), or C (Standard) based on specific intensity thresholds.
- 02
What metrics are used for scoring?
The engine uses Super Chat counts, chat velocity (messages per minute), and laugh emote counts to calculate the total highlight score.
- 03
Can I validate my data before scoring?
Yes, you can use the validate_clip_metrics capability to ensure your engagement data is logically sound and non-negative before running the full scoring process.
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