
Connect Vtuber Clip Highlight Scorer to ChatGPT and Claude
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. Identify your most viral stream moments instantly.
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.
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.

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.
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.
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.
01-03
3 capabilities in this set.
Part of 3 available through VTuber Clip Scorer.
- 01
Calculate highlight potential
This capability evaluates the viral intensity of a specific clip segment based on provided engagement data.
- 02
Get tier thresholds
Use this to pull the current business rules used for viral tier classifications.
- 03
Validate clip metrics
This capability checks that your engagement metrics are logically sound before you attempt to score them.
Real work
What teams actually run
Rapid Highlight Selection
Feed an agent metrics from a 4-hour stream to instantly find the S-Tier moments.
Social Media Planning
Identify B-Tier or higher clips to schedule posts for TikTok or YouTube Shorts.
Engagement Auditing
Compare different clips to see which specific engagement drivers result in higher SPM.
Data Cleaning
Use the validation capability to ensure exported chat logs don't contain impossible values.
One connector, every AI
VTuber Clip 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put VTuber Clip 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
872ms average. Fast in production.
VTuber Clip Scorer is checked daily against the live service.
- Fastest day
- 682ms
- Slowest day
- 1082ms
- 14-day trend
- Slowing+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 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
Guided setup for Claude? Set up VTuber Clip Scorer in Claude and other AIs
Who it's for
Built for the work VTuber Clip Scorer owners hand off.
Content teams and VTuber managers who need to process large amounts of stream data to find highlights.
- 01
Content Managers
They hand off raw stream metrics to the agent to find top-tier clips for social media.
- 02
Video Editors
They use the scoring output to decide which segments of a long stream to cut first.
- 03
Stream Analytics Leads
They use the deterministic scoring to track engagement trends over time.
FAQ
Questions VTuber Clip Scorer owners ask.
- 01
How does the MCP determine if a clip is viral?
It uses a deterministic engine that analyzes Super Chat counts, chat velocity, and laugh emotes to calculate a score and assign a tier.
- 02
What is Score Per Minute (SPM)?
SPM is a normalized metric that allows you to compare the intensity of clips regardless of how long they are.
- 03
Can I use this with Claude or Cursor?
Yes, you can connect this MCP to any MCP-compatible client including Claude, Cursor, and Windsurf.
- 04
What are the viral tiers?
The engine classifies clips into four distinct tiers: S, A, B, and C.
- 05
Does it handle invalid data?
The MCP includes a validation capability to check that engagement metrics are logically sound before scoring.
- 06
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.
- 07
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.
- 08
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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Connect VTuber Clip Scorer to Claude, Cursor, ChatGPT & more
