Use AI Model Adoption Velocity with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Measure and predict the speed of AI model integration and market penetration.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Complete set · 4 capabilities
The complete AI Model Adoption Velocity capability set.
These are the exact actions your AI can choose when you ask it to work with AI Model Adoption Velocity.
01-04
4 capabilities in this set.
Part of 4 available through AI Model Adoption Velocity.
- 01
Get adoption velocity
Calculates the core adoption velocity score for a specific model
- 02
Get ecosystem impact
Evaluates how community and developer infrastructure are accelerating or hindering adoption
- 03
Get growth trajectory
Predicts the future momentum and direction of model adoption
- 04
Get viral metrics
Specifically isolates the viral coefficient to understand organic growth potential
One connector, every AI
AI Model Adoption Velocity 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 AI Model Adoption Velocity 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
964ms average. Fast in production.
AI Model Adoption Velocity is checked daily against the live service.
- Fastest day
- 946ms
- Slowest day
- 982ms
- 14-day trend
- Stable-4%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 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 AI Model Adoption Velocity, so you can see the experience inside your AI.
It does not authenticate your account with AI Model Adoption Velocity. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
AI Model Adoption Velocity Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_lyMrH9Yx17csa6rHitVMg74MkBlNXBs7iYLpo2kz/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 — AI Model Adoption Velocity capabilities are ready to use.
{
"mcpServers": {
"ai-model-adoption-velocity-mcp": {
"url": "https://edge.vinkius.com/vk_preview_lyMrH9Yx17csa6rHitVMg74MkBlNXBs7iYLpo2kz/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? link.label
FAQ
Questions AI Model Adoption Velocity owners ask.
- 01
What is the Adoption Velocity Score?
The Adoption Velocity Score is a composite metric representing the speed of market penetration, synthesized from usage volume, growth intensity, and integration depth.
- 02
How can I predict future model growth?
You can use the get_growth_trajectory capability to predict future momentum and direction based on current users and ecosystem strength.
- 03
Does this capability account for community engagement?
Yes, the get_ecosystem_impact capability evaluates how community and developer infrastructure accelerate or hinder adoption.
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