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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Beginner Progression Score with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Turn practice data into measurable skill milestones.

Included with plan

Ask AI about this Connector

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 4 capabilities

The complete Beginner Progression Score capability set.

These are the exact actions your AI can choose when you ask it to work with Beginner Progression Score.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Beginner Progression Score.

  1. 01

    Estimate time to next level

    This capability predicts your timeline for reaching the next milestone. It uses your current practice habits to project future progress.

  2. 02

    Analyze practice efficiency

    This capability evaluates how well you use your practice time. It looks at how things like instruction quality and environment affect your learning speed.

  3. 03

    Calculate current progression

    This capability calculates your current overall advancement score. It provides a normalized number representing your total progress.

  4. 04

    Recommend next skills

    This capability identifies the most effective skills to learn next. It looks at your current progress to suggest the best path through a skill tree.

One connector, every AI

Beginner Progression Score 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.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Beginner Progression Score 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

866ms average. Fast in production.

Beginner Progression Score is checked daily against the live service.

Daily averagePeak 866ms
Sep 7Today
Fastest day
866ms
Slowest day
866ms
14-day trend
Stable0%

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 Beginner Progression Score, so you can see the experience inside your AI.

It does not authenticate your account with Beginner Progression Score. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Beginner Progression Score Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_zoUG1bHnX3QnpYSqLL9RwWEY77H6Thd7miIOnJa6/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Beginner Progression Score capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "beginner-progression-score-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_zoUG1bHnX3QnpYSqLL9RwWEY77H6Thd7miIOnJa6/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

See all the AI clients this connector works with ↑

Who it's for

Built for the work Beginner Progression Score owners hand off.

This is for anyone following a structured learning path who wants to move away from intuition and toward data. It works best for people tracking technical or physical skills.

  • 01

    Skill Coaches

    They hand off student practice data to the AI to get objective efficiency reports.

  • 02

    Self-Taught Learners

    They use the AI to stay on track and decide what to study next.

  • 03

    Curriculum Designers

    They use the metrics to see how effectively students move through specific skill trees.

FAQ

Questions Beginner Progression Score owners ask.

  • 01

    How do I connect this MCP to my AI client?

    You connect once through the Vinkius platform. After that, the MCP is ready to use in any compatible client like Claude or Cursor.

  • 02

    What data do I need to provide for a progression score?

    You'll need to provide details like practice hours, specific skills mastered, natural ability levels, and instruction factors.

  • 03

    Can this MCP predict exactly when I will finish a course?

    It provides an estimate based on your current practice habits and milestones, often including a confidence interval.

  • 04

    Does this work with any AI model?

    It works with any MCP-compatible client. It does not depend on a specific model version.

  • 05

    How does it measure practice efficiency?

    It evaluates your practice time against environmental factors and the quality of instruction you receive.

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