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Connect Beginner Progression Score 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. Turn practice data into measurable skill milestones.

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

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.

A futuristic MCP client docking bay
V8 Isolate01

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.

Kill Switch02

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.

FinOps per User03

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 · 4 capabilities

We ship only the actions that matter.

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.

Real work

What teams actually run

01

Athletic Training

Track how specific drills and coaching quality affect your progression toward a new skill level.

02

Software Skill Acquisition

Measure how quickly you are moving through a programming language roadmap.

03

Musical Mastery

Estimate how many weeks of practice are required to master a specific piece or technique.

04

Language Learning

Analyze if your study environment is helping or hindering your vocabulary retention.

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

893ms average. Fast in production.

Beginner Progression Score is checked daily against the live service.

Daily averagePeak 1212ms
Oct 3Today
Fastest day
730ms
Slowest day
1212ms
14-day trend
Slowing+7%

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? Set up Beginner Progression Score in Claude and other AIs

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.

  • 06

    How is the progression score calculated?

    The score is a weighted metric combining cumulative practice hours, achieved skills, natural ability, and the quality of instruction received.

  • 07

    Can I get specific skill recommendations?

    Yes, the recommend_next_skills capability analyzes your current skill set against a difficulty map to suggest the most logical next milestones.

  • 08

    How accurate are the time estimates?

    Estimates are projections based on your current momentum, average weekly practice volume, and natural ability, provided with a confidence interval.

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