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Connect Course Progress to ChatGPT, Claude and Gemini

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. Get precise learner data and course completion metrics instantly.

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.

How Vinkius works: one connection, every tool, in any AI
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.

Complete set · 4 capabilities

The complete Course Progress capability set.

These are the exact actions your AI can choose when you ask it to work with Course Progress.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Course Progress.

  1. 01

    Get completion milestones

    This capability pulls upcoming progress milestones for a specific course. Use it to see what percentage marks a learner is approaching next.

  2. 02

    Get course completion

    This capability calculates the exact percentage of a course that has been finished. It's the fastest way to get a completion score for any course ID.

  3. 03

    Get lesson progress details

    This capability provides a full breakdown of lesson status. It shows you exactly how many lessons are completed and how many remain.

  4. 04

    Verify course integrity

    This capability checks the underlying course data for errors. It ensures that progress calculations remain accurate and reliable.

One connector, every AI

Course Progress 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 Course Progress 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

999ms average. Fast in production.

Course Progress is checked daily against the live service.

Daily averagePeak 1025ms
Sep 23Today
Fastest day
954ms
Slowest day
1025ms
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 Course Progress, so you can see the experience inside your AI.

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

Course Progress Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_QW8mgsdtOyO4FkVZqMegYzjG4xll6sd7RoojNdm5/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 — Course Progress capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "course-progress-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_QW8mgsdtOyO4FkVZqMegYzjG4xll6sd7RoojNdm5/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? How to give Claude access to Course Progress

See all the AI clients this connector works with ↑

Who it's for

Built for the work Course Progress owners hand off.

This MCP is built for people managing digital learning platforms or educational content.

  • 01

    Instructional Designers

    They hand off curriculum structure to the AI to monitor how content is being consumed.

  • 02

    EdTech Product Managers

    They use the AI to pull quick metrics on user engagement and course completion rates.

  • 03

    Learning Administrators

    They task the AI with verifying student progress and identifying stalled learners.

FAQ

Questions Course Progress owners ask.

  • 01

    How do I use this MCP with Claude?

    You connect to the MCP through the Vinkius platform. Once connected, Claude can immediately use the capabilities to check course progress.

  • 02

    Can this MCP calculate specific lesson counts?

    Yes. The get_lesson_progress_details capability provides a full breakdown of completed and remaining lessons.

  • 03

    Does it work with Cursor or VS Code?

    Yes, this MCP is compatible with any MCP-compatible client, including Cursor and VS Code.

  • 04

    What happens if the course data is wrong?

    The verify_course_integrity capability is designed to check the data and ensure calculations are accurate.

  • 05

    Do I need to host this myself?

    No. Vinkius hosts and manages the MCP for you, so it is ready to use immediately after connection.

  • 06

    How is the completion percentage calculated?

    The percentage is calculated by dividing the number of completed lessons by the total number of lessons in the course, then multiplying by one hundred.

  • 07

    Can I see how many lessons are left in a course?

    Yes, you can use the get_lesson_progress_details capability to see the total, completed, and remaining lessons.

  • 08

    What happens if a course has no lessons?

    If a course contains zero total lessons, the capability will return an error as progress cannot be calculated.

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