
Connect Language Learning Scheduler 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 your free time into a structured fluency plan.
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 · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through Language Learning Scheduler.
- 01
Calculate optimal schedule
This capability builds a balanced weekly plan by distributing your learning activities across your available hours.
- 02
Get availability summary
Use this to see a breakdown of your total free time and how it's spread across the week.
- 03
Get learning progress metrics
This capability provides data on your study rhythm and how consistent you've been with your sessions.
- 04
Validate session feasibility
Check if a specific study session you want to add is actually realistic given your current schedule.
Real work
What teams actually run
Weekly Planning
Set your study goals at the start of the week and let the AI distribute them.
Instant Schedule Adjustments
Ask your agent if you can squeeze in a quick review session during a lunch break.
Consistency Audits
Review your progress metrics to see if you are actually sticking to your plan.
Time Management
Get a clear view of your total study capacity for the upcoming week.
One connector, every AI
Language Learning Scheduler 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 Language Learning Scheduler 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.
Language Learning Scheduler is checked daily against the live service.
- Fastest day
- 715ms
- Slowest day
- 971ms
- 14-day trend
- Improving-5%
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 Language Learning Scheduler, so you can see the experience inside your AI.
It does not authenticate your account with Language Learning Scheduler. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Language Learning Scheduler Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_AwRLi2iMdTLlScNHRMpsLDNw8V1jCMThcYEq58Kb/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 — Language Learning Scheduler capabilities are ready to use.
{
"mcpServers": {
"language-learning-scheduler-mcp": {
"url": "https://edge.vinkius.com/vk_preview_AwRLi2iMdTLlScNHRMpsLDNw8V1jCMThcYEq58Kb/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 Language Learning Scheduler in Claude and other AIs
Who it's for
Built for the work Language Learning Scheduler owners hand off.
This is for anyone serious about language acquisition who struggles to find consistent time in a busy schedule.
- 01
Language Learners
People who want to hand off the logistics of planning to their AI agent.
- 02
Polyglots
Users managing multiple languages who need to balance different study pillars.
- 03
Students
Individuals looking to verify if their study goals are realistic within a school week.
FAQ
Questions Language Learning Scheduler owners ask.
- 01
How do I use this with my AI client?
You connect it once through the Vinkius interface, and it becomes available in any MCP-compatible client like Claude or Cursor.
- 02
Can I customize my study activities?
Yes, you can tell your agent exactly how many minutes you want to spend on lessons, practice, or speaking.
- 03
Does this MCP track my progress?
Yes, it includes a capability to retrieve metrics regarding your learning rhythm and consistency.
- 04
Will it tell me if I am overworking?
The feasibility capability allows your agent to check if a proposed session is realistic based on your available time.
- 05
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately.
- 06
How does the scheduling logic work?
The system uses calculate_optimal_schedule to prioritize lessons and practice, then strategically places review sessions to counter the forgetting curve, all while staying within your total available minutes.
- 07
Can I limit how much I study each day?
Yes, when using calculate_optimal_schedule, you can provide a maxDailyMinutes parameter to prevent burnout and ensure a balanced cognitive load.
- 08
How do I know if I am making progress?
You can use get_learning_progress_metrics to view your completion rate, consistency score, and how your time is distributed across lessons, practice, reviews, and speaking.
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Connect Language Learning Scheduler to Claude, Cursor, ChatGPT & more
