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Vinkius

SM2 Spaced Repetition Connector for AI agents.

5 live capabilities

Automate long-term memory retention with scientifically-backed study schedules.

Live agent request SM2 Spaced Repetition / Connector

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AI Agent

Why people use SM2 Spaced Repetition

SM2 Spaced Repetition for Medical and Language Learning

By using this Connector, you hand that logistics work over to your agent. You just report your performance, and the system handles the rest. It calculates the next date, adjusts the difficulty, and keeps your progress on track. You get a perfectly optimized study plan that reacts to your brain in real time.

  • Claude
  • ChatGPT
  • Gemini
  • Cursor
  • Visual Studio Code
  • Windsurf

What Vinkius changes

Your agent handles the complex math of memory science so you can focus on actually learning the material.

Use it from Claude, ChatGPT, Cursor or another AI client you already have.

One account · 6,100+ Connectors

  1. Real-world use case 01

    Batch updating study cards

    A med student tells their agent they got 3/5 on a batch of anatomy cards.

  2. Real-world use case 02

    Validating study scores

    A language learner asks their agent to check if a score of -1 is valid, and the agent corrects the input to stay within the 0-5 range.

  3. Real-world use case 03

    Checking default card settings

    A developer wants to know the default settings for new cards to ensure their training deck starts with a 1-day interval.

Complete set · 5capabilities

The complete SM2 Spaced Repetition capability set.

These are the exact actions your AI can choose when you ask it to work with SM2 Spaced Repetition.

Capability set01 / 02

01—03

3 capabilities in this set.

Part of 5 available through SM2 Spaced Repetition.

  1. 01 Capability

    Calculate optimal review dates

    The Connector determines the next date you need to see a fact based on your previous performance.

  2. 02 Capability

    Update easiness factors

    It adjusts how difficult a piece of information is perceived to be over time.

  3. 03 Capability

    Process multiple card reviews

    Your agent can update a whole batch of cards in a single request to save time.

Capability set02 / 02

04—05

2 capabilities in this set.

Part of 5 available through SM2 Spaced Repetition.

  1. 04 Capability

    Reset card intervals

    The system automatically resets the schedule for cards you failed to remember.

  2. 05 Capability

    Check score validity

    It ensures your performance scores stay within the required range for accurate math.

Set up in minutes

One URL. Then ask SM2 Spaced Repetition to work.

Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use SM2 Spaced Repetition from the conversation.

Choose your client

Live preview
Advanced clients IDE · CLI

Claude · Web + desktop

Official guide ↗

Connector URL · ready to paste

Streamable HTTP
https://edge.vinkius.com/vk_preview_aye8K1HCPAsF2EMMPYXQSOjgV2am8CM4RpYUeluy/mcp
  1. Step 01

    Open Connectors

    In Claude Web or Claude Desktop, open Settings and choose Connectors.

  2. Step 02

    Add the URL

    Choose Add custom connector, name it SM2 Spaced Repetition, and paste the URL above.

  3. Step 03

    Turn it on in chat

    Select +, open Connectors, and enable SM2 Spaced Repetition for the conversation.

Where the request belongs

Work SM2 Spaced Repetition can move forward.

Built around the request

This is for anyone overwhelmed by the logistics of memorizing large datasets. It's for students, language learners, and professionals who need a system that handles the 'when' so they can focus on the 'what'.

01

Medical Student

Memorizing thousands of drug interactions and symptoms while keeping the review schedule updated automatically.

02

Language Learner

Tracking vocabulary retention across different difficulty levels to ensure words stick in long-term memory.

03

Technical Trainer

Ensuring employees remember complex security protocols or coding standards through automated recall prompts.

04

Self-Learner

Managing a personal Second Brain of facts they want to keep forever without manual tracking.

Bring your own AI

Change the model, client or framework. Keep SM2 Spaced Repetition connected.

  • Claude
  • ChatGPT
  • Gemini
  • Cursor
  • VS Code
  • Windsurf
  • ZCode
  • Cline
  • Zed
  • Continue
  • Kiro
  • Roo Code
  • Zencoder
  • Goose
  • Void
  • Augment Code
  • Amp
  • Qodo
  • Tabnine
  • Pieces
  • Sourcegraph Cody
  • JetBrains
  • Warp
  • Amazon Q
  • Antigravity
  • BoltAI
  • Raycast
  • Jan
  • LM Studio
  • AnythingLLM
  • Open WebUI
  • Msty
  • Cherry Studio
  • LibreChat
  • TypingMind
  • Chorus
  • 5ire
  • n8n
  • LangChain
  • LlamaIndex
  • CrewAI
  • Vercel AI SDK

Before you connect

Questions about SM2 Spaced Repetition.

The practical details behind the request, access and result.

How does the SM2 Spaced Repetition MCP help me learn faster?

It uses the SM-2 algorithm to show you information right before you're about to forget it. This optimizes your study time so you spend less time on easy stuff and more time on the hard parts.

Can I use this Connector with my existing study notes?

Yes, you can have your agent use this to manage the review schedule for any notes or facts you're trying to memorize.

Does the SM2 Spaced Repetition MCP handle bulk updates?

Yes, it can process multiple card reviews at once. This makes it much faster to update large sets of information after a study session.

What happens if I get a card wrong?

The Connector will automatically adjust the easiness factor and shorten the review interval, ensuring you see that specific card again much sooner.

Is this Connector good for learning a new language?

It's perfect for that. It handles the math of vocabulary retention so you can focus on practice and speaking.

How do I know if my scores are valid?

The system requires scores between 0 and 5. Your agent can check these for you to make sure your data stays clean.

How does the SM-2 algorithm work?

It uses review quality scores (0-5) to adjust the interval between reviews and the Easiness Factor, helping to schedule reviews at the peak of your forgetting curve. Capabilities available: your_tool_name.

Can I process multiple cards at once?

Yes, the evaluate_review_batch capability allows you to send a batch of card updates in a single request for maximum efficiency.

What are the supported card statuses?

The system manages cards through three stages: New, Learning, and Mature.

One connection away

Give your agent a direct line to SM2 Spaced Repetition.

Connect SM2 Spaced Repetition once. Keep it beside 6,100+ managed Connectors when the next task needs more.

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