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MCP server · Cloud

Interleaved Learning MCP

by · github.com/sheikhcoders/interleaved-learning-mcp

MCP Server for Interleaved Learning - Study Scheduler, Quiz Generator, Flashcard Shuffler, and Learning Tracker. Deploy on Vercel.

Unclaimed last commit 10 months ago cloud
InstallView source
48Fair

Scored 5 months ago · breakdown

About Interleaved Learning MCP

Interleaved Learning MCP is an MCP server published by sheikhcoders in the Cloud category: mCP Server for Interleaved Learning - Study Scheduler, Quiz Generator, Flashcard Shuffler, and Learning Tracker. Deploy on Vercel.

The repository has 1 stars and 0 forks, with the last commit 10 months ago. Six months or more without a commit doesn't mean the server is broken, but check the open issues before depending on it in production.

Install

From source
git clone https://github.com/sheikhcoders/interleaved-learning-mcp

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

Static checks derived from the repository 22 hours ago. Heuristics on the source, not an audit.

  • ✓README presentThe repository ships documentation.
  • !License declaredNo license file. Legally you have no right to use it in a product.
  • !Tests presentNo tests found. Behaviour changes may go unnoticed between versions.
  • !Dependencies pinnedNo lockfile. Installs can pull different code over time.
  • ✓No dynamic code executionSource scan found no eval, dynamic Function, or shell execution.
  • !Scoped permissionsDoesn't declare a permission scope. Assume it can do anything its process can.

README

🧠 Interleaved Learning MCP Server

A Model Context Protocol (MCP) server implementing cognitive science-backed interleaved learning techniques for optimal knowledge retention.

Deploy with Vercel

🚀 Live Server

MCP Endpoint: https://interleaved-learning-mcp.vercel.app/api/mcp

LLMs.txt Support

📚 Documentation

What is Interleaved Learning?

Interleaved learning is a cognitive strategy backed by decades of research that involves mixing different topics during study sessions instead of focusing on one topic at a time (blocked practice).

Research-Backed Benefits

Benefit Improvement
Long-term retention Up to 43% better
Concept discrimination Significantly improved
Knowledge transfer Enhanced application
Problem-solving More flexible approaches

"Interleaving is one of the most powerful learning strategies available, yet remains underutilized." — Rohrer & Taylor, 2007

🛠️ Available Tools

1. create_study_plan

Generate interleaved study schedules with 5 research-backed patterns.

{
  "subjects": ["Mathematics", "Physics", "Chemistry"],
  "totalMinutes": 90,
  "pattern": "ABCABC"
}

Patterns Available:

  • ABAB - Simple alternation (beginner)
  • ABCABC - Triple rotation (intermediate)
  • ABACBC - Spaced mixing (intermediate)
  • Random - Maximum interleaving (advanced)
  • Blocked-to-Interleaved - Gradual transition (beginner)

2. generate_interleaved_quiz

Create mixed-topic quizzes that strengthen discrimination learning.

3. create_flashcard_deck

Build multi-topic flashcard decks for interleaved review.

4. get_shuffled_flashcards

Retrieve flashcards in shuffled order across topics.

5. log_study_session

Track study sessions with duration and quiz scores.

6. get_learning_progress

View statistics and personalized recommendations.

7. get_interleaving_patterns

Learn about different interleaving strategies and their use cases.

🔌 Quick Start

Connect with Cursor

Add to .cursor/mcp.json:

{
  "mcpServers": {
    "interleaved-learning": {
      "url": "https://interleaved-learning-mcp.vercel.app/api/mcp"
    }
  }
}

Connect with Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "interleaved-learning": {
      "transport": {
        "type": "streamable-http",
        "url": "https://interleaved-learning-mcp.vercel.app/api/mcp"
      }
    }
  }
}

🧪 Local Development

# Clone the repository
git clone https://github.com/sheikhcoders/interleaved-learning-mcp.git
cd interleaved-learning-mcp

# Install dependencies
npm install

# Run development server
npm run dev

# Test with MCP Inspector
npx @modelcontextprotocol/inspector@latest http://localhost:3000 undefined

Connect to http://localhost:3000/api/mcp using Streamable HTTP transport.

📦 Tech Stack

  • Framework: Next.js 15
  • MCP Adapter: mcp-handler (Vercel)
  • Protocol: @modelcontextprotocol/sdk
  • Language: TypeScript
  • Validation: Zod
  • Deployment: Vercel

📖 Learning Resources

👨‍💻 Author

Likhon Sheikh
@sheikhcoders

📄 License

MIT License © 2024 Likhon Sheikh

README fetched from the repository 22 hours ago. The original is authoritative.

Questions

About Interleaved Learning MCP

How do I install Interleaved Learning MCP?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Interleaved Learning MCP safe to use with an AI agent?

Its trust score is 48 out of 100 (fair). It passes 2 of the 6 static security checks run so far; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Interleaved Learning MCP still maintained?

The last commit was 10 months ago. That's long enough that you should check whether the maintainer is responding to issues before depending on it.