Interleaved

You run an MCP endpoint that exposes interleaved learning tools aimed at boosting long-term retention, discrimination between concepts, and flexible problem-solving. This server offers practical, research-backed activities like planning multi-topic study sessions, generating mixed-topic quizzes, building flashcard decks, and tracking your progress with personalized recommendations. Connect with compatible MCP clients to orchestrate cross-topic practice and monitor your improvements over time.

How to use

You connect an MCP client to the endpoint to access interleaved learning tools. Use the available capabilities to generate interleaved study plans, create multi-topic quizzes, build flashcard decks, retrieve shuffled flashcards, log your study sessions, and view progress with personalized recommendations. These tools are designed to mix topics, reinforce discrimination between concepts, and support knowledge transfer across domains.

How to install

Prerequisites: install Node.js and npm on your system.

Step 1: Clone the project repository.

Step 2: Install dependencies.

Step 3: Run the development server.

Step 4: Test connectivity to the MCP endpoint at http://localhost:3000/api/mcp using a Streamable HTTP transport.

If you want to verify MCP capabilities from a client, you can use the following quick-start configurations.

Quick start client configurations

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

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

Additional notes

The endpoint is served over HTTP and is intended for use with MCP-compatible clients. When you connect, explore the available tools to plan study sessions, generate quizzes, assemble flashcards, and review your progress over time.

Resources and capabilities

The server supports the following interleaved learning tools to help you study across topics:

• create_study_plan: Generate interleaved study schedules with 5 research-backed patterns. You can specify subjects, totalMinutes, and a rotation pattern.

• generate_interleaved_quiz: Create mixed-topic quizzes to strengthen discrimination learning.

• create_flashcard_deck: Build multi-topic flashcard decks for interleaved review.

• get_shuffled_flashcards: Retrieve flashcards in shuffled order across topics.

• log_study_session: Track study sessions with duration and quiz scores.

• get_learning_progress: View statistics and personalized recommendations.

• get_interleaving_patterns: Learn about different interleaving strategies and their use cases.

Available tools

create_study_plan

Generate interleaved study schedules with 5 research-backed patterns for multiple subjects.

generate_interleaved_quiz

Create mixed-topic quizzes to strengthen discrimination learning.

create_flashcard_deck

Build multi-topic flashcard decks for interleaved review.

get_shuffled_flashcards

Retrieve flashcards in shuffled order across topics.

log_study_session

Track study sessions with duration and quiz scores.

get_learning_progress

View statistics and personalized recommendations.

get_interleaving_patterns

Learn about different interleaving strategies and their use cases.