• SCORE
  • LEVELS
  • ADJUST
  • HUMAN

How to analyze session complexity with your AI

Connect your study materials to your AI to see how much mental energy a session will actually take. It turns a list of topics into a measurable workload.

Ask AI about this page

Short answer

How can I find the cognitive load of my study session?

Your AI uses the session data to generate a specific cognitive load score. This score tells you how much mental effort the planned active recall will require. You'll get a breakdown of the difficulty levels for each topic.

The session outcomes.

What you get from the analysis.

The AI processes your plan to give you these four specific results.

SCORE

Cognitive load score

The AI calculates a single number representing the total mental effort. This helps you decide if a session is too heavy for one sitting.

LEVELS

Difficulty breakdown

You get a list of topics categorized by how much focus they demand. It highlights which parts of your session are the most draining.

ADJUST

Load balancing

The AI identifies where you've packed too much complexity into one block. You can use this to spread out harder topics.

HUMAN

Manual review needed

The AI flags sessions where the complexity score is too high to be reliable. You'll need to step in and manually prune the topics.

The workflow

What your AI does when the session plan arrives.

The AI handles the heavy lifting of analyzing your curriculum against cognitive load principles.

  1. Analyze content

    The AI looks at your list of topics and the depth of information required for each. It evaluates the density of the material.

    summarize_session_complexity

  2. Calculate load

    The AI applies the complexity logic to the summarized data. It produces the final score based on the mental effort needed.

    summarize_session_complexity

  3. Identify peaks

    The AI finds the specific moments in your plan where the mental demand spikes. This helps you spot potential burnout points.

    summarize_session_complexity

  4. Flag outliers

    The AI checks if the session exceeds reasonable limits for a single sitting. It marks these sessions for your review.

    summarize_session_complexity

Try it

Copy these to start.

Paste these prompts into your chat to begin analyzing your sessions.

Starting points

Replace the bracketed text with your actual study topics or document names.

Active Recall Session Planner Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_tCARNtTj9xeKLfI0lYOF9thr2S2JrteLth8OJvI6/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 — Active Recall Session Planner capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "active-recall-session-planner-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_tCARNtTj9xeKLfI0lYOF9thr2S2JrteLth8OJvI6/mcp"
    }
  }
}
Copy into chat04

  • Analyze the complexity of my biology lecture notes from today.

  • What is the cognitive load score for this list of history topics?

  • Check my study plan for the upcoming chemistry exam and find the hardest parts.

  • Summarize the complexity of my flashcard deck on organic chemistry.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Active Recall Session Planner once, then ask.

Click the link to connect the MCP to your client. Once connected, you can immediately start asking your AI to score your sessions.

Connect Active Recall Session Planner to your AI

FAQ

How the complexity analysis works

  • 01

    Can the AI change my study schedule?

    No. The AI only analyzes the complexity of the plan you provide. You have to make the actual changes to your schedule yourself.

  • 02

    Does the AI delete my notes?

    No. The AI only reads your data to calculate the score. It cannot modify or delete your original files.

  • 03

    How accurate is the cognitive load score?

    The score is a mathematical estimate based on the density and complexity of the topics you provide.

  • 04

    Can I use this with any AI client?

    Yes, as long as your client is MCP-compatible, like Claude, Cursor, or Windsurf.

  • 05

    What happens if the session is too complex?

    The AI will flag the session and suggest that you review it manually to reduce the load.

  • More questions about Active Recall Session Planner? The Connector page answers them. See everything the Active Recall Session Planner Connector can do

Connect Active Recall Session Planner to Claude, Cursor, ChatGPT & more