• ACTIVE
  • SILENT
  • HUMAN
  • TRENDS

How to analyze student engagement patterns with your AI

Connect Mainstay to your agent to turn raw message logs into behavioral insights.

Ask AI about this page

Short answer

How can I track how students are responding to my messages?

Your agent pulls contact details and message history to find patterns in student behavior. You'll see exactly who is engaging and who has gone quiet.

Engagement outcomes.

Where your data lands.

The agent organizes student interactions into these categories.

ACTIVE

Responsive students

The AI finds contacts with recent activity. You'll see who is actively participating in your outreach.

SILENT

Disengaged students

The agent flags contacts who haven't replied to recent messages. This helps you spot students who are dropping off.

HUMAN

Direct outreach needed

The AI identifies specific students who need a personal touch. These are the cases where automation isn't enough.

TRENDS

Behavioral patterns

The agent summarizes common themes in message history. You'll see which topics drive the most or least engagement.

The workflow

What your AI does when the data arrives.

The agent moves from raw contact lists to specific behavioral summaries.

  1. Pull the roster

    The agent gathers your full list of students to establish a baseline for the analysis.

    list_contacts

  2. Inspect student profiles

    The agent looks at individual contact data to understand specific student statuses.

    get_contact_details

  3. Scan message logs

    The agent reads through conversation history to find response patterns.

    list_messages

  4. Identify trends

    The agent combines contact info and message history to report on engagement levels.

    list_messagesget_contact_details

Try it

Copy these to start.

Use these prompts to kick off your analysis.

Starting points

These are opening lines. Swap the bracketed text for your specific student groups or timeframes.

Mainstay Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_GWkFmNjTamsRfgFmDQebU4CLGyyAWpESQV01Eokx/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 — Mainstay capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "mainstay-admithub-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_GWkFmNjTamsRfgFmDQebU4CLGyyAWpESQV01Eokx/mcp"
    }
  }
}
Copy into chat04

  • List all contacts in the [Summer Cohort] and tell me who hasn't replied to the last message.

  • Look at the message history for [Student Name] and summarize their recent engagement level.

  • Find all contacts from the [Freshman Class] and identify patterns in their response times.

  • Check the message history for [Specific Campaign] to see which students are most active.

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

Start here

Connect Mainstay once, then ask.

Link your account once. Your credentials stay encrypted, and you can immediately start asking your agent questions about your student data.

Connect Mainstay to your AI

FAQ

How this task behaves.

  • 01

    Can the AI send messages to students for me?

    No. The tools only allow the AI to read contact data and message history. You must send all outreach yourself.

  • 02

    Can the AI update student contact information?

    No. The agent can only retrieve and list existing data. It cannot change or update any information in Mainstay.

  • 03

    Does the AI have access to all message history?

    Yes, the agent uses the list_messages tool to access the conversation logs needed for analysis.

  • 04

    Can the AI delete student records?

    No. There are no tools available to delete or modify data in Mainstay.

  • 05

    How does the AI identify students who aren't responding?

    The AI uses list_messages to check for a lack of recent activity from specific contacts.

  • More questions about Mainstay? The Connector page answers them. See everything the Mainstay Connector can do

Connect Mainstay to Claude, Cursor, ChatGPT & more