• ACCURACY
  • TONE
  • HUMAN
  • TRENDS

How to audit student chatbot conversations with your AI

Connect Mainstay to your agent to pull conversation logs and review how your bots interact with students.

Ask AI about this page

Short answer

How can I audit my Mainstay chatbot conversations?

Your agent uses the list_messages tool to pull recent chat logs from Mainstay. You can then ask it to flag incorrect info or summarize specific student interactions. This gives you a clear view of bot performance without manual exports.

Audit outcomes

Where your findings land.

The AI categorizes findings based on what you ask it to look for.

ACCURACY

Incorrect bot responses

The agent identifies where the bot gave wrong info. You get a list of specific messages that need correction.

TONE

Student sentiment shifts

The AI flags conversations where student tone changes. This helps you see if the bot is frustrating users.

HUMAN

Escalation needs

The agent highlights conversations that require a real person to step in. These are flagged for your immediate review.

TRENDS

Common student questions

The AI groups similar inquiries together. You see which topics are driving the most bot engagement.

The workflow

What your AI does when the audit starts.

The agent handles the data retrieval so you can focus on the analysis.

  1. Fetch chat logs

    The agent reaches into Mainstay to pull the specific message threads you want to review.

    list_messages

  2. Scan for errors

    Your agent reads through the retrieved text to find discrepancies between bot answers and your official guidelines.

    list_messages

  3. Identify patterns

    The AI looks for repetitive questions or recurring issues across multiple student threads.

    list_messages

  4. Flag for review

    The agent isolates the most critical conversations that need a human eye.

    list_messages

Try it

Copy these to start.

Use these prompts to begin your audit.

Starting points

These are opening lines. Swap out the specific dates or student groups to match your needs.

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 the last 50 messages from Mainstay and tell me if any bot responses were inaccurate.

  • Review the recent chat logs and find all conversations where a student asked about financial aid.

  • Pull the message logs from yesterday and flag any instance where a student sounded frustrated.

  • Check the Mainstay messages for the 'Incoming Freshman' group and summarize the top three questions asked.

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

Start here

Connect Mainstay once, then ask.

Just link your account once. Your credentials stay encrypted, and you can start auditing immediately through your preferred AI client.

Connect Mainstay to your AI

FAQ

How the audit behaves

  • 01

    Can the AI change the messages sent to students?

    No. The AI can only read the logs via list_messages. It cannot edit or delete messages in Mainstay.

  • 02

    Does the AI automatically reply to students?

    No. The agent only pulls and analyzes data. It has no capability to send messages back to students.

  • 03

    Can I audit specific students by name?

    Yes, if you provide the student's identifier or specific details to help the agent find the right logs.

  • 04

    How does the AI know if a bot response was wrong?

    The AI compares the log data against the context or guidelines you provide in your prompt.

  • 05

    Can I export these logs to a spreadsheet?

    The AI can format the data into a table for you to copy, but it cannot directly write files to your local drive.

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

Connect Mainstay to Claude, Cursor, ChatGPT & more