• QUALITY
  • TONE
  • USER
  • HUMAN

How to audit chatbot conversations with your AI

Connect Chatfly to your AI client to pull recent chat logs and review how your bots interact with users.

Ask AI about this page

Short answer

How can I audit my chatbot conversations?

Your AI pulls recent chat logs and specific message histories from Chatfly. You can then ask your agent to find errors, summarize user sentiment, or flag repetitive bot responses.

Audit outcomes.

What you'll find.

Running this task gives you specific insights into how your bots are actually performing.

QUALITY

Identify bot errors

The AI scans message logs to find where the bot hallucinated or gave wrong answers. You get a list of specific failures to fix.

TONE

Check brand voice

Your agent reviews how the bot speaks to users. It flags instances where the tone feels off or inconsistent.

USER

Spot user friction

The AI looks for patterns where users get frustrated or stuck. You'll see exactly where the conversation breaks down.

HUMAN

Flag manual intervention

The AI identifies chats that need a real person to step in. You get a clear signal on which conversations failed to resolve.

The workflow

What your AI does when the audit starts.

The AI uses Chatfly tools to fetch the data it needs to analyze.

  1. Fetch conversation list

    The AI first gets a list of all recent interactions to understand the scope of the audit.

    list_fly_conversations

  2. Pull specific logs

    Once it identifies relevant chats, the AI pulls the full message history for those specific sessions.

    get_conversation_history

  3. Analyze interactions

    Your agent reads through the text to find patterns, errors, or tone issues.

    get_conversation_history

  4. Report findings

    The AI summarizes the results, highlighting specific messages that need your attention.

    get_conversation_history

Try it

Copy these to start.

Use these prompts once you have connected Chatfly.

Starting points

These are opening lines. Swap out the specific conversation IDs or timeframes to match your needs.

CHATFLY Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_g5Jpcnhe3wKDzdOk7FPTVWgbtYJ0bn7BpbvqugJz/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 — CHATFLY capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "chatfly-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_g5Jpcnhe3wKDzdOk7FPTVWgbtYJ0bn7BpbvqugJz/mcp"
    }
  }
}
Copy into chat04

  • List my most recent Chatfly conversations and tell me if any look problematic.

  • Get the history for conversation ID 12345 and tell me if the bot was polite.

  • Review the last ten conversations from Chatfly and find where the bot gave incorrect info.

  • Check the conversation history for the support bot and summarize the main user complaints.

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

Start here

Connect CHATFLY once, then ask.

Just click the link to connect your account. Your credentials stay encrypted, and you can start auditing immediately in your preferred AI client.

Connect CHATFLY to your AI

FAQ

How the audit behaves

  • 01

    Can the AI change the bot's responses in Chatfly?

    No. The AI can only read conversation data. It cannot edit or delete messages in Chatfly.

  • 02

    Can I audit conversations from last month?

    Yes, as long as those conversations are still available in your Chatfly history for the AI to pull.

  • 03

    Does the AI automatically fix bot errors?

    No. The AI identifies the errors and tells you about them, but you have to update your bot settings yourself.

  • 04

    Can the AI see private user data in the chats?

    The AI sees whatever is contained in the conversation history provided by Chatfly.

  • 05

    Can I ask the AI to delete bad conversations?

    No. This MCP only provides tools to list and get conversation history. It has no permission to delete data.

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

Connect CHATFLY to Claude, Cursor, ChatGPT & more