• RETENTION
  • RECOGNITION
  • SEGMENTATION
  • HUMAN

How to audit member engagement with your AI

Connect Forj to your agent to turn raw activity logs into clear participation profiles. You'll see exactly who is contributing and who has gone quiet.

Ask AI about this page

Short answer

How can I audit member engagement using my AI?

Your agent pulls activity logs to map out how every person in your community interacts. You get a breakdown of participation levels, active contributors, and users who have drifted away. This analysis covers everything from recent posts to long-term activity trends.

Engagement outcomes

Where engagement data lands

The AI processes logs to give you these specific views.

RETENTION

Identify drifting members

The agent spots users whose activity has dropped off. You'll know exactly who to reach out to before they leave.

RECOGNITION

Find top contributors

The AI highlights your most active members. Use this to reward people who drive the most value in your community.

SEGMENTATION

Group by activity level

Get a clear split between power users, casual participants, and lurkers. This helps you tailor your community strategy.

HUMAN

Manual outreach needed

The AI flags the specific users who need a personal message. You decide the tone and the timing for the actual conversation.

The workflow

What your AI does when the request arrives.

Your agent handles the heavy lifting of scanning logs and calculating participation metrics.

  1. Locate specific users

    The agent identifies the exact individuals you want to investigate within the community.

    find_user

  2. Pull activity history

    The agent gathers all recent interactions and logs for those specific members.

    get_user_activity

  3. Analyze participation

    The agent compares individual logs against community norms to find outliers.

    get_user_activity

  4. Summarize findings

    The agent presents a clean report of who is active and who is inactive.

    find_userget_user_activity

Try it

Copy these to start.

Use these prompts to kick off your audit.

Starting points

Swap the bracketed names for your actual community members or specific channels.

Forj Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_XczJxtJENgwXA5YDiIvHFZeWQc8k8geATvyo1yt3/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 — Forj capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "forj-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_XczJxtJENgwXA5YDiIvHFZeWQc8k8geATvyo1yt3/mcp"
    }
  }
}
Copy into chat04

  • Show me the activity levels for Sarah Jenkins over the last month.

  • Who are the top 5 most active members in the #product-feedback channel?

  • List all users in the Engineering group who haven't posted in two weeks.

  • Analyze the engagement patterns for the new cohort members in the Beta group.

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

Start here

Connect Forj once, then ask.

Just link your account once. Your credentials stay encrypted, and you can immediately start asking your agent questions about your community data.

Connect Forj to your AI

FAQ

How the audit behaves

  • 01

    Can the AI delete user accounts?

    No. The AI can only read activity logs and user data. It cannot modify or delete any community members or content.

  • 02

    Can the AI send messages to members for me?

    No. The AI identifies who needs a message, but you must send the actual communication yourself through your community platform.

  • 03

    Does the AI see private messages?

    No. The agent only accesses the activity logs and data provided through the specific tools in this MCP.

  • 04

    Can I audit engagement for a specific time range?

    Yes. You can ask your agent to look at activity from specific weeks or months using the available activity logs.

  • 05

    How does the AI know who is 'active'?

    The AI defines activity based on the logs it pulls, such as posts, replies, or logins, depending on what the data shows.

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

Connect Forj to Claude, Cursor, ChatGPT & more