• RANKING
  • PROFILING
  • AUDIT
  • HUMAN

How to identify top community contributors with your AI

Connect crowd.dev to your agent to turn raw activity logs into clear contributor profiles.

Ask AI about this page

Short answer

How can I find my best community members using AI?

Your agent pulls the full member list and examines individual engagement data to find who is actually driving activity. You get a ranked list of high-value contributors. This breakdown shows you exactly how the agent processes that data.

Contributor insights

Where activity turns into profiles.

The agent turns community noise into clear, actionable data.

RANKING

Identify power users

The agent looks at engagement scores to find the people doing the most work. You get a clear hierarchy of who matters most.

PROFILING

Deep dive into activity

The agent pulls specific details for any member you flag. You'll see exactly what they've been working on lately.

AUDIT

Spot inactive accounts

By comparing activity history, the agent finds members who have dropped off. This helps you clean up your contributor list.

HUMAN

Personal outreach

The agent identifies the best candidates for rewards or roles. You decide who actually deserves the recognition.

The workflow

What your AI does when the request arrives.

The agent moves from a broad community view to specific individual profiles.

  1. Gather the roster

    The agent pulls every member currently in the community to establish a baseline.

    list_members

  2. Analyze engagement

    The agent looks at the activity history and scores for each person on the list.

    list_members

  3. Build deep profiles

    Once the agent finds a high-value user, it pulls their specific history and stats.

    get_member_details

  4. Summarize findings

    The agent organizes the data into a readable report of your top contributors.

    get_member_details

Try it

Copy these to start.

Use these prompts to kick off the analysis.

Starting points

These are starting lines. Swap out the specific community or member names to match your actual data.

crowd.dev Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_KzT6JOx5UiAv6B8LY1QEP8rTac7DmzhmCh6DXtyq/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 — crowd.dev capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "crowddev-lfx-cdp-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_KzT6JOx5UiAv6B8LY1QEP8rTac7DmzhmCh6DXtyq/mcp"
    }
  }
}
Copy into chat04

  • List all members in the community and tell me who has the highest engagement score.

  • Find the top 5 contributors in the main repo and give me a summary of their recent activity.

  • Get the details for the user with the most recent engagement spike.

  • Who are the most active members in the project right now?

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

Start here

Connect crowd.dev once, then ask.

One connection links your agent to your community data. Your credentials stay encrypted, and you can start asking questions immediately.

Connect crowd.dev to your AI

FAQ

How this task behaves

  • 01

    Can the AI change a member's engagement score?

    No. The agent can only read existing data; it cannot modify scores or member profiles.

  • 02

    Can the AI delete members from the community?

    No. This MCP is for reading and profiling, not for administrative deletions.

  • 03

    How does the agent know who is a 'top' contributor?

    It uses the engagement scores and activity history provided by the community data.

  • 04

    Does the AI store my community data?

    No. The agent accesses the data through the connection to answer your specific questions.

  • 05

    Can I use this to automatically reward users?

    No. The agent identifies the candidates, but you must handle the actual rewards or actions yourself.

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

Connect crowd.dev to Claude, Cursor, ChatGPT & more