Jun 13, 2026

community-builder

bwai-trae-delhi knotic trae buildwithtrae hackathon
community-builder
community-builder

Link to open source: https://github.com/shiprapr/community-connector.git

Link to Live Project: https://community-connector-ddfby3qccxzjqb46cdmt5w.streamlit.app/

Community Connector is an AI-powered networking platform designed for conferences, hackathons, and community events. Attendees join an event, create a profile describing their skills, interests, goals, and session preferences, and receive personalized networking recommendations generated by AI. The platform identifies high-value connections, generates icebreaker introductions, and visualizes relationships between participants through an interactive community graph. By helping attendees discover relevant people and meaningful conversations, Community Connector transforms large events into more engaging and productive networking experiences.

Currently the only event registered in the database is "Build with TRAE"

Open app → enter `BWAI2026` → "This is a post-event networking
 

How an Attendee Uses Community Connector

Imagine a participant arrives at Build with Trae.

  1. They enter the event code and join the event.
  2. They create a profile:
    • Skills (Python, AI, Web Development, Design)
    • Interests (LLMs, Agents, RAG, Startups)
    • Goals (Find collaborators, internship opportunities, mentors)
    • Sessions they plan to attend
  3. The AI analyzes their profile and compares it with other attendees.
  4. The system recommends:
    • People they should meet
    • Why they should connect
    • AI-generated icebreakers

Example:

"You and Rahul are both interested in AI Agents and RAG systems. Rahul has deployed production AI applications while you're exploring agentic workflows. Consider discussing deployment strategies."

Instead of randomly networking with hundreds of people, attendees immediately discover the most relevant connections.

How a Speaker Uses Community Connector

A speaker at Build with Trae can use the platform to understand and engage with their audience.

Before or during a session, they can see:

  • Audience interests
  • Most common skills
  • Frequently occurring topics
  • Potential discussion groups

Example:

A speaker presenting on AI Agents may discover:

  • 40% attendees are interested in Agentic AI
  • 25% are exploring RAG systems
  • 15% are interested in deployment and MLOps

This helps the speaker tailor examples and discussions to the audience.

After the session, attendees interested in the speaker's topic can be recommended to each other for deeper discussions.

How Organizers and Community Leaders Use It

For organizers of Build with Trae, the platform becomes a community intelligence dashboard.

They can:

Measure Engagement

See:

  • Number of attendees
  • Popular sessions
  • Networking activity
  • Community clusters

Identify Interest Groups

Example:

The system may reveal groups focused on:

  • Generative AI
  • Agentic Systems
  • Web Development
  • Startups
  • Design

Build Long-Term Communities

Instead of the event ending after one day, organizers can identify people with shared interests and encourage future collaboration.

Community Relationship Mapping

One of the most powerful features.

The platform creates a visual graph showing:

 
AI Agents Cluster
     |
     |
RAG Cluster ----- Startups Cluster
     |
     |
Open Source Cluster
 

This helps organizers understand:

  • Which topics are bringing people together
  • Which attendees are highly connected
  • Which groups may benefit from future meetups

The Value Proposition

For Attendees

  • Find the right people quickl
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