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Maryam Yusuf
Maryam Yusuf

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How I Built MataConnect DataAgent: Connecting Women’s Communities with Multi-Agent Intelligence

Created for the purposes of entering the Google Cloud AI in Action 2025 Hackathon

tags: hackathon, ai, googlecloud, womenintech, adkhackathon

Introduction

The world is full of incredible women’s communities, but finding and connecting with them can feel impossible. For AI in Action 2025, we set out to solve this at scale by building MataConnect DataAgent, an intelligent, multi-agent system that automates the discovery, enrichment, and connection of women’s groups worldwide.

Why Data Agents?

Behind every powerful platform is high-quality data. MataConnect’s vision is only possible if we can continuously find, clean, and enrich information from a messy and fragmented web. That’s where our multi-agent approach comes in.

Building with the Agent Development Kit

  1. I developed MataConnect DataAgent using the Agent Development Kit (ADK), which made it fast and modular to spin up autonomous agents, each with their own specialty:

  2. Scraper Agents: Each agent targets a specific data source (like Google, Meetup, or Eventbrite) and pulls raw community information.

  3. Enricher Agent: Takes the raw data, deduplicates entries, standardizes formats, and adds rich metadata such as location, category, and topics.

Tech stack highlights:

  • Gemini AI: For advanced enrichment and intelligent data matching.
  • MongoDB Atlas (hosted on Google Cloud): Secure, scalable storage for structured records.
  • Vertex AI Search: Powers real-time, intelligent search from the frontend.
  • FastAPI & React: For seamless API integration and a smooth user experience.

Why I Built It

Women shouldn’t have to dig through endless links to find their networks, and communities shouldn’t struggle to reach the people they can empower. MataConnect DataAgent bridges this gap by ensuring no community goes unseen.

Final Thoughts

I created this project specifically for the AI in Action 2025 Hackathon by Google Cloud, to showcase how modern agent frameworks and cloud technology can create real-world impact.

If you’re interested in building with agents, check out the Agent Development Kit docs and join the conversation!

adkhackathon

Thanks for reading! I would love to hear your feedback or connect with anyone working on similar challenges.

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