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Web appsWard Fix: Civic Issue Reporting with On-Device AI (MERN)

About this project

Citizens photograph a pothole, garbage, a dark streetlight or a water leak, and Ward Fix does the rest.

The photo is sorted into its kind by an AI model running inside the browser, so it never goes to an AI company. Reports of the same problem within 50 metres merge into one, so the ward office sees one pothole that six people reported, not six potholes. Every kind has a deadline anyone can watch, and the ward office works through a queue that puts the most overdue first.

Built on a real problem: Smart India Hackathon 2025, statement SIH25031 (Government of Jharkhand), crowdsourced civic issue reporting.

It runs on an ordinary laptop with Node.js and nothing else: it starts its own database and fills it with a sample ward, so the demo works the first time. Light and dark themes, and it works on a phone.

Keywords: MERN, civic issues, CLIP, geospatial, SLA, Smart India Hackathon

Inside the project

The source code

67 files, checked when it was listed

  • JavaScript
  • React
  • CSS
  • HTML
  • No database needed
  • Setup steps included

Checked running

Built by us, and run before it was listed.

What it does

  • Photo sorted on the device by CLIP, with the confidence for each kind shown
  • Duplicate reports merged by a MongoDB geospatial query (50 m radius)
  • A deadline (SLA) per kind, shown as a clock on every report
  • Public ward map, issue pages with a timeline, and tracking by code
  • Ward office: overview, priority queue, map, charts and a status workflow
  • Hashed passwords, sign-in tokens and rate limits on reporting
  • No names or numbers shown publicly
  • Sample ward data and 14 automated tests

Details

Built with
React, Node.js, Express, MongoDB, Leaflet, Transformers.js (CLIP)
Shelf
Web apps
Level
Degree (BE, BTech, BSc, BCA)
Stream
Computer Science
Source code
Included
Built by
BlackBook, and run before it was listed

Reviews

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Questions

It runs on an ordinary laptop with React, Node.js, Express. The setup steps come with it and take you from download to running.

Ward Fix: Civic Issue Reporting with On-Device AI (MERN)

₹1,299

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