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CLUSTER POTHOLES-WEB-DETECTS · 11 ENTRIES · EARLIEST ENTRY 2026-07-18

Pothole detection web apps

This cluster comprises web applications that detect potholes and road damage using computer vision on uploaded or live vehicle camera images, and one that uses phone motion sensors and GPS to crowdsource detections. The dated entry history shows an isolated entry in August 2021, a second in April 2025, and then three entries in 2026 (one in April, two in July), indicating a recent concentration. Traction is led by pothole-reporter with 144 stars, while other named members have zero stars.

Entry timeline

ENTRY TIMELINE

APR 2025: 1APR 2026: 1JUL 2026: 2AUG 2026: 4SEP 2026: 2OCT 2026: 1
APR 2025OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 3 ai-built · 2 hand-coded · 6 unlabelled

Operator · 5 hobby · 6 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 11 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01CivicPulse1★9 days—AI system that detects potholes from photos, assesses severity, and identifies responsible contractors to prioritize municipal road repairs.
  2. 02RoadGaurd0★18 days—hobbyWeb app that detects road damage from images and visualizes the locations on a map for maintenance planning.
  3. 03pathole_detection-YoLO0★17 days—hobbyWeb app that detects potholes in road images using computer vision and returns annotated results with confidence scores.
  4. 04mirrors0★1 molivehand-codedhobbyWeb app that scans street-level imagery for a selected area, detects roadside safety mirrors with a vision model, and lets users confirm and export locations.
  5. 05RoadWatch0★3 moliveA smart city incident management system for tracking, prioritizing, and resolving road issues like potholes and hazards.
  6. 06Report-Card1★2 mo—Web application that detects potholes from uploaded images and displays findings.
  7. 07roadsense-react-supabase-v20★2 mo—Web app that uses phone motion sensors and GPS to detect potholes and share detections for road condition monitoring.
  8. 08AI-Based-Predictive-Road-Hazard-Detection-and-Driver-Alert-System0★2 mo—ai-builthobbyWeb app that detects road hazards such as potholes and cracks from vehicle camera images and alerts drivers in real time.
  9. 09ai-road-damage-detection0★2 molivehand-codedhobbyWeb app that detects road damage types from uploaded images using a YOLOv8 model.
  10. 10pothole-report-forum0★1 yrabandoned—ai-builtWeb forum for reporting potholes and tracking road maintenance issues.
  11. 11RoadGuard AI — Intelligent Road Hazard Prediction0★unknownliveai-builtAI assistant that detects road hazards like potholes and uneven surfaces to improve driver safety.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.