Project Showcase

20 projects submitted. Real work from real builders.

20 projects

AI & ML

EchoSearch

Team Signal · Your College

Semantic search engine for internal documentation that understands natural language queries and surfaces the most relevant content across Notion, Confluence, and GitHub.

Rank Score9.5/10
PythonFastAPIPineconeReact
AI & ML

CropSense AI

Team Verdant · IIT Bombay

A mobile-first platform that detects crop diseases from smartphone photos using a fine-tuned vision model, giving farmers actionable treatment advice in under 3 seconds.

Rank Score9.3/10
PythonPyTorchReact NativeFastAPI
Health & Wellbeing

MindBridge

Team Solace · UCL

A mental health support chatbot using CBT-informed conversation flows, mood tracking, and crisis detection to provide accessible first-line support between therapy sessions.

Rank Score9.2/10
Next.jsLangChainSupabaseTailwind
Dev Tooling🏆

CodeReview AI

Team Lens · IISc

GitHub PR reviewer that automatically identifies bugs, security vulnerabilities, and style issues using a fine-tuned code model.

Rank Score8.4/10
PythonGitHub APITransformersFastAPI
FinTech

PriceRadar

Team Hawk · Tsinghua

Real-time price comparison engine for grocery shopping that aggregates prices from major supermarkets and suggests the optimal shopping basket.

Rank Score8.4/10
PythonScrapyRedisReact
LegalTech

DocuSign AI

Team Legal · IISc

AI-powered contract analyzer that identifies risky clauses, explains legal jargon in plain English, and suggests standard alternatives.

Rank Score8.4/10
PythonLangChainReactFastAPI
Dev Tooling

FlowState

Team Meridian · Carnegie Mellon

An AI-powered focus session manager that integrates with your IDE, GitHub, and calendar to block distractions and surface the right context exactly when you need it.

Rank Score8.2/10
TypeScriptElectronOpenAI APISQLite
Open Source

Patchwork

Team Drift · TU Berlin

Visual diff tool for design tokens and component libraries. Bridges the gap between design and engineering with automated change detection.

Rank Score8.2/10
ReactNode.jsCSSFigma API
FinTech

Budgetly

Team Frugal · Your College

AI-powered personal finance tracker that categorizes transactions automatically, detects spending patterns, and generates actionable savings recommendations.

Rank Score8.2/10
ReactPythonPlaid APIPostgreSQL
Smart Cities

SafeRoute

Team Atlas · TU Berlin

Real-time pedestrian safety routing that avoids high-crime areas, poor lighting, and construction zones using live city data feeds.

Rank Score8.2/10
React NativeNode.jsPostGISOpenStreetMap
EdTech

StudySync

Team Focus · UCL

Collaborative study platform that uses spaced repetition, peer accountability, and AI-generated practice questions to improve exam performance.

Rank Score8.1/10
Next.jsSupabaseOpenAI APITailwind
Climate

GridGuard

Team Power · IIT Bombay

Predictive maintenance system for solar panel arrays that uses computer vision to detect degradation and optimize cleaning schedules.

Rank Score8.1/10
PythonOpenCVTensorFlowFastAPI
HR Tech

TalentGraph

Team Hire · Your College

Skills-based talent matching platform that uses graph algorithms to connect developers with projects based on skill adjacency, not just keyword matching.

Rank Score8.1/10
PythonNeo4jReactFastAPI
Smart Cities🏆

TrafficMind

Team Nexus · Tsinghua

Real-time traffic signal optimization using reinforcement learning to reduce intersection wait times by dynamically adapting signal timing to live traffic density.

Rank Score8/10
PythonPyTorchSUMORedis+1
Climate

WaterWatch

Team Hydra · IIT Bombay

IoT sensor network for real-time water quality monitoring in rivers and lakes, with anomaly detection and automated alerts to environmental agencies.

Rank Score8/10
C++MQTTInfluxDBGrafana
Dev Tooling

LogLens

Team Debug · Carnegie Mellon

Intelligent log analysis tool that uses NLP to surface anomalies, correlate errors across services, and explain root causes in plain English.

Rank Score8/10
PythonElasticsearchReactFastAPI
Health & Wellbeing

SleepCoach

Team Rest · TU Berlin

Personalized sleep optimization app that analyzes sleep patterns from wearable data and generates evidence-based recommendations to improve sleep quality.

Rank Score7.6/10
React NativePythonHealthKitFastAPI
Dev Tooling

Groundwork

Team Forge · IISc

Infrastructure scaffolding CLI for opinionated monorepos. One command to production-ready structure with CI, Docker, and Terraform pre-configured.

Rank Score7.5/10
GoDockerTerraformBash
Social Impact

AccessMap

Team Inclusive · Self-taught

Crowdsourced accessibility map for wheelchair users and people with mobility impairments, with real-time updates on ramps, elevators, and accessible entrances.

Rank Score7.4/10
React NativeNode.jsMongoDBMapbox
Dev Tooling

Driftlog

Team Quiet · Self-taught

Terminal-first plaintext journaling for developers. Captures daily work logs, links them to git commits, and generates weekly summaries using a local LLM.

Rank Score7.2/10
RustSQLiteOllamaCLI