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Closet Outfit Planner from Photos

Photograph your clothes once and get weather-aware outfit ideas daily.

Intermediate18h1–3 people15/20 fit
TL;DR

Build Closet Outfit Planner from Photos for students and young professionals in ~18h with 1–3 people. Stack: Vision LLM + Weather API + Next.js + Firebase.

Why it wins: Visual, personal and fun to demo.

Build flow

01 · Problem
People own plenty of clothes but repeat the same five outfits and still feel stuck.
02 · Solution
Tag each clothing photo with a vision LLM (type, colour, formality), then combine items with weather and occasion into outfit suggestions.
03 · Build
  1. 1Build photo upload and tagging
  2. 2Store items with attributes
  3. 3Fetch the forecast
  4. 4Prompt for outfit combinations from owned items
04 · Demo
Upload 15 items and ask for an interview outfit on a rainy day.

MVP checklist

  • Clothing auto-tagging
  • Weather-aware outfits
  • Occasion filter
  • Wear history

Tech stack

TechRole
Vision LLMImage understanding
Weather APIWeather data
Next.jsFrontend + API routes
FirebaseAuth + database

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