HN Showcase
Back to browse
Tastebuds AI – recipe generator with USDA-backed nutrition data

Tastebuds AI – recipe generator with USDA-backed nutrition data

by marcosinghof·Feb 23, 2026·1 point·2 comments
Visit ProjectView on HN

AI Analysis

●●SolidSolve My ProblemSlick

USDA-backed nutrition accuracy beats food blogs, but Mealime and Yazio already solve this.

Strengths
  • •USDA Food Data Central integration ensures nutrition numbers are trustworthy, not made-up estimates
  • •Captures dietary constraints upfront: restrictions, dislikes, equipment — real personalization, not generic
  • •Polished UX: ad-free, ingredient import, meal logging, macro tracking in one place
Weaknesses
  • •Recipe generation + nutrition is crowded: Mealime, Factor, Yazio, MacroFactor all do this
  • •No evidence of unique sourcing or better recipes than competitors; LLM recipes are table stakes now
Category
Productivity
Target Audience

Home cooks tracking macros, people with dietary restrictions, meal planners

Similar To

Mealime · Yazio · MacroFactor

Post Description

I built this because I wanted a clean recipe browsing experience without ads, life stories, or SEO bloat. However, I still needed accurate nutrition info. Tastebuds AI calculates nutrition by mapping every ingredient to the USDA Food Data Central database, so the numbers are actually trustworthy. You tell it your dietary restrictions, cuisine style (healthy, easy, adventurous, etc.), ingredients you dislike, and what kitchen equipment you have. It then generates ideas and subsequently a full recipe with ingredients, step-by-step instructions, an AI-generated image, and an accurate macro breakdown. The app is still fresh so I can pivot in any direction — would love feedback, especially from people tracking macros or managing dietary restrictions where accuracy matters.

Similar Projects

AI/ML●Mid

Food Decoder

Vision AI reads labels when barcodes fail, but Yuka already dominates this space.

Solve My ProblemShip It
PotatoAditya
351mo ago
Health●Mid

A calorie explorer for 5,796 foods (1–900 kcal)

Clean, no-nonsense calorie and macro lookup with a searchable, categorized table sourced from USDA FoodData Central — perfect for quick checks while building a meal plan. The UI shows attention to detail (category filter, inline macros, simple search), but the idea is utility-first rather than novel; adding an API, CSV export or portion-size conversion would push this from handy to indispensable. It's a useful complement to MealJar, not a replacement for established calorie databases or trackers.

Niche GemSlick
melvinzammit
203mo ago