Pix Vault
Pix Vault is a high-performance curation and inspiration platform for AI image generation. Instead of generating images itself, it serves as a curated vault where users find and save the perfect prompts for their creative projects.
Main Technology Stack
The Problem
AI image tools are powerful, but prompt discovery is broken. Great prompts are scattered across Discord servers, Reddit threads, and private notes — with no organized, searchable, curated home.
The Approach
Built a curated prompt library with fast full-text search, tag-based filtering, and a personal collection system. Focused on performance and content quality over feature quantity.
The Result
A clean, fast prompt discovery platform with search, tags, user collections, and a curated submission pipeline that keeps quality high.
Challenges Faced
Designing a search system that felt instant even with thousands of prompts was the core challenge. I used MongoDB Atlas Search with debounced queries on the frontend to keep it snappy without hammering the database.
Future Plans
Implement vector similarity search so users can find prompts by describing what they want in plain English. Also plan a browser extension for saving prompts from anywhere on the web.