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This is a submission for the
What I Built
Quote Finder is a lightning-fast, searchable archive of powerful quotes from anime, TV shows, games, and films. It helps fans rediscover iconic lines, explore character insights, and surface forgotten gems through a sleek UI powered by Algolia.
This project is a deeply personal one for me. I grew up immersed in anime — not just as entertainment, but as a wellspring of emotional depth, moral nuance, and philosophical reflection. From One Piece’s freedom, to Evangelion’s existential dread, anime taught me more about life than most textbooks ever could. Quote Finder is my tribute to that universe.
Features
Screenshots
Full-Text Search
Filter by Character or Anime
Saving the quotes
Fully Responsive
How I Used Algolia MCP Server
1. Search Setup
Emotional Inference
Tag Consistency
UX Refinement
Quote Finder is more than a search tool — it’s an emotional archive. It bridges my love for anime and my skills as a developer, turning nostalgia into a usable, searchable, and shareable tool.
Whether you're a long-time anime fan or just someone looking for a quote that resonates — there's something here for you.
Thank you for reading. Would love to hear your feedback or ideas!
What I Built
Quote Finder is a lightning-fast, searchable archive of powerful quotes from anime, TV shows, games, and films. It helps fans rediscover iconic lines, explore character insights, and surface forgotten gems through a sleek UI powered by Algolia.
This project is a deeply personal one for me. I grew up immersed in anime — not just as entertainment, but as a wellspring of emotional depth, moral nuance, and philosophical reflection. From One Piece’s freedom, to Evangelion’s existential dread, anime taught me more about life than most textbooks ever could. Quote Finder is my tribute to that universe.
Features
Instant Search powered by Algolia
AI-Powered Tags & Sentiment (e.g. "hope", "despair", "wisdom")
Emotion Extraction for deeper context- Filter by Anime & Character
- Responsive & Mobile-First UI
Built-in Favorites (via localStorage)
- Frontend: Next.js 15, React, TypeScript
- Search: Algolia Search API, InstantSearch.js
- Styling: Tailwind CSS, Radix UI
- AI Processing: Sentiment & tag generation via GPT
- Deployment: Vercel
Screenshots
Full-Text Search Filter by Character or Anime Saving the quotes Fully ResponsiveHow I Used Algolia MCP Server
1. Search Setup
- Configured a dedicated Algolia index with fine-tuned searchable attributes like quote, character, and anime.
- Integrated Algolia InstantSearch.js to handle real-time filtering and searching.
- Custom-built a quote dataset from a mix of anime and fictional media.
- AI-tagged each quote with:
- sentiment_score (1–10)
- sentiment_label (positive/neutral/negative)
- tags (e.g. “truth”, “grief”, “purpose”)
- emotion (e.g. “inspiring”, “tragic”)
- Faceted filtering by character & anime
- Searchable fields: quote, anime, character, emotion, and tags
- Highlighted keywords in results
- LocalStorage-powered favorites
Emotional Inference Tag Consistency UX RefinementTechnical Highlights
- Real-time search with InstantSearch.js
- Clean filter-based UI using Radix UI + Tailwind
- AI-derived metadata for nuanced discovery
- Fast, SEO-friendly static site via Next.js
- Highly scalable Algolia index structure
User Accounts for cross-device saving
Add show scenes or visuals per quote
Expand to books, games, and films- Improve emotion detection models
Allow user-submitted quotes
- Quotes Indexed: 200+
- Characters Featured: 50+
- Tags Generated: 300+
- Bundle Size: ~190 kB
- Lighthouse Score: > 95
Quote Finder is more than a search tool — it’s an emotional archive. It bridges my love for anime and my skills as a developer, turning nostalgia into a usable, searchable, and shareable tool.
Whether you're a long-time anime fan or just someone looking for a quote that resonates — there's something here for you.
Thank you for reading. Would love to hear your feedback or ideas!