- a single cohesive app surface (UI + APIs)
- pure-function scoring modules
- caching around expensive external calls
Frontend
- Next.js application with React and TypeScript
- Tailwind CSS with Radix UI components
Backend
- Next.js API routes for analysis, normalization, and data lookups
- Edge runtime OG image rendering via
@vercel/og - Scoring modules implemented as pure TypeScript functions (same inputs → same outputs)
Data and caching
- Postgres for normalized posts and analysis snapshots
- Redis for cached analysis, posts, and candles
- LocalStorage for lightweight client history (recent analyses)
External data
- DEX analytics provider for pool discovery and candle data
- X and Telegram adapters for public post metadata
Ops and safety
- Environment variables for API keys and infra URLs
- Health checks and guardrails to keep analysis consistent when upstream data is missing or delayed