CLAUDE.md

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

Project Overview

PolySignal — a real-time prediction market intelligence dashboard. It fetches market data from Polymarket, enriches it with financial news via Finnhub, runs AI sentiment analysis (ModernFinBERT + Qwen3-8B), and displays signals on an interactive world map. No real trading — pure analysis and virtual simulation. Built for CIFO Barcelona La Violeta Hackathon (May 2026). UI and docs are in Spanish, base currency is Euro (€).

Common Commands

# Development (backend + frontend simultaneously)
npm run dev:all

# Backend only (with --watch)
npm run dev

# Frontend only (Vite @ :5173)
npm run dev:frontend

# Production build (frontend)
npm run build:frontend

# Database
npm run db:migrate    # Apply Prisma migrations
npm run db:generate   # Regenerate Prisma client
npm run db:studio     # Open Prisma Studio GUI

# Docker
docker-compose up --build   # Full stack on port 7860

Node.js ≥24.0.0 is required (enforced in package.json engines).

First-time setup:

npm install
cp .env.example .env   # then fill in API keys
npm run db:migrate && npm run db:generate

Architecture

Monorepo with two workspaces: backend/ (Express 5 + Socket.io) and frontend/ (Vanilla JS + Vite).

Backend (backend/src/)

Follows a strict Controller → Service → Repository → Client layered pattern. Each domain lives in its own directory:

Directory	Responsibility
markets/	Polymarket Gamma API client + sync job
signals/	AI pipeline (aiPipeline.js) + signals service
finnhub/	Finnhub news client + service
positions/	Virtual position simulator + Kelly Criterion sizing
watchlist/	User-saved markets
alerts/	Telegram Bot notification delivery
auth/	JWT + bcryptjs login
socket/	Socket.io broadcaster
middlewares/	Auth, validation, error handling, rate limiting
utils/	Pino logger, HTTP client, Prisma singleton

Entry points: src/index.js (HTTP server + Socket.io setup) → src/app.js (Express middleware + route mounting) → src/scheduler.js (cron jobs).

Environment/config validated at startup via Zod in src/config.js — the app crashes fast if required env vars are missing.

Scheduler Jobs

Job	Frequency	What it does
syncMarkets	30s	Fetches top 100 active Polymarket markets, broadcasts price changes via Socket.io
generateSignals	5m	Runs full AI pipeline on top 20 active markets
updatePositionsPnL	30s	Recalculates P&L for open virtual positions
processAlerts	1m	Checks watchlist thresholds, fires Telegram alerts

AI Signal Pipeline (signals/aiPipeline.js)

Three-phase flow with automatic fallbacks:

1. News filtering — Finnhub headlines → ModernFinBERT (HF Space) → keep only scores ≥ 0.65, drop neutral
2. Signal generation — market data + filtered news → Qwen3-8B (HF Space) → { signal, confidence, summary, keyRisk }
3. Fallback chain: HF Space → HF direct inference API → OpenRouter (deepseek-chat) → rule-based (price-trend logic)

Frontend (frontend/src/)

Single-page app with no framework. Key modules:

File	Role
app.js	SPA routing, DOM rendering, Socket.io listeners
api.js	REST client wrapper with JWT token management
map.js	Leaflet world map (bubble size = volume, color = signal)
charts.js	Chart.js sparklines + 7-day price history
simulator.js	Virtual buy/sell logic
filters.js	Market filtering by category, country, continent, trend

Vite proxies /api and /socket.io to backend (localhost:7860) during development.

Database (SQLite via Prisma)

Schema at backend/prisma/schema.prisma. Key models:

• Market — Polymarket data (prices, volume, category, country code)
• AISignal — sentiment signals with confidence and risk summary
• Position — virtual trades with entry/exit prices and P&L
• Watchlist / Alert — user market tracking and Telegram history
• User — auth + optional Telegram chat ID

Real-time Communication

REST API at /api/v1/* + WebSocket events via Socket.io:

• market_update — price/volume changes
• ai_signal — new sentiment signals
• price_alert — watchlist threshold triggers

Deployment Target

The app is designed to run on HuggingFace Spaces (port 7860). The Dockerfile uses node:22-slim, installs backend deps, copies the frontend dist/, runs Prisma generate, and starts the server. The frontend is served as static files by Express in production.

Key Environment Variables

See .env.example for the full list. Critical ones:

HF_SPACE_MODERNFINBERT_URL   # HuggingFace Space for FinBERT
HF_SPACE_QWEN_URL            # HuggingFace Space for Qwen3-8B
HF_TOKEN                     # HF inference API key (fallback)
OPENROUTER_API_KEY           # LLM fallback if HF is down
FINNHUB_API_KEY              # News source
JWT_SECRET                   # Must be ≥32 characters
PORT=7860                    # Required by HF Spaces
DATABASE_URL=file:./backend/prisma/polysignal.db