Starter Kits

5 ready-to-run guides for building trading dashboards, signal bots, and financial tools.

Educational example only. Not investment advice. Test on paper or sandbox accounts. You are responsible for how you run it and for each data provider's terms. Code and data are provided "as is" and may contain errors. Terms & Disclaimer

Visualization

Real-Time Trading Dashboard

Build a live trading dashboard with real-time price updates, portfolio tracking, and performance metrics.

Next.jsReactTailwind CSSWebSocket

7 steps

Automation

Crypto Price Alert Bot

Build a Telegram or Discord bot that sends alerts when crypto prices hit target levels.

Node.jsTypeScriptBinance APITelegram Bot API

7 steps

Quant

Signal Backtesting Engine

Build a flexible backtesting engine for testing trading strategies on historical data.

PythonPandasNumPyMatplotlib

8 steps

Data

Financial News Aggregator

Build a web app that aggregates financial news from multiple sources with sentiment analysis.

Next.jsTypeScriptTailwind CSSNewsAPI

8 steps

Portfolio Management

Portfolio Rebalancing Tool

Build a tool that calculates optimal trades to rebalance a portfolio to target allocations.

PythonStreamlitPandasyfinance

9 steps