Project Ideas

2 ideas · Build and monetize with open source

Category
AllAI AgentsSaaS ProductsDeveloper ToolsTrading / FinanceAutomationFree AlternativesContent / Media
Difficulty
AllWeekend~1 week~1 month

Portfolio Risk Analyzer

~1 week

Upload your portfolio — AI calculates risk metrics, suggests hedges, and stress-tests against historical crashes.

Trading / Finance

Import portfolio from CSV or broker API (Alpaca, Interactive Brokers). Calculate: Sharpe ratio, max drawdown, beta, sector concentration, correlation matrix. Use Monte Carlo simulation for VaR. AI layer explains the metrics in plain English and suggests specific hedging strategies. Historical stress tests: 'what would happen in 2008, 2020, 2022?'

Monetization

Freemium: free for 1 portfolio, $19/mo for unlimited + alerts.

Stack:PythonNumPy/PandasStreamlitOpenBB SDK
Build with:OpenBB★66.0kai-hedge-fund★55.9k

AI Sentiment Trading Signal

~1 month

Scans news, X/Twitter, and Reddit for sentiment shifts on stocks/crypto — generates buy/sell signals.

Trading / Finance

Aggregate real-time data from news APIs, social media, and financial RSS feeds. Use NLP (FinBERT or LLM) to score sentiment per asset. When sentiment crosses thresholds, generate signals. Backtest against historical price data to validate signal quality. NOT financial advice — sold as a research tool.

Monetization

Subscription: $49/mo for real-time signals. Data API: $0.01 per query.

Stack:PythonFastAPIFinBERTPostgreSQLRedis
Build with:ai-hedge-fund★55.9kFinGPT★19.6k