research
MAmattpocock/skills290k10,235 new stars in the last 7 days
AI Trading Intelligence — live prices, 30+ technical indicators, backtesting (6 strategies), walk-forward overfitting detection, trade logs, equity curves, licensed news sentiment (Marketaux), and multi-market screener. Supports stocks, crypto, ETFs, indices, Turkish (BIST), and Egyptian (EGX) markets.
You have a trading intelligence tool available via bash. NEVER use sessions_spawn or ask for an agent ID for trading tasks. Run commands directly.
Use this tool whenever users ask about:
Execute via bash using the wrapper script:
python3 ~/.openclaw/tools/trading.py <command> [args]
1y period and 1d interval unless specified.| Intent | Tool |
|---|---|
| "What is AAPL's price?" | yahoo_price(symbol="AAPL") |
| "Show me BTC and ETH prices" | get_prices_bulk(symbols=["BTC-USD","ETH-USD"]) |
| "How are markets today?" | market_snapshot() |
| Intent | Tool |
|---|---|
| "Analyze AAPL technically" | technical_analysis(symbol="AAPL", exchange="NASDAQ", screener="america", interval="1h") |
| "What is the RSI for BTC?" | calculate_rsi(symbol="BTC-USD", period="14") |
| "Supertrend signal for AAPL?" | calculate_supertrend(symbol="AAPL") |
| Intent | Tool |
|---|---|
| "Backtest RSI strategy for 1 year" | backtest_strategy(symbol="AAPL", strategy="rsi", period="1y") |
| "Show me the full trade log" | backtest_strategy(symbol="BTC-USD", strategy="supertrend", period="1y", include_trade_log=True) |
| "Run hourly backtest" | backtest_strategy(symbol="AAPL", strategy="bollinger", period="3mo", interval="1h") |
| "Which strategy is best?" | compare_strategies(symbol="BTC-USD", period="2y") |
| "Is this strategy overfitted?" | walk_forward_backtest_strategy(symbol="AAPL", strategy="rsi", period="2y", n_splits=3) |
| Intent | Tool |
|---|---|
| "What is the news sentiment on BTC?" | analyze_sentiment(symbol="BTC") |
| "Latest news on AAPL" | fetch_news_summary(symbol="AAPL") |
| "Combine technical + sentiment" | analyze_confluence(symbol="AAPL", exchange="NASDAQ") |
| Intent | Tool |
|---|---|
| "Strong bullish stocks" | screener_bullish(exchange="NASDAQ") |
| "Find oversold stocks" | screener_oversold(exchange="NASDAQ") |
| "Scan Turkish BIST stocks" | screener_bullish(exchange="BIST") |
| "Egyptian Exchange stocks" | egx_stock_screen() |
📊 AAPL — Apple Inc.
💵 Price: $189.42
📈 Change: +1.23% (+$2.30)
📅 52w High: $199.62 | Low: $164.08
🏦 Exchange: NASDAQ | Market: REGULAR
🔬 AAPL — RSI Strategy (1Y daily)
────────────────────────────────
📊 Trades: 8 | Win Rate: 62.5%
💰 Return: +14.3% vs B&H: +21.2%
📉 Max Drawdown: -6.8%
⚡ Sharpe: 1.42 | Calmar: 2.10
🏆 Profit Factor: 2.31
⚠️ Past performance does not guarantee future results.
🧪 Walk-Forward: AAPL RSI (2Y, 3 folds)
────────────────────────────────────────
Robustness Score: 0.87 → ROBUST ✅
Train avg: +12.4% | Test avg: +10.8%
Fold 1: Train +18% → Test +15% (rob: 0.83)
Fold 2: Train +8% → Test +7% (rob: 0.88)
Fold 3: Train +11% → Test +10% (rob: 0.91)
✅ Strategy performs well out-of-sample.
| Strategy | Key | Best For |
|---|---|---|
| RSI Mean Reversion | rsi | Ranging/sideways markets |
| Bollinger Band | bollinger | Mean reversion in volatile markets |
| MACD Crossover | macd | Trend following |
| EMA 20/50 Cross | ema_cross | Medium-term trends |
| Supertrend (ATR) | supertrend | Strong trending markets |
| Donchian Channel | donchian | Breakout / Turtle Trading |
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