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Synth Data
从 Synthdata.co 查询加密货币、商品和股票的波动率预测。比较资产并运行蒙特卡洛模拟。
安全通过
⚙️脚本
技能说明
name: synth-data description: Query volatility forecasts from Synthdata.co for crypto, commodities, and stocks. Compare assets and run Monte Carlo simulations. metadata: { "openclaw": { "emoji": "📊", "requires": { "bins": ["python3"], "env": ["SYNTHDATA_API_KEY"] } } }
Synthdata Volatility Skill
Query and analyze volatility forecasts from Synthdata.co for crypto, commodities, and stock indices.
Setup
Set your API key:
export SYNTHDATA_API_KEY=your_key_here
Quick Start
# Single asset
python3 scripts/synth.py BTC
# Multiple assets comparison
python3 scripts/synth.py BTC ETH SOL --compare
# All assets overview
python3 scripts/synth.py --all
# Monte Carlo simulation (24h max)
python3 scripts/synth.py BTC --simulate --hours 12
Available Assets
| Ticker | Name | Category |
|---|---|---|
| BTC | Bitcoin | Crypto |
| ETH | Ethereum | Crypto |
| SOL | Solana | Crypto |
| XAU | Gold | Commodity |
| SPYX | S&P 500 | Index |
| NVDAX | NVIDIA | Stock |
| GOOGLX | Stock | |
| TSLAX | Tesla | Stock |
| AAPLX | Apple | Stock |
Output Example
==================================================
BTC — Bitcoin
==================================================
Price: $77,966
24h Change: 🔴 -0.95%
Current Vol: 58.4% 🟠 [Elevated]
Avg Realized: 53.3%
Forecast Vol: 52.2%
Volatility Levels
| Level | Range | Emoji |
|---|---|---|
| Low | < 20% | 🟢 |
| Moderate | 20-40% | 🟡 |
| Elevated | 40-60% | 🟠 |
| High | 60-80% | 🔴 |
| Extreme | > 80% | 🔴 |
Use Cases
1. Market Overview
python3 scripts/synth.py --all
Get a ranked table of all assets by volatility.
2. Trading Signals
- High forecast → Current low: Expect volatility spike
- Low forecast → Current high: Volatility may decrease
- Use for position sizing and options trading
3. Monte Carlo Projections
python3 scripts/synth.py BTC --simulate --hours 24 --paths 1000
Generate probabilistic price ranges using forecast volatility (24h max - Synthdata forecast window).
4. Scheduled Reports
Create a cron job for daily Slack/Telegram forecasts (see examples/use-cases.md).
5. Risk Alerts
Monitor for assets crossing volatility thresholds and trigger notifications.
API Reference
See references/api.md for full API documentation.
Direct API Usage
import requests
resp = requests.get(
"https://api.synthdata.co/insights/volatility",
params={"asset": "BTC"},
headers={"Authorization": f"Apikey {API_KEY}"}
)
data = resp.json()
# Key fields:
price = data["current_price"]
realized_vol = data["realized"]["average_volatility"]
forecast_vol = data["forecast_future"]["average_volatility"]
Integration Ideas
- Polymarket: Use volatility forecasts to inform up/down market bets
- Options: High forecast vol = consider buying options
- Portfolio: Rebalance when aggregate volatility spikes
- Alerts: Notify when forecast differs significantly from realized
如何使用「Synth Data」?
- 打开小龙虾AI(Web 或 iOS App)
- 点击上方「立即使用」按钮,或在对话框中输入任务描述
- 小龙虾AI 会自动匹配并调用「Synth Data」技能完成任务
- 结果即时呈现,支持继续对话优化