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BytesAgain β€Ί Skills β€Ί Synth Data
πŸ¦€ ClawHub

Synth Data

by @emsin44

Query volatility forecasts from Synthdata.co for crypto, commodities, and stocks. Compare assets and run Monte Carlo simulations.

Versionv1.1.5
Downloads4,180
Stars⭐ 3
#clawhub
TERMINAL
clawhub install synth-data

πŸ“– About This Skill

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": "πŸ“Š", "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 | Google | Stock | | TSLAX | Tesla | Stock | | AAPLX | Apple | Stock |

Output Example

==================================================
  BTC β€” Bitcoin
==================================================
  Price:           $77,966
  24h Change:      πŸ”΄ -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% | πŸ”΄ | | Extreme | > 80% | πŸ”΄ |

Use Cases

1. Market Overview

python3 scripts/synth.py --all
Get a ranked table of all assets by volatility.

2. Trading Signals

  • High forecast β†’ Current low: Expect volatility spike
  • Low forecast β†’ 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

    • ⚑ When to Use

    TriggerAction
    ```bash
    python3 scripts/synth.py --all
    ```
    Get a ranked table of all assets by volatility.
    ### 2. Trading Signals
    - **High forecast β†’ Current low**: Expect volatility spike
    - **Low forecast β†’ Current high**: Volatility may decrease
    - Use for position sizing and options trading
    ### 3. Monte Carlo Projections
    ```bash
    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.

    πŸ’‘ Examples

    # 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

    βš™οΈ Configuration

    Set your API key: 

    export SYNTHDATA_API_KEY=your_key_here