Z-Bot Quant Signal API: Positive Mathematical Expectancy directly to your code

import asyncio
import websockets
import json

API_KEY = "your_zbot_api_key_here"
WS_URL = f"wss://api.kustomcode.xyz/v1/zbot/signals?key={API_KEY}"

async def stream_zbot_signals():
    async with websockets.connect(WS_URL) as ws:
        print("[CONNECTED] Streaming positive mathematical expectancy signals...")
        while True:
            raw_msg = await ws.recv()
            signal = json.loads(raw_msg)
            
            # Execute only if Net EV exceeds our execution threshold
            if signal["expectancy_telemetry"]["net_ev"] > 0.05:
                print(f"[SIGNAL DETECTED] {signal['direction']} {signal['symbol']}")
                print(f"  Entry: {signal['entry_zone']['min']} - {signal['entry_zone']['max']}")
                print(f"  Net EV: +{signal['expectancy_telemetry']['net_ev'] * 100:.2f}% | Kelly: {signal['expectancy_telemetry']['kelly_fraction']}")
                # Plug directly into your CCXT or Alpaca execution routine

asyncio.run(stream_zbot_signals())

{
  "signal_id": "sig_eth_20260907_164500",
  "symbol": "ETH/USDT",
  "exchange": "BINANCE",
  "timestamp": "2026-09-07T16:45:00.120Z",
  "direction": "LONG",
  "entry_zone": {
    "min": 3410.50,
    "max": 3415.00
  },
  "stop_loss": 3382.00,
  "take_profit_levels": [
    { "target": 3460.00, "allocation_pct": 50 },
    { "target": 3510.00, "allocation_pct": 50 }
  ],
  "expectancy_telemetry": {
    "net_ev": 0.082,                 // Net EV > +0.05% threshold verified
    "win_rate_historical": 0.642,    // 64.2% historical sample win-rate
    "profit_factor": 2.15,
    "risk_reward_ratio": 2.38,
    "regime": "TRENDING_VOLATILE_EXPANSION",
    "kelly_fraction": 0.18,          // Recommended conservative position sizing
    "filter_passes": {
      "ema_confluence": true,
      "vwap_stdev_band": "LOWER_REVERSAL_ZONE",
      "fastmcp_risk_governor": "APPROVED"
    }
  }
}