🚀 May 2026 Update: Transition to Enterprise SaaS Architecture
Due to overwhelming public interest (480+ clones in 7 days) and the integration of our proprietary Deep Learning models (VGMNet), the core risk-scoring engine has been securely migrated to a cloud-based API infrastructure.This repository now serves as the Thin Client Integration for Freqtrade, MT5, and custom trading bots.
The VGM Risk Engine is not a standard trading bot. It is a mathematically grounded Risk Firewall.
The system utilizes ORAC-NT—a template-free anomaly detection algorithm originally designed to identify thermal system failures in spacecraft and gravitational wave bursts. By applying the physics of Shannon Entropy (
The Coordinator dynamically controls bot capital allocation using the following thermodynamic-inspired efficiency formula:
Where:
- Q = Signal Quality (Win rate / Sharpe)
- D = Diversification factor
- T_base = Base threshold for entry
- H_ORAC = Real-time systemic market entropy (The Chaos Factor)
When market entropy (/stopbuy), flattening your bot's risk exposure to 0%.
To ensure ultra-low latency and protect the proprietary ONNX Deep Learning models, the heavy computational lifting (GARCH volatility forecasting, Hidden Markov Models, and ORAC-NT entropy calculation) is now handled entirely by our private cloud infrastructure.
Your local bot (e.g., Freqtrade) only needs a few lines of code to query the API before executing a trade:
# Example: Freqtrade API Integration
def confirm_trade_entry(self, pair, order_type, amount, rate, **kwargs):
payload = {"closes": self.get_closes(pair), "volumes": self.get_volumes(pair)}
# Query the VGM Cloud Firewall
response = requests.post(
"[https://vgm-risk-engine.onrender.com/predict](https://vgm-risk-engine.onrender.com/predict)",
json=payload,
headers={"X-API-Key": "your-personal-api-key"}
)
result = response.json()
# VGM acts as the ultimate gatekeeper
if result["action"] == "BLOCK" or result["risk"] > 0.65:
return False # Trade blocked, high entropy detected!
return True # Clear skies, execute trade.
API Subscription TiersVGM Risk Engine operates on a "Thin Client" architecture. Your local trading bots execute the trades, while our Cloud API handles the complex mathematical risk scoring.TierPriceBest ForFeatures IncludedFree Beta$0Solo Devs / Testing60 req/min limit, Standard Risk Scoring (BUY/BLOCK), Basic HMM Regime Detection.PRO$25 / moRetail Algo TradersUnlimited requests, Dynamic Synergy Allocator, Freqtrade/MT5 Scripts, Low-latency execution.Premium$150 / moProp Firms / WhalesEverything in PRO + Pump & Dump protection, Per-symbol calibration, Priority Support.EnterpriseCustom (Starts at $1k/mo)Hedge Funds / InstitutionsPrivate Server Instance, 99.9% SLA, Custom Internal Integrations, NDA, Dedicated Quant Engineer.Note: We DO NOT sell the core source code (ONNX models, GARCH/ORAC backend). The proprietary engine remains securely hosted on our cloud infrastructure.🔑 How to Get API Access (Closed Beta)We are currently onboarding a select group of quantitative developers, algorithmic traders, and fund managers to test the API.If you want to protect your automated trading systems with aerospace-grade anomaly detection, please reach out to request an X-API-Key or a Free Beta Trial:📫 Contact the Developer:Email: kretski1@gmail.comTelegram: regdred
Academic Citation & ResearchIf you are using concepts from the VGM Risk Engine in your own academic research, please cite our official preprint:Фрагмент от код@software{kretski_vgm_2026,
author = {Kretski, Dimitar},
title = {VGM Risk Engine: Real-Time Market Risk Scoring and Synergy Allocation},
year = {2026},
publisher = {Zenodo},
doi = {10.5281/zenodo.19959346},
url = {[https://doi.org/10.5281/zenodo.19959346](https://doi.org/10.5281/zenodo.19959346)}
}
⚠️ DisclaimerTHIS SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND. VGM does NOT guarantee trading profits. All algorithmic trading involves severe financial risk. This is a risk management analysis tool, not financial advice. The author is not liable for any financial losses.
kretski1@gmail.com