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QuantML Tools Repository

Welcome to the official QuantML Tools repository. This monorepo contains production-grade, AI-powered tools for quantitative finance, trading, and financial compliance, developed and maintained by QuantML.

🚀 About QuantML

QuantML delivers AI-native infrastructure for institutional quantitative trading, combining regime-aware decision making, constraint-satisfying intelligence, and explainable multi-AI consensus. Our unified research-to-execution platform accelerates quant research cycles and ensures regulatory-compliant alpha generation at scale.

Website: quantml.tech
Contact: quantml.tech@gmail.com

📁 Repository Structure

This repository is organized as a monorepo with each tool maintained in its own dedicated folder:

quantml-tools/
├── advisor/          # AI Investment Advisor Agent
├── fincheck/         # Financial Scam Detector Chrome Extension
├── nifty50/          # NIFTY50 AI Trading System
├── sensex/           # Sensex Heston-ML Calibration Tool
├── LICENSE           # MIT License
├── README.md         # This file
└── .gitignore        # Git ignore rules

📦 Tools Overview

Tool Description Key Features Status
FinCheck (fincheck/) Financial Scam Detector Chrome Extension Real-time scam/deepfake detection, local analysis, regulatory compliance Production
AI Advisor (advisor/) AI Investment Advisor Agent Multi-provider API integration, real-time news sentiment, zero rate limits Production
NIFTY50 Trader (nifty50/) NIFTY50 AI Trading System LSTM-powered trading, auto-updates, full market coverage Production
Sensex Calibrator (sensex/) Sensex Heston-ML Calibration Tool 300× faster Heston calibration, high accuracy Production

Each tool folder contains:

  • Complete source code
  • Setup and deployment instructions
  • Documentation and examples
  • License and contribution guidelines

🏢 Professional Standards

  • Production-Ready: All tools are designed for institutional use with robust testing and documentation
  • Security & Compliance: Built to satisfy FINRA 3110/3120, MiFID II, and global regulatory requirements
  • Enterprise Support: Available for custom deployments and integrations
  • Open Collaboration: Community contributions welcome under our contribution guidelines

🚀 Getting Started

Prerequisites

  • Python 3.8+ (for backend tools)
  • Node.js 16+ (for extensions)
  • Git for version control

Quick Setup

  1. Clone the repository:

    git clone https://github.com/quantmltech/Tools.git
cd Tools

  2. Choose a tool:

    cd <tool-folder>  # e.g., cd fincheck

  3. Follow the tool-specific setup:

    • Refer to README.md in each tool folder
    • Follow the step-by-step setup guides
    • Install dependencies and configure API keys

API Keys Setup

Most tools require API keys for external services. Get free keys from:

Add keys to .env files as documented in each tool.

🤝 Contributing

We welcome contributions from the community. Please:

  1. Fork the repository
  2. Create a feature branch: git checkout -b feature/amazing-feature
  3. Make your changes and test thoroughly
  4. Submit a pull request with detailed description

See individual tool READMEs for specific contribution guidelines.

Development Guidelines

  • Follow PEP 8 for Python code
  • Use meaningful commit messages
  • Include tests for new features
  • Update documentation as needed

📄 License

This repository is licensed under the MIT License. See LICENSE for details.

Commercial licensing available for enterprise deployments. Contact quantml.tech@gmail.com for inquiries.

👥 Contact & Support

QuantML Team

For enterprise support, custom integrations, or partnership inquiries, please contact us directly.

© 2026 QuantML. All rights reserved.