QuantCoderFS R&D is an independent quantitative research initiative, powered by LLM and custom automation.
The platform currently powers two specialized applications:
Focus: Equity Research Assistant
License: Open-Source, Local-First
Chat with Fundamentals generates AI-powered executive summaries based on real-time financial data.
It simplifies fundamental analysis and equity research workflows.
Key Features:
- Executive summaries from financial metrics, news, and historical prices
- Monte Carlo simulation, Value at Risk (VaR) estimation
- Single-ticker and comparative multi-ticker analysis
- Fully local-first and user-owned API key setup
- Built with CrewAI, LangChain, FastAPI, and EODHD APIs
Focus: Strategy Research and Automation
License: Open-Source, Local-First
QuantCoderFS is designed for quant developers who want to automate the full research-to-code workflow.
Key Features:
- Executive insight extraction from structured and unstructured sources
- Automated QuantConnect strategy code generation (Python)
- Modular CrewAI architecture
This repository documents the architecture, components, and development of the platform.
The legacy CLI prototype remains available for users awaiting the FS version.
All devlogs, research updates, and annotated workflows are published here:
🔗 quantcoderfs.substack.com
This repository contains:
- Equity research notes
- Strategy research notes
- Development and releases notes
QuantCoderFS is developed independently — without institutional or commercial backing.
You can support open research and development by:
- Becoming a GitHub Sponsor
- Subscribing to the paid tier on Substack
| Component | Access | Notes |
|---|---|---|
| QuantCoderFS (Application) | Public (Open Source) | Full-stack application LLM-powered trading strategy generation for QuantConnect |
| QuantCoder (CLI Prototype) | Public (Open Source) | Legacy CLI prototype Legacy version of the application (CLI and GUI) |
| Chat with Fundamentals | Public (Open Source) | Full-stack application LLM powered fundamental analysis |
| Research logs | Public | Published at quantcoderfs.substack.com Equity and strategy research behind paywall |