quant-limit-probability-cli is a command-line tool designed for quantitative traders and data scientists to calculate next-day limit-up and limit-down probabilities in A-share markets. It supports local backfilling, model training, publishing, and uploading without the need for a full engine service. Built with LightGBM, it streamlines workflow for financial analysis.
In the CLI tools & terminal space, quant-limit-probability-cli takes a focused approach. It automates the calculation of next-day limit-up and limit-down probabilities for quantitative trading without requiring a full engine service. It is built as an open-source project for quantitative traders and financial data scientists. quant-limit-probability-cli is open source under the Open Source license. quant-limit-probability-cli is available on the command line.
Behind quant-limit-probability-cli is MaelWeb, and the product first shipped in 2026. Key capabilities include local training, probability calculation, and CLI interface.
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