Scorecard Python Packages

optbinning

Optimal binning: monotonic binning with constraints. Support batch & stream optimal binning. Scorecard modelling and counterfactual explanations.

autocarver

Automatic optimal discretization pipeline

scorecardpy

Scorecard Development in python, 评分卡

toad

ESC Team's credit scorecard tools.

supermodelingfactory

Production-grade Python toolkit for credit risk modeling — scorecards, LR, LightGBM/XGBoost, WOE/IV, PSI, KS, SHAP. Source-protected wheels via Cython.

creditscoremodel

CreditScoreModel

scorecardpipeline

scorecardpipeline封装常用的风控策略分析和评分卡建模相关组件，支持pipeline式端到端评分卡建模、三方数据分析、规则集效果评估、特征有效性分析、excel报告输出、评分卡PMML导出、全流程超参数搜索等功能。核心功能：评分卡，策略分析，风控，规则挖掘，特征筛选，自动分箱

skorecard

scikit-learn compatible tools for building credit risk acceptance models

ossguard

OSSGuard Python implementation — reference CLI with Rich UI (pip install ossguard)

krisi

Testing and Reporting framework for Time Series Analysis

woe

Tools for WoE Transformation mostly used in ScoreCard Model for credit rating

rejectkit

Reject inference for credit scoring — 8 scikit-learn-compatible methods plus an honest benchmark that tells you whether it actually helps.

py-mob

Python Implementation of Monotonic Optimal Binning

memento-scorecard

Scorecard development with Python

skcredit

scorecard

dqtui

Scoring-style tree binning + PSI (numeric & categorical) + pairwise z-score bin stability over time, in an interactive UI. CLI for CI / cron. Live demo: https://dqt.gorev.space

credit-scoring-toolkit

A Python package designed as a credit scoring toolkit.