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

krisi

⏳ Evaluation of Time-Series Predictions with powerful pdf and web Reporting. Tailored for evaluation of metrics over time!

woe

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

hscredit

hscredit是为金融风控策略和模型人员提供的工具包，包含从数据探索、特征工程、分箱、编码、筛选到建模和报告生成的全流程解决方案。鉴真伪，斟信用，衡风险，枢定策 —— 衡枢真信，智能风控，一站掌控

ossguard

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

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

driftkit

Correct, dependency-light population stability metrics for tabular models — PSI, CSI, WOE/IV and calibration drift. numpy + pandas only.

rejectkit

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

credit-scoring-toolkit

Credit scoring toolkit with python