Privacy Preserving Python Packages

humbug

Get usage metrics and crash reports for your API, library, or command line tool.

spu

SPU (Secure Processing Unit) aims to be a provable, measurable secure computation device, which provides computation ability while keeping your private data protected.

anonlink

Python implementation of anonymous linkage using cryptographic linkage keys

secretflow

A unified framework for privacy-preserving data analysis and machine learning

goldenmatch

🟡 Golden Suite — polyglot data-quality + entity-resolution toolkit. GoldenCheck profiles → GoldenFlow standardizes → GoldenMatch dedupes → GoldenPipe orchestrates. Zero-config defaults, 97% F1, MCP server per package + one master, multi-arch container images, drop-in Airflow DAGs.

secretflow-serving-lib

SecretFlow-Serving is a serving system for privacy-preserving machine learning models.

secretflow-lite

A unified framework for privacy-preserving data analysis and machine learning

dp-sequential-events

Differential privacy for sequential event logs, anonymizing case IDs and timestamps while preserving statistical properties.

pycanon

pyCANON is a Python library and CLI to assess the values of the parameters associated with the most common privacy-preserving techniques.

secretflow-spec

SecretFlow Open Specification is a protocol stack designed for privacy-preserving applications.

sf-sml

Secretflow Secure Machine Learning

rayfed-nightly

A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.

secretflow-rayfed

A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.

indexnetwork-sdk

Index Network SDK

fate-test

test tools for FATE

insurance-synthetic

Vine copula synthetic insurance portfolio data generator

taeval

This repository contains the code and experimental data for the Text Anonymization Evaluator (TAE), an evaluation tool for anonymized documents including multiple state-of-the-art metrics for both utility preservation and privacy protection assessment.

privjedai

An open-source library that leverages Python’s data science ecosystem to build powerful end-to-end Privacy Preserving Record Linkage workflows.

loclean

High-performance, local-first semantic data cleaning library

sage-testsuite

testsuite for FATE

trustflow-sgx2-generation

A privacy-preserving computing system based on TEE.

ai-mysql-translator

A new package enables AI systems to securely interact with MySQL databases by translating natural language queries into structured SQL commands. It processes user text input to generate safe, validate

spark-privacy-preserver

Anonymizing Library for Apache Spark

trustflow-verification

A privacy-preserving computing system based on TEE.