Privacy Preserving Python Packages

humbug

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

anonlink

Python implementation of anonymous linkage using cryptographic linkage keys

secretflow

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

spu

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

pycanon

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

secretflow-serving-lib

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

dp-sequential-events

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

secretflow-lite

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

ammp

Reference implementation of AMMP (Agentic Mentor-Mentee Protocol, draft-arturo-ammp-01), Mentoring track, on FastMCP. Multi-mentor + multi-mentee, LLM-synthesised AskMentor with confidence-driven escalation.

secretflow-spec

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

sf-sml

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

secretflow-rayfed

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

fate-test

An Industrial Grade Federated Learning Framework

insurance-synthetic

Vine copula synthetic insurance portfolio data generator

indexnetwork-sdk

Discovery Protocol

rayfed-nightly

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

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

trustflow-verification

A privacy-preserving computing system based on TEE.

trustflow-tdx-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

trustflow-csv-generation

An attestation report generation library for csv

trustflow-sgx2-generation

A privacy-preserving computing system based on TEE.

sage-testsuite

An Industrial Grade Federated Learning Framework