Privacy Preserving Python Packages

humbug

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

goldenmatch

Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.

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

pycanon

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

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

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

secretflow-serving-lib

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

secretflow-lite

SecretFlow Lite

dp-sequential-events

Privatized

goldenpipe

Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.

goldenflow

Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.

secretflow-spec

Secretflow spec

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.

goldenmatch-duckdb

Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.

fate-test

An Industrial Grade Federated Learning Framework

indexnetwork-sdk

Discovery Protocol

taeval

Text Anonymization Evaluator (TAE)

goldensuite-mcp

Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.

insurance-synthetic

Vine copula synthetic portfolio generation for insurance — exposure-aware, fidelity reporting

privjedai

An open-source library that builds powerful end-to-end PPRL workflows.

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