Ethical Ai Python Packages

langfair

LangFair is a Python library for conducting use-case level LLM bias and fairness assessments

agent-policy-layer

The standard protocol for defining runtime guardrails for your enterprise agents with a mission of trustworthy and reliable agentic systems 🛡️

heart-centered-prompts

Heart-centered system prompts for AI that foster compassion and interconnection. Multiple versions available with easy integration for Claude, ChatGPT, and Python applications.

inclusivewriting

A Python multilingual application for inclusive writing

ai-fairness-toolkit

AI Fairness and Explainability Toolkit (AFET) is an open-source project aimed at providing tools and frameworks to assess, visualize, and mitigate bias in machine learning models. It supports multiple ML frameworks and offers a comprehensive suite of metrics and visualization components to enhance model transparency and fairness.

indoctrine-ai

The Open-Source Framework for Agentic Ethics, AI Agent Values, and Safety Compliance (NIST, EU AI Act)

whis-ethical-ai

Ethical AI Validator detects bias and assesses fairness in AI models with statistical parity analysis, real-time monitoring, and automated GDPR/AI Act compliance reporting. Python 2.7+ compatible.

tonesoul52

AI governance framework — semantic responsibility, self-auditing memory, council deliberation. Honest about what it enforces vs. merely declares. 語魂：讓 AI 對自己說過的話負責。