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ai-governance

Self-hosted MCP gateway. Connects Claude, ChatGPT, Codex and other AI agents to Jira, GitLab, Notion, Google Workspace and 25 more tools. Pre-integrated, GDPR-ready, with PII sanitization, write-safety, and audit logging.

AI Governance Control Platform

PersonaLock is an open source, identity-first AI platform that preserves a user's authentic voice, reasoning, values, and evidence standards across every interaction. Built around a native identity-aware language model with integrated research and writing capabilities, it archives and learns from user-approved publications while preventing drift through transparent, explainable governance. Instead of simply generating content, PersonaLock ensures every output remains faithful to the person behind it. https://roxanneardary.com/personalock/

Open Intelligence Stack (OIS) is a modular AI governance specification that structures intelligence systems into specialized, human-supervised modules with defined responsibilities, legal analysis, evidence scoring, and full provenance tracking. It is designed to ensure that every output is transparent, auditable, and accountable, enabling organizations to build AI systems where decisions are traceable from source to conclusion. https://roxanneardary.com/open-intelligence-stack/

Kova is a modular, AGPL-licensed AI governance framework designed to enforce structured, policy-driven control over artificial intelligence systems across consumer, household, and enterprise environments. It separates intelligence, execution, and policy enforcement into distinct layers to ensure all AI actions are transparent, auditable, and governed by configurable safety and access rules. https://roxanneardary.com/kova/

SentinelMesh is an AI governance specification designed to provide intelligent oversight of artificial systems through modular risk assessment, safety evaluation, transparency, monitoring, and federated governance. It enables organizations to understand AI system risks, evaluate impacts, maintain accountability, and support responsible deployment through a structured governance framework. https://roxanneardary.com/sentinelmesh/

GovernanceFabric is an open source AI governance specification that provides a structured framework for policy enforcement, continuous monitoring, audit compliance, and accountable AI operations. It enables organizations to build trust into intelligent systems through transparent governance, risk management, evidence tracking, and human oversight. https://roxanneardary.com/governancefabric/

BrandFabric is an open-source AI governance platform that helps organizations maintain brand identity, creative consistency, and control across generative AI workflows. It provides an intelligent layer for managing brand knowledge, creative standards, content compliance, and AI-generated assets while enabling transparent, self-hosted, and vendor-independent AI governance. https://roxanneardary.com/brandfabric/

Stratum is an AI governance layer for MCP systems that sits between model intent and tool execution. It enforces permissions, policies, context controls, approval workflows, sandboxed execution, and audit logging to ensure every action taken by an AI system is authorized, traceable, and constrained by explicit rules before it runs. https://roxanneardary.com/stratum/

Nexora is an AI-driven enterprise endpoint governance and security intelligence platform that monitors software usage across organizational devices, applies deterministic policy-based risk classification, and transforms raw system activity into structured, auditable insights. It combines endpoint telemetry, policy enforcement, and explain-only AI analysis to give organizations real-time visibility into application behavior, improve compliance, and identify potential security risks without allowing AI to directly control enforcement decisions. https://roxanneardary.com/nexora/

An open decision matrix for agency AI workflows, scoring creative judgment, consent, and consequence to place human review where it still matters.

Zero-trust Governance & Control Plane for Autonomous AI Agents in Financial Services - powered by OPA, Redis, Node.js, Python LangGraph, gRPC, Qdrant Vector DB, and React.

AuthorityCore is an open-source AGPL 3.0+ focus-oriented AI governance and reliability framework designed to improve long-horizon task execution by reducing possibility space, enforcing objective contracts, and ensuring jurisdiction-aware, evidence-based, and fully traceable workflows under continuous human oversight. https://roxanneardary.com/authoritycore/

Educational study guide for the IAPP Artificial Intelligence Governance Professional (AIGP) certification, including exam domains, learning notes, glossary, study roadmap, and preparation resources.

VeritasChain is an open specification for evidence-based causal intelligence that enables AI systems to trace the relationships between decisions, laws, economic changes, technological developments, and historical events. It provides a modular framework for understanding why outcomes occur by connecting verified evidence, long-term timelines, and explainable causal analysis across industries and institutions. https://roxanneardary.com/veritaschain/

Blockchain Computer is the sovereignty layer for blockchain and AI, making identity, consent, privacy, and governance native to computation.

AIPolicy Web Standard - Open initiative for machine-readable AI governance

Context Composition Notation – Open standard for AI system architecture documentation