P

provenance

A suite of tools to assist with reviewing Open Source Software dependencies. (Mirrored from https://github.com/oss-review-toolkit/ort)

LicenseTrace is a semantic software provenance and compilation system that evaluates whether software already exists before any code is written. It enforces origin-first development by tracing external repositories, resolving attribution, detecting duplication at both ecosystem and module level, and compiling only the minimal necessary implementation when reuse is not possible. https://roxanneardary.com/licensetrace/

LatticeOS is a modular, human-in-the-loop operating system for governed multi-agent AI orchestration, designed to provide structured execution, deterministic workflows, and full auditability. Built around event-sourced transparency and explicit governance controls, LatticeOS enables intelligent systems where every agent action becomes structured, traceable history while keeping humans in control of all critical decision-making. https://roxanneardary.com/latticeos/

OriginSeal is an open-source AGPL 3.0+ provenance infrastructure platform for AI systems built around MCP (Model Context Protocol). It preserves attribution, lineage, and identity across AI-generated content, tools, and workflows, ensuring that every output can be traced back through a verifiable history of transformations. https://roxanneardary.com/originseal/

License Guardian Network is a modular semantic compliance and provenance system that detects specification usage across networks, verifies attribution requirements, and generates structured evidence and legal notices. It combines vector-based similarity detection, registry-based spec tracking, and automated compliance workflows to ensure licensing integrity in AGPL-3.0+ and SBL-enabled environments. https://roxanneardary.com/license-guardian-network/

OpenLedger Provenance System is an append-only, event-sourced knowledge infrastructure that records how information evolves over time through verifiable chains of events, evidence, and methods. It is designed for high-trust environments such as scientific research, archaeology, legal systems, and civic data, where every claim must be traceable, reproducible, and transparently linked to its origin and reasoning. https://roxanneardary.com/openledger-provenance-system/

TraceCommons is an open-source transparency and provenance infrastructure that uses Merkle-based append-only logs, witness verification, and cryptographic timestamp anchoring to create independently verifiable digital records. It extends into AI provenance tracking, enabling datasets, models, and generated content to be traced and audited across their full lifecycle, helping establish trustworthy digital history in the AI era. https://roxanneardary.com/tracecommons/

Open Ad Intelligence Network (OAIN) is an open-source, AI-driven advertising platform that lets businesses and creators generate ads, distribute them across platforms, and track performance through verified links and watermark-based attribution. It combines AI content generation, predictive analytics, and autonomous optimization with a transparent revenue-sharing system so all contributors are fairly rewarded for their participation and impact. https://roxanneardary.com/open-ad-intelligence-network/

DividenCity is an open-source platform that enables cities, states, and the federal government to implement a resource-backed Universal Basic Income (UBI) system. By automatically tracking revenue from public resources, industry use of public property, and government budget surpluses, DividenCity distributes fair, transparent dividends to verified citizens. The platform is modular, scalable, and citizen-focused, featuring customizable local/state payouts, educational dashboards, and public transparency tools. https://roxanneardary.com/dividencity/

Atlas Continuum System is a spec-driven operating system for building persistent narrative, visual, and physics-based worlds. Instead of relying on prompt-to-output generation, it compiles structured narrative specifications into consistent simulations using identity-locked character agents, reusable visual assets, and law-governed physics. Every change is traceable, governed through human approval, and designed to preserve continuity across stories, worlds, and time. https://roxanneardary.com/atlas-continuum-system/

InceptID is an open-source AI provenance and authenticity framework that traces images, videos, audio, and text back to their original source across platforms. It uses multimodal fingerprinting, steganographic provenance embedding, and cross-platform intelligence to reconstruct how content is created, modified, and shared, helping establish verifiable origin, detect manipulation, and preserve digital authorship in an AI-driven internet. https://roxanneardary.com/inceptid/

SandNet is a privacy-first, open source game creation and virtual world platform designed for creators, families, educators, and organizations. Built with modern security, encrypted user data, modular architecture, and age-based content categories, SandNet empowers communities to build games, create immersive worlds, collaborate on projects, host events, and share experiences while maintaining full ownership of their data and creations. https://roxanneardary.com/sandnet/

Xythera is a modular AGPL 3.0+ AI platform for sensor intelligence, open hardware design generation, and engineering automation. It enables the creation, validation, and visualization of hardware systems through constraint-driven AI, while producing step-by-step build instructions and maintaining full provenance and attribution for all generated designs. https://roxanneardary.com/xythera/

AuthTrace AI is an AGPL-3.0+ licensed provenance and licensing intelligence system that verifies authorship, tracks content lineage, and transforms human-created knowledge into structured, licensable digital assets. It provides a trust and economic layer for the open knowledge ecosystem, enabling transparent attribution, distribution, and monetization while preserving creator ownership and enforcing attribution integrity across all derived works. https://roxanneardary.com/authtrace-ai/

An open-source AI platform that maps the evolution of scientific ideas, publications, and patents. Track breakthroughs, visualize research lineages, and give full attribution to every contributor—researchers, institutions, and corporations alike. Explore the global tree of knowledge, discover connections across disciplines, and see the past, present, and future of innovation in one interactive platform. https://roxanneardary.com/ideasphere/

ClaimScout is an open-source AI platform that monitors code repositories, social media, and websites to detect potential copyright infringements. It automatically collects evidence, analyzes content, checks license compliance, and generates DMCA-ready reports, helping creators protect their intellectual property with intelligence and precision. https://roxanneardary.com/claimscout/

ARCA is a per-user provenance and originality ledger that tracks digital content across a creator’s personal history to determine whether each new post is genuinely novel, meaningfully contributed, and eligible for monetization. It combines timestamped archival records, content fingerprinting, behavioral authenticity scoring, and a transparent pre-submission evaluation system to ensure users always understand the originality and payout status of their content before publishing. https://roxanneardary.com/arca/

ProvenanceHub is an open-source, community-driven provenance and lineage intelligence system that tracks the origin, evolution, and transformation of digital artifacts, specifications, and ideas over time. It combines immutable provenance records, semantic search, and AI-driven lineage analysis to build a verifiable “tree of life” for software, research, and digital creation—showing not only where something came from, but how it evolved and what it became. https://roxanneardary.com/provenancehub/

Mind Palace — a local-first knowledge system that knows why it believes things. Typed provenance, sealed core, attested acts, gated deploys. The live instance (Ouroboros) dreams over its owner's corpus; built with AI in a gated loop, in the open. AGPL-3.0.

OpenLimb is an open-source modular robotics platform designed to make robotic limbs, wearable systems, and industrial robotics more accessible, customizable, and transparent. Combining open hardware, AI-assisted engineering, legal AI protection, provenance tracking, and community-driven development, OpenLimb provides a foundation for building the next generation of human-centered and industrial robotic technologies.