A

agpl

MedIQ is an open-source AI platform that seamlessly transitions verified U.S. citizens from Medicaid to Medicare. It provides fully automated eligibility verification, KYC protocols, fraud and anomaly detection, and state-by-state integration, all with end-to-end encryption, audit-ready reporting, and federated data models. https://roxanneardary.com/mediq/

EquaWorld is an open-source AI desktop application that calculates the full lifecycle cost of any service or product—covering production, maintenance, repair, and replacement—and fairly distributes that cost per user. With AI-driven automation, geographic customization, predictive analytics, and optional public transparency dashboards, EquaWorld delivers a clear, equitable, and accountable cost-allocation system for organizations and consumers alike. Transparency. Accountability. EquaWorld. https://roxanneardary.com/equaworld/

Open Arsenal project key ingredients.

Cognitive exoskeleton for AI agents and human researchers — by Cognitive Functors. Turn questions into verified constructive & destructive insights: breakthrough scientific-engineering hypotheses checked across 47 literature sources, 38 simulation bridges, and 9 formal verifiers — then gated proposals, dissertations, BibTeX, and proofs you can publish. Not a chatbot — a research pipeline. pip install c4reqber · blast solve · Z₃³ · 21 MCP · AGPL-3.0.

PHITrack is an open-source platform that monitors, analyzes, and visualizes PHI (Protected Health Information) transmissions using AI-driven insights while maintaining human-in-the-loop oversight. It provides dashboards, alerts, predictive risk scoring, and synthetic dataset simulations to ensure HIPAA-safe compliance, training, and reporting. https://roxanneardary.com/phitrack/

RequestStamp is a self-hosted edge request identity system that assigns a unique, traceable ID to every request entering your infrastructure. It enables real-time request tracking, rule-based decisioning, and full explainability of edge behavior across distributed systems. Designed for transparency and control, RequestStamp helps developers understand exactly what happened to any request, where, and why. https://roxanneardary.com/requeststamp/

No Lock-In Compliance Standard (NLCS v1.0) is an open architecture and governance framework designed to eliminate vendor lock-in across AI systems and software infrastructure. It defines a fully modular, interchangeable system model where AI, data, execution, and policy layers can be independently swapped without breaking system functionality, while maintaining AGPL 3.0+ compliance and machine-verifiable portability standards. https://roxanneardary.com/no-lock-in-compliance-standard/

EurekaAI – Science Without Limits is an open-source AI-powered research idea generator that accelerates scientific discovery. By analyzing literature, detecting knowledge gaps, and generating novel hypotheses, EurekaAI empowers researchers to explore uncharted areas of science. Featuring advanced AI analysis, visualization tools, collaboration workflows, and community-driven enhancements, EurekaAI transforms curiosity into actionable insights while maintaining full open-source transparency. https://roxanneardary.com/eurekaai/

AdFusionAI is an open source, privacy-first contextual advertising engine that analyzes text, images, and videos in real-time to deliver highly relevant ads based on the original content creator’s post. Operating entirely in-memory with zero data storage, it ensures privacy, brand safety, and ethical ad placement. AdFusionAI supports multi-slot ad recommendations, tone and emotion detection, scene-level video analysis, and dynamic cultural sensitivity — all while generating fallback ads when needed. https://roxanneardary.com/adfusionai/

PicPorter is an AGPL 3.0+ open source drag-and-drop uploader designed for seamless handling of images, videos, and files. Built for blogs, forums, platforms, and custom applications, PicPorter provides an intuitive interface, flexible backend storage options, file validation, and previews. Its open source nature allows developers to integrate, customize, and extend the uploader. https://roxanneardary.com/picporter/

MediLens is an open-source, real-time global database tracking pharmaceutical recalls for prescription drugs, biologics, and vaccines. It provides detailed medication profiles, official recall information, and company safety assessments, all publicly accessible. Users can explore trends, receive alerts, and analyze safety ratios, promoting transparency and accountability in the pharmaceutical industry. https://roxanneardary.com/medilens/

E-OS - a modern, memory-safe microkernel OS in Rust. A hardened AGPL-3.0 downstream of Redox OS.

AIChauffeur is an open-source AI Driving Efficiency Coach designed to retrofit ICE, hybrid, and EV vehicles. It provides real-time driver coaching, predictive energy optimization, and modular integration with regen, HVAC, and accessory systems. AIChauffeur helps drivers maximize efficiency, reduce energy waste, and improve overall driving performance, all while remaining fully open-source and community-driven. https://roxanneardary.com/aichauffeur/

ExitCompute is an open-source AI platform that combines macroeconomic signals, portfolio risk models, and tax-aware analysis to help retail investors plan a safe, optimized exit from the stock market. Built with transparent RIA-style principles, it provides scenario modeling, personalized exit pacing, and clear decision-support tools—all licensed under AGPL-3.0+ with required attribution. https://roxanneardary.com/exitcompute/

Pelagia is an open, modular specification for creating living ocean worlds. It defines a framework for underwater exploration, spearfishing, diving, marine ecosystems, mapping, treasure discovery, research, conservation, and multiplayer experiences. Designed around interoperable modules, Pelagia enables developers to build evolving underwater environments where the ocean exists beyond the player. https://roxanneardary.com/pelagia/

GapVision is an open-source platform that tracks, analyzes, and visualizes compensation data across industries to highlight and close gender pay gaps. Using AI, predictive analytics, and community contributions, it provides actionable insights for employees, companies, and policymakers while maintaining full transparency and privacy. Empower change, benchmark equity, and drive fair pay worldwide. https://roxanneardary.com/gapvision/

ClearSignal is an open-source platform that maps telecom companies, infrastructure, ownership hierarchies, board members, regulatory filings, financials, and network coverage worldwide. It provides researchers, regulators, and the public with a transparent, interactive, and verifiable database to study networks, corporate structures, and assets. https://roxanneardary.com/clearsignal/

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/

Orbital Drive is an open-source regenerative energy framework for electric vehicles that explores how motion, airflow, braking, heat, and solar input can be coordinated into a unified energy recovery system. It is designed for simulation and experimental research into reducing wasted energy in motion through intelligent routing, modular subsystems, and adaptive optimization. https://roxanneardary.com/orbital-drive/

OpenFiscal is an open-source platform that tracks, analyzes, and audits government budgets at all levels—town, city, state, and federal. Using AI, it flags deficits exceeding 3% of GDP and identifies line items more than 10% above national or state averages. The system maintains accountability by logging the officials responsible for budget approvals and requiring human-in-the-loop verification for all AI recommendations. OpenFiscal empowers citizens, auditors, and governments with transparent, actionable fiscal intelligence, helping prevent fraud, no-bid contracts, and cronyism. https://roxanneardary.com/openfiscal/