A

accountability

OpenHighway is an open-source civic transparency platform designed to track how highway funding moves from its original sources—such as taxes, tolls, and federal allocations—through government agencies, contracts, and contractors, all the way to completed infrastructure projects. It provides a unified, auditable system for visualizing revenue, spending, and project outcomes to improve public accountability in transportation infrastructure. https://roxanneardary.com/openhighway/

Covenant AI is an open-source artificial intelligence infrastructure platform focused on human authority, bounded autonomy, transparency, privacy, and accountable AI execution. Built as a complete alternative to traditional AI agent frameworks, Covenant AI ensures that every AI action is authorized, explainable, revocable, and verifiable — creating intelligence systems that remain fully accountable to the people they serve. https://roxanneardary.com/covenantai/

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/

The Foundation for Deterministic Computing (FDC) is an open standards initiative dedicated to building reproducible, auditable, and human-governed computing systems. It defines modular specifications for deterministic execution, verifiable intelligence, structured knowledge, and transparent decision-making. The foundation provides a framework for ensuring that computational systems operate with consistency, traceability, and accountability across all layers of software and intelligent infrastructure. https://roxanneardary.com/foundation-for-deterministic-computing/

HelmOS is a modular, local-first operating layer that wraps existing AI agents with intent verification, human governance, trust management, workflow orchestration, auditing, and controlled self-improvement. Designed to keep humans at the center of decision-making, HelmOS ensures that actions remain explainable, accountable, and aligned with user intent while providing a standardized framework for building, managing, and governing intelligent agent systems. https://roxanneardary.com/helmos/

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/

CodeTraceAI is an open-source AI system that merges concepts, protocols, and ideas from multiple repositories, generating fresh, modern code while ensuring ethical attribution. Every proposed merge is human-approved, and notice.md is automatically updated to credit only the contributors whose code is included. With integrated testing, security checks, license compliance, CI/CD pipelines, and continuous AI learning, CodeTraceAI turns collaborative ideas into reliable, up-to-date software. https://roxanneardary.com/codetraceai/

ShellScan: From Shell to Source is an open-source platform designed to map, analyze, and visualize corporate ownership networks, including shell companies, financial institutions, and emerging finance entities. Using advanced AI, predictive analytics, and immersive dashboards, ShellScan exposes hidden relationships, traces officer and board histories, and provides real-time insights into financial networks. With citizen engagement tools, policy simulations, and cross-border intelligence, ShellScan empowers transparency, accountability, and proactive financial oversight. https://roxanneardary.com/shellscan/

AuthenticAI is an open-source, locally hosted AI governance platform designed to keep intelligence local and decisions accountable. It provides a trust layer between AI systems, autonomous agents, enterprise data, and external tools through metadata filtering, data minimization, retrieval trust scoring, model routing, human approval workflows, and MCP governance. AuthenticAI enables organizations to deploy AI securely with transparency, control, and accountability.

Carenex is an open-source, HIPAA-compliant AI platform that helps users find the best and most cost-effective health insurance plans. It provides personalized recommendations, predictive claims outcomes, multi-state coverage comparisons, and insurer accountability tracking. Users can securely upload denied claims, explore detailed policy fine-print, and make informed decisions based on official, verified data. Carenex empowers transparency, security, and actionable insights for all types of insurance.

Project Solstice is a layered reasoning system stack designed to transform computation into structured, verifiable cognition. It combines neural inference, symbolic reasoning, adversarial validation, and autonomous orchestration into a unified architecture that emphasizes traceability, modularity, and correctness. Rather than producing isolated outputs, it builds full reasoning pipelines that can be decomposed, verified, versioned, and improved over time.

OpenCrawler is an open-source search engine built for transparency, fairness, and user control. It delivers explainable search results through a transparent ranking system, verifies business entities using public records, and protects user privacy with encryption and consent-based location access. Designed as a community-driven alternative to traditional search engines, OpenCrawler focuses on honest indexing, accountable ranking, and privacy-first infrastructure for the open web.

On-chain accountability layer for AI financial agents: commit a claim before the outcome, reality grades it, tamper-proof and verifiable.

Scans every federal contract above $1M from USASpending.gov bulk data for one pattern: recipients with no prior federal contract history landing awards of $25M+ (or $10M+ on sole-source and single-offer contracts). A structural filter excludes ~1,600 verified entity types where no prior history is expected. Flags publish monthly at contractwatch.org. Python, Cloudflare Pages, MIT licensed. No agency affiliation.

The auditing & accountability package for Laravel's Eloquent ORM.

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

Public pages of the ANR project "FATES-MLOps"

Django platform documenting companies linked to Israeli occupation and their ethical alternatives. BDS-focused corporate accountability.