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The core Swytchcode Execution Kernel for AI Agents & Developers.

A Model Context Protocol (MCP) server for GitLab

The open knowledge agent — codice del prodotto (Apache-2.0).

The main project for OctoMY™ - Ready-to-run robot software

Operator-built fintech intelligence platform. Trends tracker, deal flow, LLM model comparisons, and AI-generated product blueprints. Static site — no frameworks, no CDNs. Daily pipeline pulls from SEC EDGAR, CFPB, Fed, and 8 RSS feeds.

YieldStack is an open-source agricultural intelligence platform that helps farmers and researchers optimize water usage, nitrogen application, and crop performance through modular AI systems, real-time sensor data, and agronomic modeling. Built under the AGPL-3.0+ license, it emphasizes transparency, explainability, and interoperability, enabling sustainable farming decisions that reduce waste, improve yields, and support long-term soil health. https://roxanneardary.com/yieldstack/

AI Agent Platform for Conversational AI, RAG, WhatsApp Automation, CRM and Enterprise AI Solutions.

13 November, 2023: Following a major backend upgrade of SimpleMind, you can now build and test a chest x-ray example. We are rapidly adding more agents and documentation to expand the functionality.

💬 Epic prompts to turbo-charge your LLM chatbots.

WattMind is a distributed energy exchange and coordination system that transforms decentralized energy resources into a real-time, intelligent marketplace. It enables homes, businesses, and infrastructure systems to produce, store, and trade energy through a mesh-based network that balances supply and demand dynamically. By integrating market mechanisms, grid intelligence, and edge device coordination, WattMind turns energy into a programmable, continuously optimized system designed for a distributed and AI-driven future. https://roxanneardary.com/wattmind/

The GitLab Knowledge Graph project aims to create a structured, queryable graph database from code repositories to power AI features and enhance developer productivity.

Documentation

Roadmap

🚦 Auto-Ledger 📱 Smart Digital Driving License & Penalty Points System (Sri Lanka) An **enterprise-level full-stack system designed for managing digital driving licenses, traffic violations, and penalty points tracking in Sri Lanka. This project is developed as the Final Year HND in Software Engineering project.

The Open Work System is an AI-driven coordination and incentive protocol for open-source development that measures contributions across projects, maps work to canonical modules, and distributes pooled funding based on verified impact. It eliminates duplicate compensation for equivalent work while ensuring every meaningful contribution is traceable, attributable, and fairly rewarded within a unified global development ecosystem. https://roxanneardary.com/the-open-work-system/

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/

LumenAudio is a modular, AI-driven audio mesh for modern vehicles that unifies music, radio, podcasts, and self-hosted media into a single intelligent system. Built around a plugin-based architecture, it integrates paid streaming services and open-source platforms through secure adapters while using voice-first natural language control and context-aware AI to adapt playback to driving conditions, user behavior, and real-time intent. https://roxanneardary.com/lumenaudio/

Civic is an AI-powered hyperlocal community platform that connects residents, businesses, and local organizations within individual town-based instances. It combines mini blogs, rich media posting, a local business directory, events, and intelligent AI assistance into one unified system. Designed as a modern digital civic space, Civic enables people to discover what’s happening nearby, share meaningful updates, and build stronger, more trusted local communities. https://roxanneardary.com/civic/

NodeHR is an open-source, self-hosted HR concierge and workflow automation platform that transforms employee questions into secure, policy-aware actions. It combines AI-powered assistance with structured workflows to handle PTO requests, policy lookups, onboarding guidance, and internal HR processes directly within tools like Slack, Teams, or web portals. Designed for organizations that own their stack, NodeHR prioritizes privacy, encryption, modularity, and full auditability while eliminating repetitive HR workload through automation. https://roxanneardary.com/nodehr/

BuildOracle is an open-source AI-powered zoning, environmental simulation, and urban planning intelligence platform that evaluates building proposals before approval. It analyzes zoning laws, blueprints, infrastructure capacity, economic impact, and environmental effects to generate transparent, data-driven reports and sustainable design recommendations for planners and zoning officials. https://roxanneardary.com/buildoracle/

Road Systems Watch is an open-source civic infrastructure platform that maps and tracks road construction activity across cities, counties, and states. It combines citizen reporting, public project data, contracting records, and AI-driven analysis to create a living record of how roads are built, funded, and repeatedly repaired over time. The system provides transparent, structured insights into infrastructure activity, including project history, funding sources, and contractor involvement when available. https://roxanneardary.com/road-systems-watch/

NeuroGrid is an open-source, modular AI protocol that enables autonomous multi-agent swarms to collaborate, execute complex tasks, and verify outcomes through structured workflows and specification-driven integrity. It combines decentralized compute, verifiable execution, and persistent knowledge systems to create a scalable intelligence network where agents and humans work together as coordinated teams. https://roxanneardary.com/neurogrid/