The Internet of Things specification ecosystem described here represents a broad collection of interoperable, open-source systems designed to unify physical infrastructure, software intelligence, and distributed computing into a cohesive global framework. These systems span domains such as robotics, energy networks, security, identity, compliance, spatial intelligence, and decentralized communication, all structured around a shared philosophy of modularity, extensibility, and edge-first deployment. The underlying intent is to move away from fragmented vendor-controlled solutions and toward a coordinated environment where devices, data, and services can interact seamlessly across both local and global networks.
Together, these specifications form a foundation for building resilient, privacy-aware, and self-healing infrastructure that extends from individual devices to large-scale industrial and civic systems. They emphasize secure automation, real-time intelligence, and user-controlled data ownership while enabling rapid innovation through composable architecture. A Specifications Branding License may be negotiated for organizations that require attribution-free deployment rights, allowing for commercial or institutional use while maintaining the integrity and structure of the underlying specification framework.
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AeroGrid Specification
https://roxanneardary.com/aerogrid/
An open source, modular AI-powered weather drone platform designed for autonomous atmospheric monitoring, real-time weather data collection, and advanced forecasting through distributed intelligence. -
Agility Copilot
https://roxanneardary.com/agility-copilot/
A modular, rule-based agility course design system that enables intelligent, space-aware course creation, validation, and optimization across multiple federation standards. It supports customizable designs for various agility applications. -
AppNest Module Specification
https://roxanneardary.com/appnest/
A cheerful cross-platform open-source app marketplace where developers publish software and users discover, compare, and download trusted apps in one welcoming hub. It fosters an open ecosystem for app distribution. -
AstraForge Module Specification
https://roxanneardary.com/astraforge/ An open-source mission control and orchestration platform designed to manage complex systems, workflows, and autonomous operations. -
Aurea Module Specification
https://roxanneardary.com/aurea/
AI-powered IaC security platform scanning Terraform, Kubernetes, Docker, and Ansible for vulnerabilities and misconfigurations. Licensed under AGPLv3. -
AxonBot Module Specification
https://roxanneardary.com/axonbot/
AxonBot is an open-source, end-to-end encrypted robotics and IoT interface that connects and customizes devices, robots, and automation systems for any industry through a modular core and extensible plugins. -
Brightbound
https://roxanneardary.com/brightbound/
An open-source AI creative engine that turns prompts into printable ink coloring pages, themed books, and flipbook-style animations with modular generation and export systems. It emphasizes creative and educational outputs. -
CIRRUS GRID Module Specification
https://roxanneardary.com/cirrus-grid/
A modular atmospheric intelligence network that enables persistent, self-healing connectivity and distributed compute across ground, airborne swarm, and stratospheric layers. It supports advanced aerial and connectivity applications. -
Civic Module Specification
https://roxanneardary.com/civic/
An AI-powered hyperlocal community platform that connects residents, businesses, and organizations within town-based digital spaces featuring mini blogs, local directories, events, and intelligent community assistance. It strengthens local engagement. -
CommandQuest Module Specification
https://roxanneardary.com/commandquest/
An open-source, fully extensible CLI that combines automation, AI-assisted workflows, and gamification to help users master their terminal experience. It makes command-line work more engaging and productive. -
CommonsHome Module Specification
https://roxanneardary.com/commonshome/
An open-source AI-powered platform for home staging, spatial intelligence, and real estate marketing optimization that helps transform property photos into market-ready listings through modular analytics, virtual staging, and performance-driven insights. It aids real estate professionals. -
DataLyra Module Specification
https://roxanneardary.com/datalyra/
An open-source, self-hosted, end-to-end encrypted AI data platform that transforms natural language into secure, insightful analytics while keeping all data under user control. It prioritizes privacy and user sovereignty. -
DocRewrite Module Specification
https://roxanneardary.com/docrewrite/
AI tool for searching and rewriting documents/websites according to custom rules with automation and enterprise-ready features. Licensed under AGPLv3. -
Ecliptic Module Specification
https://roxanneardary.com/ecliptic/
A decentralized, encrypted, and self-healing web infrastructure system that distributes hosting across a global peer-to-peer network instead of centralized servers. It enhances web resilience and privacy. -
EmailXpose Module Specification
https://roxanneardary.com/emailxpose/
An open source AI-powered email security system that detects phishing, spam, scams, malware, and hidden symbolic intent across text, images, and video to provide clear, explainable inbox protection. Licensed under AGPLv3. -
FailureMap Module Specification
https://roxanneardary.com/failuremap/
An open-source AI venture intelligence platform that analyzes startups through a risk-first, evidence-based system to identify structural weaknesses and potential failure points. It supports better decision-making in investments. -
FederAI Module Specification
https://roxanneardary.com/federai/
An open-source, ultra-efficient federated AI framework enabling distributed intelligence across everyday devices. It brings AI capabilities to edge and IoT environments. -
FederNet Module Specifcation
https://roxanneardary.com/federnet/
An open-source, secure, and decentralized networking framework enabling seamless, end-to-end encrypted communication between apps across devices. It supports private interconnectivity. -
FlexNode Module Specification
https://roxanneardary.com/flexnode/
Multi-backend storage virtualization API for edge and IoT devices supporting automation and observability. Licensed under AGPLv3. -
Fluxara
https://roxanneardary.com/fluxara/
A physics-native intelligence system for modeling, simulating, validating, and optimizing energy and motion systems. It aids in complex physical system design. -
ForwardState Module Specification
https://roxanneardary.com/forwardstate/
Predictive cryogenic control software enabling stable, autonomous in-space propellant transfer. It supports advanced space operations. -
GuardianNX Module Specification
https://roxanneardary.com/guardiannx/
A modular, AGPL-3.0+ open source home security operating system designed to eliminate vendor lock-in through fully replaceable hardware, encrypted edge AI surveillance, and decentralized, privacy-first system architecture. It focuses on user-controlled security. -
HelixPlan Module Specification
https://roxanneardary.com/helixplan/
An open-source spatial intelligence system that reconstructs accurate architectural floorplans from walkthrough video and minimal dimensional inputs. It simplifies building documentation. -
IndustriVerse Module Specification
https://roxanneardary.com/industriverse/
AI-powered platform mapping, analyzing, and optimizing the U.S. industrial infrastructure from ore deposits to manufacturing. Licensed under AGPLv3. -
IntelligenceForge Module Specification
https://roxanneardary.com/intelligenceforge/
ModelSignature is an open specification for AI model registry and lifecycle management that provides a permanent record of every model through identity, provenance, versioning, governance, and deployment tracking. It enables transparent, reproducible, and trusted AI operations through a modular, vendor-neutral framework for managing the complete model lifecycle. -
KeyframeAI Module Specification
https://roxanneardary.com/keyframeai/
An open-source, AI-powered design platform with fully editable layers, real-time collaboration, and end-to-end encrypted user content. It enables collaborative creative work. -
Lexora Module Specification
https://roxanneardary.com/lexora/
An open-source AI-powered repository intelligence platform that helps you understand any codebase before you build. It accelerates development insights. -
LibreOrbit Module Specification
https://roxanneardary.com/libreorbit/
An open-source, modular satellite networking operating system designed to connect satellites, ground stations, sensors, and communities through open and interoperable space infrastructure. -
License Guardian Network
https://roxanneardary.com/license-guardian-network/
License Guardian Network is a semantic licensing and provenance system that verifies specification attribution, detects reuse through similarity analysis, and generates structured compliance evidence across distributed repositories. It provides a modular framework for connecting usage, provenance, and compliance in AGPL-3.0+ environments with optional support for Specification Branding License (SBL) workflows. -
LotusGraph Module Specification
https://roxanneardary.com/lotusgraph/
Hybrid AI-ready graph database with Rust core, Python API, real-time streaming, GNN support, and edge/IoT deployment. Licensed under AGPLv3. -
MarketLight Module Specification
https://roxanneardary.com/marketlight/
An open-source, transparent global marketplace where innovation is protected, verified, and ultimately shared under AGPL-3.0+ for the benefit of everyone. It promotes open innovation sharing. -
MedFair Module Specification
https://roxanneardary.com/medfair/
MedFair is an AI-powered specification designed to identify, verify, and reduce medical financial obligations by searching insurance, billing, legal, financial assistance, charity care, government, and other available avenues. It then evaluates the remaining obligation to identify the fairest and lowest-cost lawful resolution, including appeals, settlements, and repayment plans. -
MediNetAI
https://roxanneardary.com/medinet-ai/
AI platform for medical/dental image analysis with multi-modal disease detection, predictive modeling, and patient engagement. Licensed under AGPLv3. -
MetaBridge Module Specification
https://roxanneardary.com/metabridge/
An open-source, ontology-driven data integration platform that enables secure multi-party data sharing through governed schema evolution, validated ETL pipelines, and strong spec hygiene enforcement. It ensures high-quality data interoperability. -
MetaSpec Module Specification
https://roxanneardary.com/metaspec/
A fully local, encrypted, AI-assisted specification engine designed to transform a single idea into an evolving ecosystem of applications, platforms, and modular systems. It supports systematic project development. -
MindCache Module Specification
https://roxanneardary.com/mindcache/
An open-source persistent multi-agent memory platform designed for long-term state management, snippet retrieval, versioned memory, and collaborative AI intelligence. It enhances AI memory capabilities. -
ModelSignature Module Specification
https://roxanneardary.com/modelsignature/
ModelSignature is a specification for AI model registry and lifecycle management that provides a permanent record of every model through identity, provenance, versioning, governance, and deployment tracking. It enables trusted, transparent, and interoperable AI systems by standardizing how models are created, validated, deployed, monitored, and retired. -
NextState Module Specification
https://roxanneardary.com/nextstate/
NextState is an open-source AI platform that tracks state resources, public revenues, and potential citizen dividends, giving people transparent tools to understand the value their government creates. It uses AI-powered forecasting, state comparisons, policy simulations, and migration analysis to help citizens make informed financial and family decisions. -
NodeHR Module Specification
https://roxanneardary.com/nodehr/
An open-source, self-hosted HR concierge and workflow automation platform that uses AI to turn employee questions and HR processes into secure, policy-aware, and fully auditable workflows. It streamlines human resources. -
Nullify Module Specification
https://roxanneardary.com/nullify/
Open source centralized data retention and deletion system with secure, policy-driven automation and full auditability. Licensed under AGPLv3. -
OceanLand Sync System Module Specification
https://roxanneardary.com/oceanland-sync-system/
An open-source AGPL 3.0+ platform that provides stabilized satellite connectivity for amphibious vehicles across land and water using predictive motion control and multi-orbit network switching. It supports hybrid environment operations. -
OpenHydrology Module Specification
https://roxanneardary.com/openhydrology/
An open-source modular water infrastructure platform designed to provide transparent, repairable, and scalable water purification through selective electro-separation, intelligent automation, and community-driven innovation. -
OpenReplica Module Specification
https://roxanneardary.com/openreplica/
An open-source tool that lets users instantly replicate, clean, and export websites into fully portable, self-owned projects without subscription lock-in or proprietary restrictions. It promotes digital ownership. -
PhaseLock Module Specifciation
https://roxanneardary.com/phaselock/
A cryogenic conditioning loop system enabling stable, vapor-free propellant transfer for reusable in-space refueling. It advances space refueling technology. -
Power Transparency Network
https://roxanneardary.com/power-transparency-network/
An AGPL 3.0+ open-source intelligence platform that analyzes energy production, market concentration, infrastructure ownership, and household energy dependency to promote transparency against energy monopolies. It fosters energy sector accountability. -
PredictaFlux Module Specification
https://roxanneardary.com/predictaflux/
A modular AGPL 3.0+ energy intelligence platform that transforms triboelectric micro-energy signals into predictive, optimized, and distributed energy system intelligence. It supports micro-energy applications. -
ProjectFoundry Module Specification
https://roxanneardary.com/projectfoundry/
Where AI starts the project by transforming ideas into structured, human-approved open-source repositories with automated documentation, licensing, and collaboration-ready scaffolding. It kickstarts open-source development. -
ProofLayer Module Specification
https://roxanneardary.com/prooflayer/
An open-source continuous SOC 2 and SOC 3 compliance infrastructure designed to provide automated evidence collection, transparency dashboards, and machine-readable trust verification through the .well-known/compliance standard. It simplifies compliance. -
PropIntel Module Specification
https://roxanneardary.com/propintel/
An open-source, AI-driven property intelligence platform that tracks ownership, notices of default, liens, foreclosures, and title history across the United States. Licensed under AGPLv3. -
QuantumLingua Module Specification
https://roxanneardary.com/quantumlingua/
High-speed AI translation platform supporting text, audio, images, and video with privacy-first design. Licensed under AGPLv3. -
Quantum Synapse Module Specification
https://roxanneardary.com/quantum-synapse/
An open-source, non-invasive brain–computer interface platform that enables mind-controlled interaction through wearable EEG technology and real-time neural signal processing. It advances accessible BCI technology. -
Rally Copilot Module Specification
https://roxanneardary.com/rally-copilot/
A modular, rules-based Rally course design and optimization platform that combines federation-aware rule systems, spatial validation, and AI-assisted tools to help design, validate, and refine competition-ready Rally courses. -
ResponseOS
https://roxanneardary.com/responseos/
An open-source platform for reproducible clinical research analysis that uses Bayesian modeling, meta-analysis, and normalized clinical trial data to evaluate treatment effectiveness and placebo-controlled outcomes. It improves research reliability. -
Rulea Module Specification
https://roxanneardary.com/rulea/
An open-source AI compliance layer that provides real-time Terms of Service guidance, helping users understand conflicts, receive recommendations, and comply without bans or suspensions. It aids platform compliance. -
SecurePath
https://roxanneardary.com/securepath/
Enterprise-grade AI evaluation and regulatory compliance framework with audit-ready logs and dashboards. Licensed under AGPLv3. -
SelfRoot Module Specification
https://roxanneardary.com/selfroot/
An open-source deterministic identity infrastructure system that enables passwordless authentication by converting live human presence into cryptographic proof without storing biometric data or relying on centralized identity providers. Licensed under AGPLv3. -
ServiceLens Module Specification
https://roxanneardary.com/servicelens/
An open-source local services platform that helps independent contractors become discoverable through natural-language search while providing secure payments, invoicing, and tax-compliant reporting. It supports service professionals. -
SignalParcel Module Specification
https://roxanneardary.com/signalparcel/
An open-source system that maps land ownership, operators, and licensing relationships using verified public records. It provides transparent land intelligence. -
SmartSmile
https://roxanneardary.com/smartsmile/
AI platform helping U.S. patients compare dental pricing, verify specials, detect upsells, and find trustworthy care. Licensed under AGPLv3. -
SolderSense Module Specification
https://roxanneardary.com/soldersense/
An open-source, privacy-first programmable mouse that delivers fully auditable, deterministic input control with customizable macros, local-only intelligence, and no telemetry or cloud dependency. It offers privacy-focused hardware input. -
Sovereign Module Specification
https://roxanneardary.com/sovereign/
Sovereign is an AI specification for transforming dependency-based systems into independent, portable, federated alternatives that prioritize human autonomy, ownership, economic participation, and freedom from vendor lock-in. It provides architectures for independent implementation, reproducibility, right-to-leave, corporate exit, anti-capture governance, economic participation, and certification so people can build, operate, govern, and sustain the systems they depend on. -
SteadyMission Module Specification
https://roxanneardary.com/steadymission/
An open-source AI simulation and mission-alignment platform that helps organizations achieve strategic goals without compromising their values, ethics, or long-term direction. It supports ethical organizational planning. -
Taskivo Module Specification
https://roxanneardary.com/taskivo/
Taskivo is an open source AI co-pilot that transforms everyday requests into structured tasks, service scopes, guided conversations, and comparable quotes. Its modular architecture enables the AI to identify commonly purchased goods and services, communicate with providers, gather pricing, and help users achieve better outcomes while remaining in control. -
TerraGuild AI Module Specification
https://roxanneardary.com/terraguild-ai/
TerraGuild AI is a modular artificial intelligence specification for designing regenerative food forests, permaculture landscapes, and sustainable ecosystems using generative AI, botanical intelligence, and ecological modeling. It enables intelligent landscape planning through land analysis, plant relationship mapping, seasonal recommendations, natural pest management, and long-term ecosystem simulation to help create abundant, resilient food systems. -
TimeFabric Module Specification
https://roxanneardary.com/timefabric/
An open-source, voice-enabled scheduling and time orchestration platform that combines intelligent scheduling, weather-aware planning, and cross-device synchronization into a single modular system. It optimizes personal and group scheduling. -
VeritasVote Module Specification
https://roxanneardary.com/veritasvote/
Open-source, tamper-evident in-person voting machine with auditable, verifiable, paper-backed votes. Licensed under AGPLv3. -
VoteInsight Module Specification
https://roxanneardary.com/voteinsight/
An open-source civic platform that helps the public analyze election data, verify results, and understand voting trends through transparent community-driven tools. It promotes election transparency. -
VoxPersona
https://roxanneardary.com/voxpersona/
A source-bound AI persona platform that delivers verified, citation-backed responses in text, voice, or AI-generated video. It ensures trustworthy AI interactions. -
WattMind Module Specification
https://roxanneardary.com/wattmind/
A distributed energy exchange system that coordinates decentralized energy production, storage, and consumption through a real-time, intelligent mesh-based market. It enables smart energy trading. -
Xythera
https://roxanneardary.com/xythera/
Machine-Assisted Engineering, Fully Open: a modular AI platform for sensor intelligence, open hardware design generation, visualization, and step-by-step build instruction systems with full provenance tracking. It supports open hardware development.
Open Arsenal Internet of Things Specifications are released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+). By contributing to any Open Arsenal project, you agree that your contributions will also be released under this license.
Please note the following:
- All contributions must comply with the AGPL-3.0+ terms.
- Under Section 7 of the license, all redistributions, forks, and derivative works must preserve attribution to:
Roxanne Ardary and roxanneardary.com. - Open Arsenal Internet of Things specifications are free to use with attribution. A Specification Branding License can be negotiated upon request.
- The project's notice.md file tracks attribution requirements and contributor acknowledgments.
Any update that adds new contributors or modifies attribution should also updatenotice.md. - When submitting a pull request, ensure that any new files maintain the attribution headers where applicable.
- Network-deployed versions of this software must also remain fully AGPL-3.0+ compliant, including exposure of source code modifications when applicable under the license.
For full legal details, please refer to the AGPL-3.0+ license and the project's notice.md file.
Open Arsenal Hub
https://github.com/openarsenalspecs