Open Arsenal Transparency Specifications

The specifications outlined on the page describe a broad framework for building systems centered on transparency, auditability, and public accountability. They emphasize designing infrastructure where actions, decisions, and data flows are traceable by default, reducing reliance on implicit trust in institutions or intermediaries. The overall structure prioritizes open verification, reproducible logic, and clear lineage of information so that outcomes can be independently inspected and validated across civic, financial, healthcare, and technological domains.

Across the specification set, there is a consistent focus on modular governance systems that can be adopted by different sectors while maintaining shared standards of openness and accountability. These frameworks are designed to be extensible, allowing organizations to integrate transparency layers into existing systems without rebuilding core infrastructure. Importantly, Specification Branding Licenses can be negotiated with any organization that would like to deploy without attribution, enabling flexible commercial or institutional adoption while preserving the option for open attribution-based use in other contexts.

Transparency Specs:

• Beekeeper’s Guide to the Universe Module Specification
  https://roxanneardary.com/beekeepers-guide-to-the-universe/
  An open-source AI-powered ecological intelligence platform for designing, simulating, and sustaining pollinator ecosystems. It integrates bee biology, habitat engineering, climate modeling, and visual ecological analysis.

• CommonsTruth Module Specification
  https://roxanneardary.com/commonstruth/
  An open-source anonymous reporting platform for documenting and exposing deceptive advertising and consumer fraud. It uses structured, evidence-based submissions from users.

• EdgeLens Module Specification
  https://roxanneardary.com/edgelens/
  EdgeLens is an open specification for privacy-preserving, edge-first computer vision systems that enable secure local processing while supporting scalable deployments from individual devices to enterprise infrastructures. It provides modular vision pipelines, federated learning, verification workflows, and provenance tracking to help organizations improve AI models without exposing sensitive visual data.

• EnerAgent
  https://roxanneardary.com/eneragent/
  AI energy management platform optimizing usage, forecasting, and sustainability. It is licensed under AGPLv3.

• Feedback Living Model Specification
  https://roxanneardary.com/feedback-living-model/
  A systemic intelligence framework that models markets as evolving feedback organisms. It analyzes structural fragility, capital flows, and cascade-driven economic behavior.

• FoodLab Module Specification
  https://roxanneardary.com/foodlab/
  An open-source transparency database tracking food brands, detected chemicals, scientific studies, and related legislation. It provides fully traceable, evidence-based insight into food safety and is AGPLv3.

• ForgeAtlas Module Specification
  https://roxanneardary.com/forgeatlas/
  A lifecycle-aware engineering intelligence platform that helps designers and builders create longer-lasting, repairable products. It supports durable design optimization, local-first material sourcing, and real-time market intelligence.

• GapVision Module Specification
  https://roxanneardary.com/gapvision/
  Platform tracking and visualizing compensation data to highlight and close gender pay gaps. It uses AI analytics and is licensed AGPLv3.

• GitPatrol Module Specification
  https://roxanneardary.com/gitpatrol/
  An open-source AI that enforces license compliance, tracks attribution, and ensures minimal, token-efficient files in Git repositories. It is licensed under AGPLv3.

• GreenMile Module Specification
  https://roxanneardary.com/greenmile/
  An open-source CO₂e calculator for measuring, tracking, and reducing travel-related carbon emissions. It focuses on Scope 3 business travel analytics and reporting under AGPLv3.

• InstantIndex Module Specification
  https://roxanneardary.com/instantindex/
  Privacy-first, locally hosted search engine with adaptive AI learning and optional reward modules. It is licensed AGPLv3.

• Ledger Watch Module Specification
  https://roxanneardary.com/ledgerwatch/
  An open-source platform that structures publicly available financial data into a transparent, verifiable system. It analyzes market activity, relationships, and patterns under AGPLv3.

• MediLens
  https://roxanneardary.com/medilens/
  An open-source, real-time global database tracking pharmaceutical recalls, medication safety, and company accountability. It is licensed under AGPLv3.

• MIT Horizon Module Specification
  https://roxanneardary.com/mit-horizon/
  An open-source research intelligence platform tracking MIT projects, funding, patents, publications, corporate partnerships, and public benefit outcomes. It emphasizes full transparency.

• Open_Arsenal Module Specification
  https://roxanneardary.com/openarsenal/
  Collection of open source application, database, program, and hardware concepts. It is designed for discovery and reuse.

• OpenDiagnose Module Specification
  https://roxanneardary.com/opendiagnose/
  A modular, AGPL-3.0+ diagnostic system that turns real-world visual input into structured, actionable repair guidance. It uses interchangeable hardware, AI models, and knowledge packs.

• OpenGrievance
  https://roxanneardary.com/opengrievance/
  An open-source, privacy-first platform for securely documenting consumer complaints. It detects patterns of corporate misconduct and supports transparency, accountability, and potential legal action.

• OpenHighway
  https://roxanneardary.com/openhighway/
  An open-source civic transparency platform that tracks highway funding from revenue sources through contracts and spending. It follows through to final infrastructure delivery.

• OpenLabor Model Specification
  https://roxanneardary.com/openlabor-model/
  An open-source framework that converts complex compensation structures into transparent, comparable economic value. It normalizes wages, benefits, taxes, and cost of living into a real effective hourly rate under AGPLv3.

• OrbitReasoning Core Module Specification
  https://roxanneardary.com/orbitreasoning-core/
  OrbitReasoning Core is an autonomous AI Network Operations Center for satellites, spacecraft, and aerospace systems that uses simulation-first reasoning to compute outcomes rather than simply observe states. It processes real-time telemetry into orbital state models and generates governed, explainable decisions for anomaly detection, collision avoidance, and large-scale constellation optimization.

• PayInsight
  https://roxanneardary.com/payinsight/
  An open-source, privacy-first job platform that uses AI to provide transparent salary insights. It includes cost-of-living analysis and fair compensation guidance for job seekers and employers.

• PersonaLock Module Specification
  https://roxanneardary.com/personalock/
  An open source, identity-first AI platform that preserves a user’s authentic voice, reasoning, values, and evidence standards through explainable governance, integrated research and writing capabilities, and drift-resistant identity modeling.

• PersonaVenture
  https://roxanneardary.com/personaventure/
  An open-source AI platform that helps individuals turn their unique skills, talents, hobbies, and passions into successful micro-businesses. It follows the guiding principle AI + You = Success under AGPLv3.

• PopMuseData Module Specification
  https://roxanneardary.com/popmusedata/
  AI-driven analytics mapping relationships between birthrates and creativity globally. It is licensed under AGPLv3.

• PureScript
  https://roxanneardary.com/purescript/
  An open-source encrypted document writer designed to keep digital writing private, secure, and readable only by authorized humans.

• RecordMesh Module Specification
  https://roxanneardary.com/recordmesh/
  RecordMesh is a modular AI platform that converts jurisdiction-aware legal intent into real property instruments. It creates county-ready recording packets for real estate filing systems.

• RegistryGuide Module Specification
  https://roxanneardary.com/registryguide/
  An open-source vehicle registration, title management, and legal compliance platform. It combines AI-powered assistance, machine-readable law modules, and optional blockchain-backed title verification.

• RepoHub Module Specification
  The RepoHub Specification (RHS) is an AGPL-3.0+ licensed, modular standard for creating AI-assisted repository hubs that automatically aggregate, organize, and index publicly available repositories, documentation, websites, and related project resources. It provides a vendor-neutral framework for generating searchable directories, structured metadata, knowledge graphs, analytics, provenance records, and other machine-readable data while preserving attribution and supporting long-term interoperability.

• SafeMeds Index
  https://roxanneardary.com/safemedsindex/
  An open-source global pharmaceutical intelligence platform focused on medication price transparency, manufacturer tracking, recall monitoring, and evidence-based therapeutic alternatives.

• Shared Infrastructure Fund
  https://roxanneardary.com/shared-infrastructure-fund/
  An open platform for transparently funding and verifying physical scientific infrastructure. It uses accountable, milestone-based community investment.

• ShellFinder Module Specification
  https://roxanneardary.com/shellfinder/
  Forensic AI tracking OTC companies, founders, subsidiaries, and assets to uncover hidden ownership structures. It is licensed under AGPLv3.

• ShellScan Module Specification
  https://roxanneardary.com/shellscan/
  Platform mapping corporate ownership networks, shell companies, and financial institutions with AI-driven analytics. It is licensed under AGPLv3.

• SignalCredit API Module Specification
  https://roxanneardary.com/signalcreditapi/
  A modern open-source, consent-driven credit computation API that generates transparent, explainable financial scoring on demand. It avoids storing permanent credit files and is AGPLv3.

• SignalTruth Module Specification
  https://roxanneardary.com/signaltruth/
  An open-source, AGPL 3.0+ commercial real estate intelligence system that transforms public records into a structured, confidence-scored property graph. It includes ownership, market, legal, and completeness analysis.

• TollExchange Module Specification
  https://roxanneardary.com/tollexchange/
  An open-source platform that unifies fragmented toll systems into a single interoperable network. It includes a universal account and clearinghouse settlement layer.

• UniversalPegFramework Module Specification
  https://roxanneardary.com/universalpegframework/
  Modular protocol for pegging cryptocurrencies or fiat assets to reference assets with governance and treasury integration. It is licensed AGPLv3.

• UrbanLayer Module Specification
  https://roxanneardary.com/urbanlayer/
  An open-source municipal infrastructure platform for zoning, permitting, GIS analysis, and AI-powered regulatory automation.

• VINGuard Module Specification
  https://roxanneardary.com/vinguard/
  An open-source VIN-based vehicle transparency platform that aggregates accident history, title status, ownership records, and AI-driven fraud detection. It helps buyers make fully informed used car decisions.

• WorkBench Module Specification
  https://roxanneardary.com/workbench/
  An open-source creator platform for collaboration, secure project management, and transparent monetization. It supports micro-royalties and multi-currency features.

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License & Notice Requirements

Open Aresenal Transparency 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 specificiations 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 update notice.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