The Municipal Specifications bundle provides a comprehensive framework for governments at every level, from local municipalities to regional and national agencies, to build transparent, efficient, and intelligent public systems using locally hosted AI. By combining specifications for budgeting, fiscal transparency, auditability, financial disclosures, data governance, and civic accountability, governments can deploy task-oriented AI solutions designed around specific operational needs while maintaining control over their data, security, and infrastructure. Local AI deployment reduces dependency on external vendors, protects sensitive public information, and enables agencies to create customized tools that align with their unique workflows, regulations, and community requirements.
By leveraging open-source software and modular specifications, municipalities can reduce costly licensing fees, eliminate unnecessary vendor lock-in, and extend the lifespan of existing technology investments. Task-oriented AI systems can automate repetitive administrative work, improve financial oversight, identify inefficiencies, streamline reporting, and help employees make faster, data-driven decisions. The result is the potential to save taxpayers millions of dollars through improved operational efficiency, increased transparency, reduced procurement costs, and the ability for governments to collaboratively develop and share solutions rather than repeatedly paying for proprietary systems.
The bundle of Municipal specifications are released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+) and may be used freely with required attribution. Attribution-free deployments require a Specification Branding License, with fees based on usage, scope, and deployment size.
ActionCheck
https://roxanneardary.com/actioncheck/
An open-source civic accountability platform that tracks campaign promises, voting records, financial disclosures, and conflicts of interest to help citizens evaluate elected officials.
Admin and Moderator Tools
https://roxanneardary.com/admin-and-moderator-tools/
A governance and administration framework for reviewing, validating, moderating, and approving submissions within civic transparency platforms, including financial and budget-related data.
AI Intelligence Engine
https://roxanneardary.com/ai-intelligence-engine/
An analytical AI engine for processing government records, legislation, voting histories, public documents, and financial data, enabling budget tracking, performance analysis, and policy insights.
Audit and Traceability Layer
https://roxanneardary.com/audit-and-traceability-layer/
A provenance and immutable logging framework that records data lineage and AI transformations, ensuring transparency, accountability, and traceability for financial reporting and civic systems.
BuildOracle
https://roxanneardary.com/buildoracle/
An open-source AI-powered zoning and environmental simulation platform that evaluates building projects for compliance, impact, and sustainability before approval.
Civic
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.
CommonsProtocol
https://roxanneardary.com/commonsprotocol/
An open-source civic transparency platform providing a federated, auditable public ledger for campaign finance, government spending, and civic accountability.
Data and Auditability
https://roxanneardary.com/data-and-auditability/
A core framework for verifiable public data with source attribution, audit logs, version histories, and transparent methodologies, providing a trustworthy foundation for budget and financial reporting systems.
DividenCity
https://roxanneardary.com/dividencity/
An open-source framework that enables resource-backed Universal Basic Income (UBI) by tracking public resource revenue, surplus budgets, and dividend distribution.
FiscalTruth
https://roxanneardary.com/fiscaltruth/
An open-source civic watchdog platform that tracks public spending, detects financial anomalies, and provides transparency into how taxpayer dollars are allocated and spent.
Financial Transparency
https://roxanneardary.com/financial-transparency/
A framework for managing and publishing public officials’ financial disclosures, including assets, transactions, liabilities, and conflicts of interest, supporting oversight of budgeting and public decision-making.
Fundamenta
https://roxanneardary.com/fundamenta/
An open-source, AI-driven government budgeting platform that enables transparent, accountable, and intelligent public financial management for municipalities and public agencies.
GovGraph
https://roxanneardary.com/govgraph/
An open graph of public systems that connects campaign finance disclosures, public institutional data, and social media into a unified transparency and analysis framework.
KnowledgeContinuum
https://roxanneardary.com/knowledgecontinuum/
A temporal knowledge graph framework with entity resolution and versioned data that tracks how fiscal information, budgets, policies, and public records evolve over time while preserving historical context.
NextState
https://roxanneardary.com/nextstate/
An open-source AI platform that tracks state resources and public revenues while helping citizens understand potential dividends, compare states, and make informed decisions about their financial future.
VeritasVote
https://roxanneardary.com/veritasvote/
VeritasVote is an open-source, modular voting platform that combines secure hardware, transparent software, voter-verifiable paper ballots, and cryptographic auditing to create trustworthy in-person elections. Designed for public verification and community development, it provides a fully auditable alternative to proprietary voting systems with independently reviewable components.
A Specification Branding License can be purchased for the basket of Municipal Specs
Municipal Specification Basket Pricing:
| Network Size | # of Users | One-Time Price | Duration |
| Small | 1 – 20 | $2,000,000 | Perpetual License |
| Medium | 21- 1000 | $30,000,000 | Perpetual License |
| Large | 1001 + | Custom Quote | Custom Quote |
