CodeClear Specification

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CodeClear

Know What’s Valid, See What’s Funded.

Specification Overview

CodeClear is an open source AI-powered civic intelligence platform for continuously analyzing laws, regulations, legislative actions, court decisions, government entities, and funding records across all levels of government.

The system is designed to minimize the human workload required to review accumulated legislation while maintaining a continuously updated understanding of what remains legally relevant. CodeClear identifies active provisions, partially nullified provisions, superseded laws, repealed provisions, contradictions, redundancies, antiquated governance, and relationships between historical and current law.

CodeClear also provides a comprehensive funding transparency layer that records funding associated with governments, agencies, corporations, organizations, programs, legislation, and other bodies. The system connects legal authority with financial activity to create an auditable picture of both governance and resource allocation.

The platform is designed as modular open source infrastructure so jurisdictions, data sources, analytical methods, AI models, funding systems, and visualization capabilities can be extended without requiring changes to the entire system.

Core Objectives

Determine what laws are currently in effect
Identify provisions that are only partially in effect
Identify laws and provisions that have been repealed
Identify laws and provisions superseded by later legislation
Identify provisions affected by court decisions
Detect contradictions and conflicts
Detect redundant and overlapping requirements
Identify antiquated governance
Reduce unnecessary legal review workloads
Maintain a continuously updated clean slate of currently relevant law
Preserve complete historical legal evolution
Connect laws to their originating legislation
Connect legislation to amendments and subsequent laws
Connect laws to applicable regulations and judicial decisions
Track government and organizational funding
Connect funding to its legal authorization
Preserve source evidence for every analysis
Provide transparent AI-assisted legal analysis
Keep human decision-makers responsible for consequential determinations

Core Modules

Legal Ingestion Module

The Legal Ingestion Module collects legal and governmental source material from supported jurisdictions and prepares it for analysis.

Capabilities

Federal law ingestion
State law ingestion
County law ingestion
Municipal ordinance ingestion
Tribal law ingestion where authoritative sources are available
Administrative regulation ingestion
Agency rule ingestion
Executive order ingestion
Emergency order ingestion
Ballot measure ingestion
Constitutional provision ingestion
Legislative resolution ingestion
Historical legislation ingestion
Repealed legislation ingestion
Expired legislation ingestion
Temporary legislation ingestion
Official government publication ingestion
Source metadata collection
Source retrieval timestamps
Source version tracking
Document integrity verification
Incremental updates
Duplicate document detection
Source freshness monitoring

Jurisdiction Module

The Jurisdiction Module defines the governmental context in which legal authority exists.

Capabilities

Federal jurisdiction modeling
State jurisdiction modeling
County jurisdiction modeling
Municipal jurisdiction modeling
Agency jurisdiction modeling
Territorial jurisdiction modeling
Jurisdiction hierarchy mapping
Geographic jurisdiction mapping
Overlapping jurisdiction identification
Jurisdictional authority relationships
Jurisdiction-specific legal status
Jurisdiction-specific effective dates

Legal Parsing Module

The Legal Parsing Module converts legal documents into structured legal components that can be individually analyzed.

Capabilities

Title identification
Chapter identification
Article identification
Section identification
Subsection identification
Clause identification
Subclause identification
Definition extraction
Obligation extraction
Rights extraction
Authority extraction
Penalty extraction
Exception extraction
Exemption extraction
Effective date extraction
Expiration date extraction
Repeal language detection
Amendment language detection
Cross-reference extraction
Citation normalization
Legal terminology normalization

Legal Status Module

The Legal Status Module determines the current status of each law and individual legal provision.

Status Classifications

Active
Partially Active
Superseded
Repealed
Expired
Invalidated
Temporarily Suspended
Dormant
Uncertain
Pending Review

Capabilities

Current validity analysis
Effective date determination
Expiration analysis
Repeal analysis
Supersession analysis
Partial validity analysis
Judicial invalidation analysis
Temporary suspension tracking
Status confidence scoring
Status evidence tracking
Status history preservation
Automatic status recalculation

Partial Nullification Module

The Partial Nullification Module identifies laws where some provisions remain valid while other provisions have been repealed, invalidated, superseded, or otherwise rendered ineffective.

Capabilities

Section-level validity analysis
Subsection-level validity analysis
Clause-level validity analysis
Partial repeal detection
Partial judicial invalidation detection
Partial supersession detection
Surviving provision identification
Invalid provision identification
Current effective text reconstruction
Visual highlighting of affected provisions
Partial validity confidence scoring
Evidence linking for each determination

Supersession Module

The Supersession Module identifies newer legal authorities that replace or modify earlier legal authorities.

Capabilities

Explicit repeal detection
Explicit replacement detection
Amendment detection
Superseding statute detection
Superseding regulation detection
Later-enacted provision detection
Implied repeal candidate identification
Replacement provision identification
Supersession effective date tracking
Supersession relationship mapping
Complete supersession chain generation

Legal Contradiction Module

The Legal Contradiction Module identifies potentially conflicting legal requirements and authorities.

Capabilities

Intra-jurisdiction contradiction detection
Cross-jurisdiction conflict detection
Definition conflicts
Requirement conflicts
Deadline conflicts
Penalty conflicts
Authority conflicts
Procedural conflicts
Exemption conflicts
Funding requirement conflicts
Regulatory conflicts
Temporal conflicts
Apparent contradiction classification
Direct contradiction classification
Conditional contradiction classification
Conflict confidence scoring

The module must distinguish between genuine contradictions and apparent conflicts that may be resolved through jurisdictional hierarchy, statutory interpretation, exceptions, definitions, or other controlling authority.

Legal Redundancy Module

The Legal Redundancy Module identifies duplicate, overlapping, and unnecessarily repetitive legal requirements.

Capabilities

Duplicate provision detection
Similar statute detection
Duplicate definitions
Duplicate reporting requirements
Duplicate licensing requirements
Duplicate compliance requirements
Overlapping authority detection
Overlapping regulatory requirements
Overlapping enforcement authority
Duplicate funding authorization detection
Redundancy scoring
Consolidation candidate identification

Antiquated Governance Module

The Antiquated Governance Module identifies legal provisions that may no longer serve their original purpose or may depend on outdated governmental structures.

Capabilities

Obsolete terminology detection
Outdated agency reference detection
Abolished agency reference detection
Discontinued program reference detection
Obsolete technology requirement detection
Outdated administrative procedure detection
Expired program dependency detection
Superseded statutory dependency detection
Dormant provision detection
Historical-only provision identification
Antiquation scoring
Modernization candidate identification
Repeal review candidate identification

The system must distinguish between historically old laws that remain intentionally relevant and laws that are genuinely candidates for review.

Legal Lineage Module

The Legal Lineage Module maintains the complete historical genealogy of laws and provisions.

Capabilities

Original bill identification
Sponsorship tracking
Legislative session tracking
Committee history
Hearing history
Amendment history
Vote history
Passage history
Executive action tracking
Enactment tracking
Effective date tracking
Subsequent amendment tracking
Repeal tracking
Supersession tracking
Judicial impact tracking
Regulatory implementation tracking
Parent-child legal relationships
Law-to-law relationships
Provision-to-provision relationships

Legal Versioning Module

The Legal Versioning Module preserves every known version of a legal provision.

Capabilities

Original text preservation
Historical text preservation
Current text preservation
Version identifiers
Version timestamps
Text comparison
Section-level diffs
Clause-level diffs
Amendment visualization
Repeal visualization
Supersession visualization
Historical reconstruction

Clean Slate Module

The Clean Slate Module generates a current representation of the legal landscape based on the most current verified information.

Capabilities

Current effective law set
Current effective provision set
Removal of repealed provisions from default views
Removal of superseded provisions from default views
Highlighting of partially active provisions
Identification of unresolved provisions
Current jurisdiction filtering
Current topic filtering
Current agency filtering
Current authority filtering
Effective-date filtering
Current governance snapshot
Automatic clean slate regeneration

The clean slate must always retain access to historical material and must never permanently delete historical legal records.

Legal Relevance Module

The Legal Relevance Module determines which legal material should receive priority for users and reviewers.

Capabilities

Relevance scoring
Current applicability scoring
Jurisdiction relevance
Topic relevance
Authority relevance
Recency analysis
Dependency analysis
Usage indicators where reliable data exists
Review priority scoring
High-impact law identification
Low-relevance material deprioritization

The purpose of the module is to minimize review workloads by directing human attention toward provisions most likely to require action or verification.

Legislative Bill Module

The Legislative Bill Module tracks legislation throughout its lifecycle.

Capabilities

Bill introduction
Sponsors
Co-sponsors
Committee assignment
Hearings
Committee amendments
Committee votes
Floor amendments
Floor votes
Conference activity
Passage
Executive action
Enactment
Effective date
Legislative history
Bill-to-law relationships

Legislative Comparison Module

The Legislative Comparison Module compares proposed and enacted legislation against existing legal authority.

Capabilities

Bill versus current law comparison
Bill versus historical law comparison
Amendment versus original bill comparison
New law versus superseded law comparison
Proposed law impact analysis
Provision replacement detection
Potential contradiction detection
Potential redundancy detection
Potential repeal detection
Funding impact analysis
Governance impact analysis

Judicial Impact Module

The Judicial Impact Module tracks court decisions that affect legal provisions.

Capabilities

Court decision ingestion
Statute references
Regulation references
Provision references
Invalidated provision detection
Narrowed interpretation detection
Expanded interpretation detection
Injunction tracking
Stay tracking
Appellate decision tracking
Precedent relationships
Jurisdictional applicability
Effective judicial impact dates
Court-to-law relationship mapping

Funding Transparency Module

The Funding Transparency Module records funding associated with government entities, legislation, programs, organizations, and other bodies.

Capabilities

Federal funding tracking
State funding tracking
County funding tracking
Municipal funding tracking
Agency funding tracking
Grants
Contracts
Procurement
Subsidies
Loans
Tax incentives
Tax credits
Appropriations
Earmarks
Cooperative agreements
Public-private funding
Program funding
Funding authorization tracking
Funding expiration tracking

Funding Entity Module

The Funding Entity Module identifies organizations and entities participating in funding relationships.

Entity Types

Government agencies
Government departments
Public authorities
Boards
Commissions
Corporations
Nonprofits
Universities
Contractors
Vendors
Foundations
Community organizations
Government-created entities
Programs
Other funded organizations

Capabilities

Entity identification
Entity normalization
Entity ownership relationships
Parent organization relationships
Subsidiary relationships
Government relationships
Entity name changes
Entity creation
Entity dissolution
Entity successor tracking

Funding Relationship Module

The Funding Relationship Module connects financial activity to its legal and organizational context.

Relationships

Law to appropriation
Law to agency
Law to program
Law to funding source
Funding source to recipient
Recipient to contract
Recipient to grant
Program to expenditure
Agency to expenditure
Organization to funding
Legislation to funding authorization

Funding History Module

The Funding History Module preserves financial evolution over time.

Capabilities

Original authorization
Annual appropriations
Supplemental appropriations
Budget changes
Funding increases
Funding reductions
Transfers
Renewals
Expirations
Terminations
Recipient changes
Program changes
Historical funding comparisons

Law-to-Funding Module

The Law-to-Funding Module determines the relationship between legal authority and financial activity.

Capabilities

Identify laws authorizing expenditures
Connect appropriations to statutes
Connect programs to enabling legislation
Connect agencies to statutory authority
Identify funding dependent on legal provisions
Identify funding that survives statutory changes
Flag funding affected by legal changes
Identify potentially expired funding authorizations
Track continuing expenditures associated with historical authorization

Government Entity Module

The Government Entity Module maintains a historical and current registry of governmental bodies.

Capabilities

Agency creation tracking
Agency authority tracking
Agency funding tracking
Agency jurisdiction tracking
Agency renaming
Agency consolidation
Agency dissolution
Agency successor identification
Statutory authority mapping
Regulatory authority mapping
Funding relationship mapping

Reporting Module

The Reporting Module converts CodeClear analysis into structured reports for governments, researchers, journalists, and the public.

Report Types

Legal audit reports
Clean slate reports
Contradiction reports
Redundancy reports
Antiquated law reports
Partial nullification reports
Supersession reports
Legislative comparison reports
Legal lineage reports
Judicial impact reports
Funding transparency reports
Organization funding reports
Government funding reports
Historical governance reports
Law-to-funding reports
Review priority reports

Export Formats

JSON
CSV
PDF
HTML
Machine-readable datasets

Visualization Module

The Visualization Module presents legal and funding relationships through interactive interfaces.

Capabilities

Legal relationship graphs
Law genealogy graphs
Amendment timelines
Legislative timelines
Judicial impact timelines
Funding flow diagrams
Jurisdiction maps
Jurisdiction comparisons
Legal status dashboards
Funding dashboards
Contradiction maps
Redundancy clusters
Interactive statute views
Historical timeline navigation

Search Module

The Search Module provides unified discovery across the CodeClear knowledge base.

Search Targets

Laws
Bills
Regulations
Court decisions
Agencies
Government entities
Organizations
Programs
Funding
Jurisdictions
Legal provisions

Capabilities

Natural-language search
Keyword search
Exact legal citation search
Semantic search
Advanced filtering
Jurisdiction filtering
Date filtering
Status filtering
Agency filtering
Topic filtering
Funding filtering
Source filtering
Relevance ranking

AI Analysis Module

The AI Analysis Module provides semantic analysis and research assistance.

Capabilities

Legal text comparison
Semantic similarity analysis
Contradiction analysis
Supersession analysis
Redundancy analysis
Antiquation analysis
Partial validity analysis
Relevance analysis
Funding relationship analysis
Historical analysis
Legislative impact analysis
Natural-language research assistance

AI Explainability Module

The AI Explainability Module ensures that AI-generated conclusions can be reviewed and challenged.

Capabilities

Evidence-backed conclusions
Source citations
Relevant text excerpts
Confidence scoring
Classification explanations
Relationship explanations
Historical evidence
Legal authority hierarchy
Uncertainty indicators
Human review requirements
Analysis audit records

AI-generated interpretations must remain distinguishable from authoritative legal text.

Human Review Module

The Human Review Module provides controlled review of AI-generated classifications and relationships.

Capabilities

Review queues
Priority scoring
Expert review
Source verification
Classification approval
Classification rejection
Classification correction
Human overrides
Dispute workflows
Review comments
Reviewer attribution
Review history

Review Optimization Module

The Review Optimization Module is designed specifically to reduce unnecessary manual review.

Capabilities

Automated classification
Duplicate elimination
Historical comparison
Automatic relationship discovery
Automatic source collection
Confidence-based escalation
High-impact prioritization
Uncertainty prioritization
Change-based review queues
Review batching
Review workload measurement
Review effort estimation

Source and Provenance Module

The Source and Provenance Module maintains evidence supporting CodeClear records and conclusions.

Capabilities

Source URLs
Source agencies
Publication dates
Retrieval dates
Document versions
Source types
Jurisdictions
Authority levels
Source reliability
Evidence relationships
Source snapshots
Data transformation history
AI analysis provenance
Human review provenance

Data Integrity Module

The Data Integrity Module protects the reliability of the CodeClear knowledge base.

Capabilities

Cryptographic hashing
Dataset integrity verification
Immutable historical records
Change tracking
Source verification
Duplicate detection
Broken-reference detection
Metadata validation
Date validation
Legal citation validation
Relationship validation

Audit Module

The Audit Module maintains a complete record of changes and analytical decisions.

Capabilities

Data ingestion logs
Dataset change logs
AI analysis logs
Classification history
Human review history
Override history
Correction history
Publication history
Source changes
System activity records

API Module

The API Module exposes CodeClear functionality to external applications and researchers.

Capabilities

Law search API
Law retrieval API
Legal status API
Law history API
Relationship API
Funding API
Organization API
Jurisdiction API
Legislative API
Judicial impact API
AI analysis API
Reporting API
Export API

Security Module

The Security Module protects system access, data, and analytical infrastructure.

Capabilities

Authentication
Authorization
Role-based access control
API security
Rate limiting
Encryption
Secure data storage
Audit logging
Administrative controls
Dataset protection
AI model protection

Performance Module

The Performance Module ensures that CodeClear can operate across large legal and financial datasets.

Capabilities

Incremental processing
Distributed processing
Parallel analysis
Batch processing
Caching
Query optimization
Graph optimization
Database indexing
Large archive support
High-volume funding processing
Scalable AI inference

Notification Module

The Notification Module alerts users when meaningful legal or funding changes occur.

Capabilities

Law amendment alerts
Repeal alerts
Supersession alerts
Court decision alerts
Regulation change alerts
Funding authorization alerts
Funding change alerts
Agency authority alerts
Contradiction alerts
Partial nullification alerts
Antiquated law alerts
Review priority alerts

Data Quality Module

The Data Quality Module continuously evaluates the quality and completeness of the CodeClear knowledge base.

Capabilities

Missing source detection
Duplicate detection
Broken reference detection
Conflicting metadata detection
Invalid date detection
Missing relationship detection
Source freshness monitoring
Data completeness scoring
Data quality scoring
Correction workflows

Accessibility Module

The Accessibility Module ensures that CodeClear remains usable by the broadest possible audience.

Capabilities

Plain-language legal summaries
Original text alongside summaries
Screen reader support
Keyboard navigation
Accessible visualization
Accessible dashboards
Downloadable reports
Public search
Public API access

Optional Plugin Modules

CodeClear must support optional modules that can be installed without modifying the core platform.

Additional Jurisdiction Plugin

Provides support for jurisdictions not included in the core deployment.

Additional states
Additional municipalities
International jurisdictions
Tribal jurisdictions
Territories
Special districts

International Law Plugin

Extends CodeClear to legal systems outside the United States.

National legislation
Regional legislation
Local legislation
Regulatory systems
International agreements
Legal system comparison

Case Law Expansion Plugin

Provides expanded judicial research capabilities.

Court opinion databases
Case citation networks
Precedent graphs
Judicial history
Court hierarchy analysis

Regulatory Intelligence Plugin

Provides expanded regulatory analysis.

Agency regulations
Proposed rules
Final rules
Regulatory comments
Regulatory impact analysis
Rulemaking timelines

Legislative Intelligence Plugin

Provides advanced legislative research.

Legislative voting analysis
Sponsor relationships
Committee networks
Legislative coalitions
Amendment impact analysis
Bill progression analytics

Budget Intelligence Plugin

Provides advanced government budget analysis.

Budget documents
Department budgets
Program budgets
Historical appropriations
Budget amendments
Expenditure tracking

Procurement Transparency Plugin

Provides detailed procurement analysis.

Government contracts
Vendors
Contract values
Contract dates
Procurement history
Contract amendments
Vendor relationships

Grant Transparency Plugin

Provides expanded grant analysis.

Grant awards
Grant recipients
Grant amounts
Grant periods
Grant programs
Grant authorization
Grant history

Corporate Transparency Plugin

Connects legal and funding records to corporate entities.

Corporate identity matching
Parent companies
Subsidiaries
Ownership relationships
Government contracts
Government grants
Corporate legal relationships

Organization Transparency Plugin

Provides broader nonprofit and organizational transparency.

Organization identity
Funding sources
Government relationships
Program relationships
Legal authority
Historical organizational records

Tax Transparency Plugin

Provides analysis of public tax expenditures and related financial policy.

Tax incentives
Tax credits
Tax exemptions
Tax expenditures
Statutory authorization
Beneficiary analysis
Historical changes

Historical Archive Plugin

Provides expanded long-term historical preservation.

Historical government structures
Historical legal systems
Historical funding records
Historical agency records
Historical organizational relationships
Date-specific governance reconstruction

Public Data Federation Plugin

Allows CodeClear installations to exchange verified public data.

Federated records
Source synchronization
Distributed datasets
Verification exchange
Cross-instance discovery
Decentralized publication

AI Model Plugin

Allows deployments to use alternative AI models.

Local models
Self-hosted models
Specialized legal models
Embedding models
Classification models
Translation models
Model evaluation

Language Plugin

Extends CodeClear to additional languages.

Legal text translation
Multilingual search
Multilingual summaries
Cross-language comparison
Language-specific legal parsing

Geographic Intelligence Plugin

Provides advanced geographic analysis.

Legal boundaries
Government boundaries
District boundaries
Service areas
Jurisdiction overlap
Geographic applicability

Public Participation Plugin

Provides structured mechanisms for public review.

Public issue reporting
Evidence submission
Legal status challenges
Data corrections
Community review
Public annotations
Verification workflows

Notification Integration Plugin

Connects CodeClear alerts to external communication systems.

Email notifications
Messaging services
Webhooks
RSS feeds
API event streams
Dashboard notifications

Research Export Plugin

Provides specialized datasets for researchers.

Academic datasets
Research snapshots
Historical datasets
Legal relationship datasets
Funding datasets
Machine-readable archives

Core Data Relationships

CodeClear must support relationships among:

Jurisdiction
Government body
Agency
Bill
Law
Provision
Amendment
Regulation
Court decision
Program
Funding source
Appropriation
Contract
Grant
Organization
Corporation
Vendor
Legal authority
Historical version

The system must preserve both direct and indirect relationships between these entities.

Clean Slate Governance Model

CodeClear must maintain two complementary views of governance.

Current View

The current view presents the most relevant verified legal and financial information currently available.

It prioritizes:

Active laws
Active provisions
Current regulations
Current judicial impacts
Current government entities
Current programs
Current funding
Current legal obligations
Current rights and protections

Historical View

The historical view preserves the complete evolution of governance.

It includes:

Original laws
Previous versions
Repealed provisions
Superseded provisions
Historical regulations
Historical court decisions
Historical agencies
Historical funding
Historical programs

The current view must never destroy or obscure historical records.

Legal Review Priority Model

CodeClear should prioritize human review based on factors including:

Legal uncertainty
Public impact
Funding impact
Number of affected provisions
Jurisdictional reach
Contradiction severity
Supersession likelihood
Antiquation score
Recent legal changes
Court activity
Source reliability
AI confidence

The system should direct human reviewers toward matters where human judgment provides the greatest value.

Transparency Requirements

Every substantive CodeClear conclusion should be traceable to supporting evidence.

The system should provide:

Source documents
Source dates
Legal citations
Relevant provisions
Relationship evidence
AI classification
Confidence level
Human review status
Change history

CodeClear must clearly distinguish authoritative source material from AI-generated analysis.

Human Oversight Requirements

CodeClear is an analytical and transparency system and must not automatically repeal, invalidate, enforce, or alter laws.

AI recommendations must remain subject to appropriate human and governmental review.

Potential repeal, amendment, consolidation, or modernization recommendations must be presented as review candidates rather than automatic legal actions.

Open Source Requirements

CodeClear is designed as open source infrastructure and must support:

Transparent source code
Public issue tracking
Public contribution workflows
Modular development
Community-developed plugins
Self-hosted deployments
Auditable AI processing
Reproducible data processing where practical
Transparent licensing
Public documentation

Technology Specification

Backend

Python
FastAPI

Data Storage

PostgreSQL for structured records
Neo4j for legal and organizational relationship graphs

AI

Open source large language models
Local inference support
Semantic embeddings
Classification models
Retrieval-augmented analysis
Model evaluation
Explainability systems

Frontend

React
Tailwind CSS
Interactive visualization components

Infrastructure

Self-hosted deployment
Containerized deployment
Distributed processing support
Optional decentralized infrastructure
GitLab-based development

Specification Branding License (SBL)

Standard

Fully AGPL-3.0+ compliant system
Copyleft enforced for network deployments
Required attribution:
- Roxanne Ardary
- https://www.roxanneardary.com/

Optional

Specification Branding License (SBL)
- Attribution-free commercial deployment
- Pricing based on scale, usage, and deployment scope
- https://roxanneardary.com/codeclear/

License & Notice Requirements

CodeClear is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

By contributing to this 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.
CodeClear 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 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.

Notice – CodeClear

Attribution Requirement: Under Section 7 of the AGPL 3.0+ license, all redistributions, forks, and derivative works, including network-deployed versions of this project, must provide attribution to Roxanne Ardary and roxanneardary.com.

Contributors

This file tracks contributors and their specific contributions to the project.

Roxanne Ardary, roxanneardary.com – April 10, 2026
Created the CodeClear repository. Designed the core concept for an AI-powered civic intelligence platform that analyzes laws, detects contradictions, tracks partial nullifications, and maps funding transparency across government systems.
[Add other contributors here] – [Date]
[Describe contribution in one sentence]

License – CodeClear

This repository is licensed under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

Key Points

You are free to use, modify, and distribute the code.
All redistributions, forks, and derivative works or network-deployed versions must also be licensed under AGPL-3.0+ and provide attribution to Roxanne Ardary and roxanneardary.com as required under Section 7 of the license.
The software is provided “as is,” without warranty of any kind.

For the full license text, see GNU AGPL-3.0 License.