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Mindora
Mindora – From Lessons to Real-World Discovery
Mindora is an open-source AI-powered education platform designed to provide personalized, adaptive, and source-verified learning experiences across all subjects. It combines artificial intelligence, interactive learning tools, global and local customization, and real-world discovery to create a flexible educational ecosystem for learners of all ages.
Mindora is built with a modular architecture, allowing the core platform to provide essential educational capabilities while optional plug-in modules extend functionality for specialized subjects, regions, industries, and learning experiences.
The platform is designed around transparency, accessibility, and evidence-based education. Every AI-generated answer must provide proof of source through citations or references, ensuring learners can verify information and develop strong research skills.
Core Philosophy
Mindora is built on the principles of:
- Personalized Learning — Every learner receives adaptive lessons based on knowledge level, progress, interests, and learning goals.
- Source-Verified Education — AI-generated responses must provide supporting sources whenever providing factual information.
- Real-World Discovery — Learning extends beyond the screen through locations, experiences, and exploration.
- Global Accessibility — Education adapts to local languages, cultures, regions, and educational needs.
- Open Source Development — The platform encourages transparency, collaboration, and community-driven expansion.
Modular Architecture
Mindora uses a modular system where the core platform provides foundational educational capabilities, while optional plug-in modules allow expansion into specialized subjects, regions, and educational experiences.
Core Modules
AI Learning Engine Module
The AI Learning Engine provides the foundation for personalized education.
Features:
- Adaptive lesson generation
- Personalized learning paths
- Knowledge assessment and skill tracking
- Dynamic curriculum adjustment
- Age and skill-level adaptation
- AI tutoring and explanations
- Randomly generated AI mentor personas
- Session-based teaching styles and interaction patterns
- Critical thinking development
- Research assistance
Requirements:
- AI responses must prioritize factual accuracy
- Educational answers require source verification
- Unsupported claims must be identified as uncertain or interpretive
Curriculum Management Module
The Curriculum Management Module organizes educational content across all subjects and learning levels.
Features:
- Pre-K through advanced learning pathways
- Subject-based curriculum structures
- Lesson planning system
- Learning objectives and milestones
- Assignments and projects
- Knowledge progression tracking
- Mastery-based advancement
Supported subjects include:
- History
- Science
- Mathematics
- Languages
- Literature
- Arts
- Technology
- Engineering
- Social Sciences
- Additional community-created subjects
Source Verification Module
The Source Verification Module ensures educational transparency and academic reliability.
Features:
- Citation generation
- Primary and secondary source references
- Source metadata tracking
- Reference credibility indicators
- Research assistance
- Bibliography generation
- Fact verification workflows
All educational responses must provide supporting evidence where applicable.
Interactive Visualization Module
The Visualization Module transforms learning materials into interactive experiences.
Features:
- Animated historical images
- Interactive timelines
- Geographic maps
- Scientific visualizations
- 3D educational models
- Process animations
- Concept visualization tools
- Virtual demonstrations
Visual content must be based on documented evidence and clearly identify interpretation when applicable.
Assessment & Progress Module
The Assessment Module measures learner growth and mastery.
Features:
- Quizzes
- Knowledge checks
- Written assignments
- Research projects
- Skill evaluations
- Learning analytics
- Progress dashboards
- Achievement tracking
- Competency milestones
Global & Local Learning Module
The Global & Local Learning Module adapts education to regional needs.
Features:
- Country customization
- Regional curriculum adaptation
- Local history integration
- Cultural education
- Language customization
- Regional examples and references
- Local traditions and customs
- Community knowledge integration
Users can add text-based suggestions for:
- Museums
- Landmarks
- Historical locations
- Cultural sites
- Educational destinations
Discovery & Field Trip Module
The Discovery Module connects lessons with real-world experiences.
Features:
- Museum recommendations
- Historical site discovery
- Science center recommendations
- Cultural location matching
- Educational trip planning
- Distance and accessibility considerations
- Virtual alternatives
The system connects current lessons with relevant real-world locations.
Accessibility Module
The Accessibility Module ensures education is available to diverse learners.
Features:
- Text-to-speech support
- Speech-to-text support
- Multi-language translation
- Adjustable reading levels
- Accessibility-focused layouts
- Learning difficulty adjustments
Community Contribution Module
The Community Module enables open-source educational growth.
Features:
- Community-created lesson modules
- Educational improvements
- Subject expansion
- Regional knowledge contributions
- Peer review workflows
- Content moderation
Contributions must maintain source verification standards.
Offline & Mobile Learning Module
The Offline Learning Module supports flexible access.
Features:
- Downloadable lessons
- Offline educational content
- Progress synchronization
- Mobile-first design
- Low-bandwidth optimization
Optional Plug-In Modules
Optional plug-ins expand Mindora beyond the core educational platform.
HistoriaLab Plugin
Advanced history education module.
Features:
- Complete historical timelines
- Multiple perspectives
- Primary source analysis
- Historical simulations
- Artifact exploration
- Historical location discovery
ScienceLab Plugin
Interactive science learning environment.
Features:
- Virtual laboratories
- Scientific simulations
- Experiment explanations
- Research projects
- Data analysis exercises
MathLab Plugin
Adaptive mathematics learning.
Features:
- Step-by-step problem solving
- Concept visualization
- Skill progression
- Practice generation
- Advanced mathematics pathways
LanguageLab Plugin
Language learning expansion.
Features:
- Vocabulary development
- Grammar instruction
- Conversation practice
- Cultural context lessons
- Translation support
CreatorLab Plugin
Creative learning environment.
Features:
- Writing assistance
- Art education
- Music exploration
- Design projects
- Creative challenges
CareerPath Plugin
Career and skill exploration module.
Features:
- Career discovery
- Skill mapping
- Learning recommendations
- Industry exploration
- Professional development pathways
AR/VR Exploration Plugin
Immersive learning experiences.
Features:
- Virtual museums
- Historical environments
- Scientific visualization
- 3D exploration
- Interactive simulations
ResearchLab Plugin
Advanced academic research environment.
Features:
- Research planning
- Source organization
- Academic writing support
- Citation management
- Literature exploration
Plugin Development
Developers can extend Mindora through modular plug-ins.
Plugins should:
- Follow Mindora architecture standards
- Maintain AGPL-3.0+ compatibility
- Provide source verification
- Follow accessibility guidelines
- Maintain educational accuracy standards
Security & Content Rules
Mindora does not support user-uploaded attachments.
The platform uses:
- Verified internal content
- Structured educational databases
- Approved external references
- Text-based community contributions
This ensures consistency, security, and reliability.
Technology Goals
Mindora is designed to support:
- Open-source AI frameworks
- Modular educational systems
- Transparent knowledge systems
- Community-driven development
- Global educational accessibility
Mindora
From Lessons to Real-World Discovery.
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/mindora/
License & Notice Requirements
Mindora 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.
- Mindora 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.
Notice – Mindora
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 – March 26, 2026
Created the Mindora repository and defined the core vision for an open-source, AI-powered adaptive education platform with global/local customization, proof-of-source learning requirements, and real-world experiential integration across all subjects. - [Add other contributors here] – [Date]
[Describe contribution in one sentence]
License – Mindora
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.