Contribute

Ways to Contribute

Join our mission to accelerate collective intelligence and social change through multiple contribution pathways

Multiple Pathways to Impact

We believe that meaningful change comes from diverse contributions. Whether you're a developer, researcher, changemaker, or supporter, there's a way for you to contribute to our mission of accelerating collective intelligence.

Ontology & Knowledge Map: Building the Foundation

Our knowledge graph is the heart of our platform, mapping relationships between concepts, theories, and domains of social change. Contributing to our ontology and knowledge map helps build the foundation for collective intelligence.

  • Add new concepts and relationships to our domain ontologies
  • Contribute to theory of change frameworks and causal models
  • Help expand our semantic web infrastructure and data models
  • Validate and refine existing knowledge graph connections
  • Contribute domain expertise to specific areas (climate, democracy, health, etc.)

Our knowledge graph covers nine core domains: Semantic Web, Ecosystems, Climate, Democracy & Journalism, Governance & Transparency, Health & Happiness, Affluence & Equality, Science & Education, and Open Data Sources. Each domain benefits from specialized expertise and insights.

Contributors can work with our TTL (Turtle) files, suggest new relationships, validate existing connections, or help expand our understanding of how different concepts relate to each other. This foundational work enables all other aspects of our platform.

Code & Development: Building the Platform

Our platform combines semantic web technologies, data processing, and user interfaces to create powerful tools for collective intelligence. Contributing to our codebase helps build the infrastructure that makes our vision possible.

  • Python development for data processing and validation scripts
  • Web development using HTML, CSS, and JavaScript
  • Semantic web technologies (RDF, OWL, SPARQL)
  • Data visualization and knowledge graph interfaces
  • API development and integration services

Our development stack includes Python for backend processing, semantic web standards for knowledge representation, and modern web technologies for user interfaces. We use GitLab for version control and collaboration.

Contributors can work on validation scripts, data transformation tools, web interface improvements, or help integrate new data sources and visualization capabilities. All contributions follow our established patterns and quality standards.

Project Support: Marketing, Community & Operations

Beyond technical contributions, we need support in building community, spreading awareness, and ensuring the project's sustainability. These contributions are equally vital to our mission's success.

  • Community building and engagement activities
  • Content creation for documentation and marketing
  • Outreach to potential partners and collaborators
  • Event organization and workshop facilitation
  • Project management and coordination support

Our project thrives on diverse skills and perspectives. Whether you're skilled in communication, community organizing, event planning, or project management, your contributions help us reach more changemakers and create greater impact.

We're particularly interested in contributors who can help us connect with social change organizations, academic institutions, and technology communities. Your networks and relationships can help us build the partnerships needed for widespread adoption.

Donations: Supporting Our Mission

Financial contributions help us maintain and expand our platform, support our development team, and ensure long-term sustainability. Your donations directly enable our work to accelerate collective intelligence and social change.

  • Support platform development and maintenance costs
  • Enable research and development of new features
  • Fund community outreach and educational initiatives
  • Support open source infrastructure and tools
  • Enable partnerships with academic and research institutions

As an open-source project focused on collective intelligence, we believe in transparency about how resources are used. Donations help us maintain our infrastructure, support contributors, and expand our impact.

We're committed to using financial resources efficiently and effectively, with a focus on maximizing impact for the social change community. Your contributions help ensure that our tools remain accessible and powerful for changemakers worldwide.

Documentation: Sharing Knowledge and Best Practices

Comprehensive documentation is essential for making our platform accessible and useful to diverse communities. Contributing to documentation helps ensure that our tools and knowledge are effectively shared and utilized.

  • User guides and tutorials for platform features
  • Technical documentation for developers and researchers
  • Case studies and best practice examples
  • API documentation and integration guides
  • Community resources and learning materials

Good documentation makes complex tools accessible to diverse audiences. Whether you're writing for technical users, researchers, or changemakers, your contributions help bridge the gap between powerful capabilities and practical application.

We welcome contributions that make our platform more accessible to different communities and use cases. This includes translations, accessibility improvements, and documentation that addresses specific domain needs and challenges.