E-ditital1000/Kolokwa_connect

# Kolokwa Connect Kolokwa Connect is a web platform that makes the Kolokwa language accessible, learnable, and discoverable. Built with Django and modern NLP tools, the platform offers a dynamic Kolokwa–English dictionary, gamified learning, community contributions, and Model Context Protocol (MCPs) designed to power natural language features such as translation and semantic search. ## Table of Contents - Introduction - Features - Architecture - Technology Stack - Getting Started - Running MCP Servers - Deployment - API Documentation - Contributing - License - Contact ## Introduction We believe language is culture, identity, and connection. Most language technology favors high-resource languages; Kolokwa Connect is our blueprint for how communities and AI can work together to digitally empower low-resource languages. Our goal is to make Kolokwa visible online — to help preserve vocabulary, enable translation, and open learning pathways for speakers and learners alike. ## Features ### Kolokwa ↔ English Dictionary - Browse, search, and contribute entries. - Rich entry pages: definitions, example sentences, optional audio pronunciations. - Community moderation, voting, and a review queue for pending entries. ### User Accounts & Profiles - Email/password registration and social auth via django-allauth. - Optional enterprise SSO via WorkOS. - Profiles show user contributions and gamification stats. ### Gamification - Leaderboards for top contributors. - Achievements / badges for milestones. - Daily challenges and progress stats. ### Natural Language Interaction (NLI) - Integration with OpenAI and Anthropic APIs. - Retrieval-Augmented Generation (RAG) for semantic search. - Translation helpers (Kolokwa ↔ English). ### Model Context Protocol (MCPs) - Dedicated MCPs for dictionary lookups and translation logic — lightweight services that integrate into the MCP Hackathon ecosystem. ### RESTful API - API …