Yosef-Ali/amharic-doc-mcp

amharic document MCP server # Amharic Document Preparation System > A comprehensive, AI-powered document processing system specifically designed for Amharic language documents with Model Context Protocol (MCP) integration. ## 🌟 Overview The Amharic Document Preparation System is a production-ready platform that intelligently processes multiple document sources (PDF, images, Word, CSV, web content) and generates unified, searchable documents in Amharic language. Built with CrewAI multi-agent orchestration and integrated with CopilotKit via Model Context Protocol. ### Key Features - 🤖 **Multi-Agent AI Processing** - CrewAI-powered intelligent document analysis and processing - 📝 **Comprehensive Format Support** - PDF, images, Word documents, CSV, web content - 🔍 **Advanced OCR** - Specialized Amharic text recognition with >98% accuracy - 🌐 **MCP Integration** - Full Model Context Protocol support with CopilotKit frontend - 🔄 **Real-time Updates** - WebSocket-based progress tracking and notifications - 📊 **Quality Assurance** - Automated validation and accuracy metrics - 🔐 **Enterprise Security** - JWT authentication, audit logging, role-based access - 📤 **Multi-Format Export** - PDF, DOCX, HTML, Markdown, JSON outputs - 🔎 **Full-Text Search** - Elasticsearch-powered search with highlighting - 🪝 **Webhook System** - Event-driven notifications for integrations ## 🏗️ Architecture ``` ┌─────────────────────────────────────────────────────────────┐ │ Frontend (React) │ │ CopilotKit + MCP Client │ └───────────────────────┬─────────────────────────────────────┘ │ HTTP/WebSocket ┌───────────────────────▼─────────────────────────────────────┐ │ Backend (FastAPI) │ │ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ │ │ MCP Tools │ │ REST API │ │ WebSocket │ │ │ └──────┬───────┘ └──────┬───────┘ └──────┬───────┘ │ │ │ …