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Comprehensive intelligence retrieval system for collecting and aggregating information about Nairobi, Kenya from multiple sources. Features: - Multi-source data collection (news, social media, government, tourism, business) - RESTful API with FastAPI - Automated scheduling for continuous data collection - Intelligence brief generation - Real-time trending topics tracking - Alert system for important updates - Web scraping with rate limiting and caching - Social media integration (Twitter, Instagram) - NLP-powered categorization and processing - Docker support for easy deployment - CLI for manual operations Components: - Data models with SQLAlchemy - Base collector class with extensible architecture - Source-specific collectors (news, social, government, tourism, business) - Data processor for brief generation - Scheduler for automated collection - Comprehensive API endpoints - CLI interface for manual control Documentation: - Complete README with setup instructions - Quick start guide - Example usage scripts - Docker Compose configuration - Environment configuration templates