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A Chrome browser extension's server that provides real-time protection against phishing sites by analyzing all links on web pages users visit._\n\n---\n\n## Features\n\n- **Real-time phishing site detection**: High-precision analysis through CNN + BERT-based AI model\n- **Multi-layer caching system**: Fast response times through Redis-based result caching\n- **RESTful API**: Extensible web API based on FastAPI\n\n## API Endpoints\n\n### Analyze API\n\n- `POST /analyze/check` - Single URL phishing analysis\n- `POST /analyze/batch` - Multiple URL batch analysis (for browser extensions)\n- `GET /analyze/recent` - Recent analysis results\n\n### Other API\n\n- `GET /health` - Server status check\n- `POST /feedback/*` - User feedback management\n\nmore details in live server's [API documentation](http://localhost:8000/docs)\n\n## AI Model structure\n\n![AI Model structure](images/model_info.png)\n\n## Quick Start\n\n### Development environment setup\n\n```bash\n# 1. Development environment setup\nmake dev-setup\n\n# 2. Environment variable setup (.env file editing)\ncp env.example .env\n# Edit the .env file to set the necessary settings\n\n# 3. Start the service\nmake up\n\n# 4. Server access\n# API: http://localhost:8000\n# Docs: http://localhost:8000/docs\n```\n\n### Local Development Commands\n\n```bash\n# Manage all services\nmake up          # Start all services\nmake down        # Stop all services\nmake logs        # Check logs\nmake health      # Check service status\n\n# Development only\nmake db-only     # Start only database services\nmake shell       # Server container access\nmake logs-server # Server log only\n\n# Test environment\nmake test-up     # Start test database\nmake test        # Run all tests\nmake test-down   # Stop test database\n\n# Database management\nmake migrate     # Run migrations\nmake reset       # Delete all data (WARNING: This will delete all data!)\n\n# Testing\nmake test        # Run all tests\nmake test-up     # Start test database\nmake test-down   # Stop test database\nmake test-logs   # Show test environment logs\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbnbong%2Fwegis_server","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbnbong%2Fwegis_server","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbnbong%2Fwegis_server/lists"}