https://github.com/bnbong/wegis_server

<개인 프로젝트> CNN + BERT multimodal Phishing Detection Server
https://github.com/bnbong/wegis_server

bert cnn fastapi mongodb multimodal pydantic-v2 python redis sqlalchemy sqlmodel

Last synced: about 1 month ago
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<개인 프로젝트> CNN + BERT multimodal Phishing Detection Server

• Host: GitHub
• URL: https://github.com/bnbong/wegis_server
• Owner: bnbong
• Created: 2025-09-18T07:27:36.000Z (9 months ago)
• Default Branch: main
• Last Pushed: 2025-10-05T06:47:07.000Z (8 months ago)
• Last Synced: 2025-10-05T08:35:32.658Z (8 months ago)
• Topics: bert, cnn, fastapi, mongodb, multimodal, pydantic-v2, python, redis, sqlalchemy, sqlmodel
• Language: Python
• Homepage:
• Size: 163 KB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          


# Wegis Server

**CNN + BERT multimodal Phishing Detection Server**

[![Python](https://img.shields.io/badge/Python-3.12-blue)](https://www.python.org/)

[![FastAPI](https://img.shields.io/badge/FastAPI-0.116.2-blue)](https://fastapi.tiangolo.com/)

[![PostgreSQL](https://img.shields.io/badge/PostgreSQL-15-blue)](https://www.postgresql.org/)

[![Redis](https://img.shields.io/badge/Redis-7-blue)](https://redis.io/)

[![MongoDB](https://img.shields.io/badge/MongoDB-7-blue)](https://www.mongodb.com/)



_[Wegis](https://github.com/bnbong/Wegis) - A Chrome browser extension's server that provides real-time protection against phishing sites by analyzing all links on web pages users visit._

---

## Features

- **Real-time phishing site detection**: High-precision analysis through CNN + BERT-based AI model

- **Multi-layer caching system**: Fast response times through Redis-based result caching

- **RESTful API**: Extensible web API based on FastAPI

## API Endpoints

### Analyze API

- `POST /analyze/check` - Single URL phishing analysis

- `POST /analyze/batch` - Multiple URL batch analysis (for browser extensions)

- `GET /analyze/recent` - Recent analysis results

### Other API

- `GET /health` - Server status check

- `POST /feedback/*` - User feedback management

more details in live server's [API documentation](http://localhost:8000/docs)

## AI Model structure

![AI Model structure](images/model_info.png)

## Quick Start

### Development environment setup

```bash

# 1. Development environment setup

make dev-setup

# 2. Environment variable setup (.env file editing)

cp env.example .env

# Edit the .env file to set the necessary settings

# 3. Start the service

make up

# 4. Server access

# API: http://localhost:8000

# Docs: http://localhost:8000/docs

```

### Local Development Commands

```bash

# Manage all services

make up          # Start all services

make down        # Stop all services

make logs        # Check logs

make health      # Check service status

# Development only

make db-only     # Start only database services

make shell       # Server container access

make logs-server # Server log only

# Test environment

make test-up     # Start test database

make test        # Run all tests

make test-down   # Stop test database

# Database management

make migrate     # Run migrations

make reset       # Delete all data (WARNING: This will delete all data!)

# Testing

make test        # Run all tests

make test-up     # Start test database

make test-down   # Stop test database

make test-logs   # Show test environment logs

```