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Security • AI • Oct 2025

SwarmAI

Type

AI Security Tool

Focus

Automated Security Testing

Tech

Python • AI Agents

Security Automation Platform

Overview

SwarmAI is an intelligent security testing platform that continuously scans and tests deployed web applications and codebases for vulnerabilities. The system integrates both static and dynamic analysis tools to detect security misconfigurations in real time.

The platform features an AI agent that generates custom test cases tailored to each application's architecture. When vulnerabilities are discovered, it automatically opens draft pull requests with fixes and streams reproducible proof-of-concept reports through a live dashboard and email notifications.

Key Features

  • Automated vulnerability scanning with static and dynamic analysis integration
  • AI-powered test case generation customized to application architecture
  • Automatic pull request creation with security fixes and detailed reports
  • Real-time monitoring dashboard with email alerting system

Technical Approach

The agentic pipeline combines traditional security scanning tools with large language models to intelligently identify and suggest fixes for vulnerabilities. By analyzing code patterns and application behavior, the AI agent can detect misconfigurations that traditional tools might miss while providing contextual fixes that integrate seamlessly with existing codebases.