Features
Semantic code understanding to find logic-based vulnerabilities
End-to-end verification with working proof-of-concept exploits
PR security reviews on pull requests
Automated threat modeling from real architecture
Business impact prioritization beyond CVSS
Context-aware scanning (codebase, infra, auth flows)
Open-source model only (no proprietary dependency)
Multi-stack support (JS, TS, Python, Go, Java, Ruby, Next.js, Django, Flask, Rails, Express, FastAPI)
Compliance report generation (Pro+)
Custom project context (Pro+)
Basic Software Composition Analysis (SCA)
AI Assistant for security questions
Role-based agent assignment (PM, architect, engineer, QA)
Structured output generation (requirements, design, code)
Data Interpreter for data analysis tasks
SELA module for self-evolving agents
Multi-agent collaboration and workflow orchestration
Meta-programming support for custom agent behaviors
Modular and extensible architecture
Built-in demo projects and case studies
MIT License fully open-source
Flow orchestration for complex agent pipelines
Integration with GitHub Actions and CI/CD
Community-driven with GitHub and Discord
