Strengths
- Validates vulnerabilities through actual exploitation and proof-of-concept generation, reducing false positives.
- Includes a comprehensive hacker toolkit with proxy, browser automation, terminal, and Python runtime out-of-the-box.
- Employs multi-agent collaboration for scalable and thorough security testing.
- Integrates as a developer-first CLI tool suitable for CI/CD and GitHub Actions workflows.
- Produces structured reports with remediation guidance.
Limitations
- Requires API keys for large language models like OpenAI GPT-5 or Perplexity, which may incur external costs.
- Enterprise features such as custom models and large-scale scanning require engagement with a paid demo-managed platform.
- Dependence on third-party AI models limits functionality without valid API keys or local model setups.