Introducing VulnClarify: An Open-Source, AI-Enhanced Web Vulnerability Scanner for Small Organizations and Charities
In the evolving landscape of cybersecurity, accessible tools that empower smaller organizations are more important than ever. Today, I’m pleased to unveil VulnClarify, an innovative proof-of-concept designed to leverage the power of large language models (LLMs) to simplify web security assessments. Developed as part of my final year university project, VulnClarify aims to bridge the gap between complex vulnerability scanning tools and the resource needs of small businesses, charitable organizations, and individuals.
What is VulnClarify?
VulnClarify is an early-stage, open-source tool that integrates cutting-edge AI technology into traditional web vulnerability detection. Its primary functions include:
- Utilizing large language models to assist in identifying and interpreting web security vulnerabilities
- Providing a streamlined interface that can be deployed locally or within a contained Docker environment
- Serving as a demonstration of how AI can augment cybersecurity workflows in a cost-effective manner
The inspiration behind this project stems from the recognition that comprehensive vulnerability scanners are often prohibitively expensive and require specialized knowledge. By incorporating AI, I set out to explore how these advanced models could make web security insights more accessible for smaller entities that may lack dedicated security teams.
Getting Started
VulnClarify is designed for ease of use:
- Simply pull the pre-built Docker image to get started quickly with minimal setup
- Run scans on your own web applications, ensuring you have proper authorization
- Experiment with the tool’s capabilities to see how AI can assist in explaining detected vulnerabilities
Community Contribution & Feedback
This project is still in its infancy and invites collaboration:
- Test the tool and share feedback regarding its usability and detection accuracy
- Contribute improvements, bug fixes, or new features via GitHub pull requests
- Suggest additional use cases or integrations where AI could enhance security tools further
Please Note
As a proof-of-concept, VulnClarify may contain bugs or incomplete features. It is intended solely for testing purposes on web applications you own or have explicit permission to analyze. For full setup instructions and important disclaimers, refer to the project’s GitHub repository.
I welcome questions, discussions about AI in cybersecurity, or ideas for future development. Thank you for your interest in exploring how open-source, AI-driven solutions can democratize web security for all.

