What is OpenCodeReview? 🤖
OpenCodeReview is an innovative open-source tool that leverages AI technology to perform comprehensive code security analysis and vulnerability detection. It's designed to democratize access to advanced code review capabilities, making them accessible to organizations of all sizes.
By combining the power of the NVIDIA AIQ Toolkit with intuitive interfaces, OpenCodeReview enables developers and security teams to:
- Automatically identify security vulnerabilities in code
- Receive actionable recommendations for remediation
- Track and manage security findings throughout the development lifecycle
- Implement secure coding practices without expensive tools or specialized expertise
This project represents a significant step forward in making code security accessible to everyone, from small development teams to large enterprises seeking to enhance their security posture without prohibitive costs.
The Vision: Accessible AI Code Review 🌍
OpenCodeReview is one of Victor's open source initiatives that leverages AI technology to solve prevalent IT security challenges related to vulnerable code. This project aims to make robust code security analysis accessible to a broader audience, addressing a critical gap in the security landscape where many organizations struggle to identify and remediate code vulnerabilities before they can be exploited.
Connect with Victor on LinkedIn
Solving Real World Problems:
Bridging the Coding Security and Vulnerability Gaps 🛡️
The need for such a tool stems from several industry observations:
- High Cost of Commercial Tools: Existing commercial code reviewers often come with prohibitive price tags, especially for smaller entities.
- Expensive Security Consulting: IT security consulting projects represent a significant investment, often beyond the reach of small to medium-sized enterprises (SMEs).
- Budget Constraints in SMEs: Many SMEs allocate budgets primarily for software development, leaving little to no room for dedicated IT security consulting, which can lead to unaddressed vulnerabilities.
- Core Objective: To provide a cost-effective solution enabling SMEs to review their code, identify security issues, and make IT security an affordable and integral part of their development lifecycle.
- Leveraging Open Source: To build a powerful tool through an open-source community, fostering a cost-effective IT security solution suitable for businesses of all sizes.
- Addressing a Market Need: Most AI coding tools prioritize rapid development over security. While platforms like GitHub and enterprise solutions offer AI security functions, they often require specialized knowledge, posing a barrier for SMEs.
- Simplified User Experience: The goal is to create an intuitive tool that allows SMEs to review code and identify security issues seamlessly, without the complexity of manually interacting with chatbots, crafting intricate prompts, or copy-pasting code.
The Accelerator: NVIDIA AIQ Toolkit ⚡
The NVIDIA AgentIQ Hackathon and its AIQ Toolkit have been pivotal in bringing this project to fruition:
Hackathon Overview
Build a high-performance agentic AI system using the open-source NVIDIA Agent Intelligence toolkit. Enterprise developers can connect, evaluate, and enhance teams of agents, built with any agentic framework, using the Agent toolkit.
Technical Documentation: How OpenCodeReview Works 📚
OpenCodeReview is an AI-powered source code review tool and mini software vulnerability management system. It leverages AI Large Language Models and the NVIDIA AIQ Toolkit as its core engine to perform comprehensive source code reviews.
Core AI Technology
The core AI component uses NVIDIA AIQ Toolkit to perform AI orchestration and execution with AI agents, tools, and workflow. The project specifically references the NVIDIA AIQ Toolkit example examples/agents/mixture_of_agents
as a foundation for setting up the code review workflow.
This project enables traditional static management platforms to integrate intelligent AI capabilities by using NVIDIA AIQ Toolkit.
AI Agentic Workflow (Core AI Engine)
The AI Orchestrator manages the following execution sequence and tools:
- Source Code Acquisition: Runs a tool to get the source code for review
- Code Review Execution: Instructs the AI LLM to perform code review using OWASP 2021 Top 10 guidelines. This can be easily to update it to OWASP 2025 Top 10 when it is available by updating the AI prompts in AIQ Toolkit configuration.
- Finding Documentation: Calls tools to create structured finding records
This workflow is designed to be flexible, allowing for easy integration of additional capabilities such as Code Quality Review and CVE search by modifying the workflow configuration. The entire core AI workflow is handled by the NVIDIA AIQ Toolkit, with all expert AI instructions embedded for seamless code review automation.
Why OpenCodeReview Is Beneficial
- User-Friendly: No AI prompt engineering expertise needed—expert prompt instructions are fully embedded within the system.
- Highly Flexible & Customizable: Easily update prompts, add instructions, fine-tune workflows, and adjust requirements using the NVIDIA AIQ Toolkit.
- Continuous Improvement: The core engine leverages LLM models and the AIQ Toolkit, ensuring ongoing advancements as LLMs evolve and new features are developed.
System Architecture
All components run in isolated Docker containers for maintainability and scalability.
Full Stack Code Vulnerability Management System + NVIDIA AIQ Toolkit orchestrating the code review workflow
Meet the 11 Expert AI Agent: A Football Team! 🤩
OpenCodeReview harnesses the power of the NVIDIA AIQ Toolkit to orchestrate a team of 11 specialized expert AI agent for code review. Each agent is equipped with its own expert instructions, ensuring a comprehensive and multi-perspective analysis that goes far beyond traditional manual code review.
- 1. General Review Agent 🧐: Provides an overall assessment of code quality, maintainability, and best practices.
-
2–11. OWASP 2021 Top 10 Agents 🔒: Ten dedicated agents, each focusing on one of the OWASP 2021 Top 10 security risks:
- A01: Broken Access Control
- A02: Cryptographic Failures
- A03: Injection
- A04: Insecure Design
- A05: Security Misconfiguration
- A06: Vulnerable and Outdated Components
- A07: Identification and Authentication Failures
- A08: Software and Data Integrity Failures
- A09: Security Logging and Monitoring Failures
- A10: Server-Side Request Forgery (SSRF)
With these 11 agents, OpenCodeReview delivers a code review experience that's not just comprehensive, but also more efficient and reliable than manual human review. In fact, with 11 expert agents on the field, OpenCodeReview has more players than a football team ⚽—so your code is always covered, no matter what position needs defending!
- Core Technology Enabler 🛠️: The NVIDIA AIQ Toolkit provides the foundational elements for building the core AI agent, orchestration, and workflow, significantly streamlining development.
- Strong Developer Ecosystem 🤝: NVIDIA's robust developer community and support network offer invaluable resources and assistance for project development.
- Community Feedback Loop 🔄: The NVIDIA Hackathon serves as an excellent platform for gathering community feedback, crucial for refining and improving the project.
- Future-Proofing 🔮: The continuous development and evolution of the NVIDIA AIQ Toolkit ensure that OpenCodeReview can remain robust, scalable, and incorporate new features over time.
- Focused Development 🎯: By leveraging the NVIDIA AIQ Toolkit for core AI functionalities, development efforts can concentrate on the business logic and enhancing the user experience.
- Rapid Development Cycle ⏩: The toolkit substantially shortens the development timeline, enabling quicker project completion and deployment.

Target Audience 🎯
OpenCodeReview is designed for:
- Small to Medium-sized Companies: Organizations seeking to review their code and identify security vulnerabilities at a minimal cost.
- IT Consulting Firms: Companies looking to leverage the tool to provide enhanced code review and security assessment services for their clients.
- IT Security Companies: Firms aiming to integrate the tool into their offerings for comprehensive client code reviews.
- Privacy-Conscious Organizations: Any company preferring to use local AI for code review, ensuring their codebase remains within their secure environment without transmission to cloud services.
NVIDIA AIQ Toolkit and the Open Source Ecosystem: A Synergistic Approach 🤝
The OpenCodeReview Community Edition is an open-source project, freely available on GitHub. It is built utilizing the NVIDIA AIQ Toolkit and thrives within the open-source ecosystem.
This approach significantly lowers the entry barrier for SMEs and enterprises to explore and adopt the tool. Increased visibility for OpenCodeReview and the NVIDIA AIQ Toolkit translates to wider adoption and a larger pool of potential contributors—a mutually beneficial scenario. This model is a powerful driver for community-driven open-source projects. Furthermore, it allows companies to gain a deeper understanding of how the NVIDIA AIQ Toolkit can empower them to build sophisticated AI automation tools and applications, presenting a valuable opportunity for NVIDIA to showcase its technology.

Compelling Use Cases for NVIDIA GPU and DGX Platforms 💡
Commitment to Responsible AI 🤖
OpenCodeReview is dedicated to upholding Responsible AI principles. As an open-source project developed with the NVIDIA AIQ Toolkit and hosted on GitHub, it inherently fosters transparency, community oversight, and accessibility. This foundation underpins the following commitments:
- Fairness and Inclusiveness: The tool is designed for universal access, enabling any individual or company, irrespective of size, budget, or location, to adopt secure coding practices affordably.
- Reliability and Safety: The open-source nature facilitates community scrutiny, contributions, and prompt issue resolution, ensuring the absence of hidden malicious code and promoting a dependable, safe tool.
- Privacy and Security: Designed for local execution on user machines or servers, the tool ensures that code and sensitive data are not transmitted to external cloud services, safeguarding user privacy and code integrity.
- Transparency and Explainability: The open-source codebase allows for complete transparency. Users and contributors can inspect, comprehend, and validate the tool's internal workings and processes.
- Accountability: The open-source model, with its active community involvement in development and review, establishes clear accountability for the tool's functionality and ethical operation.
- Human Oversight: OpenCodeReview is not merely an AI analysis engine but a comprehensive Code Review Management tool. It assists human reviewers by flagging potential issues, with all findings subject to human review, validation, and modification. The tool augments human expertise, rather than replacing it, to facilitate effective IT security implementation.
- Sustainability and Societal Well-being: By offering a free and open-source solution, OpenCodeReview contributes to broader societal well-being, empowering developers and organizations to create more secure software and foster a safer digital ecosystem.
- Continuous Monitoring and Improvement: The open-source community model enables ongoing monitoring of the tool's performance and security. Feedback, bug reports, and contributions from users and developers fuel continuous enhancements, ensuring the tool adapts to emerging challenges.
OpenCodeReview Community Edition: Roadmap 🗺️
Hackathon Proof of Concept (POC) Build:
- The initial POC developed for the Hackathon.
- This build serves as a foundational demonstration of using the NVIDIA AIQ Toolkit to create a code review tool.
- Functionality includes local execution with pre-defined scenarios.
First Open Source Release:
- The first open-source release of the OpenCodeReview Community Edition.
- Scheduled for release post-Hackathon, available on GitHub.
Future Releases:
Planned enhancements for the OpenCodeReview Community Edition include:
- Duplicate Finding Detection: Intelligent identification and consolidation of redundant findings.
- Enhanced Expert Agents: Expansion from a single OWASP Expert Agent to multiple specialized agents.
- CVE Searching Agent: Integration of an agent to search for relevant Common Vulnerabilities and Exposures (CVEs).
- Code Quality Review Agent: Introduction of an agent focused on assessing and improving overall code quality.
OpenCodeReview Pro Edition:
A premium version is also on the roadmap, which will include advanced features for enterprise environments:
- MCP Support: Act as MCP (Model Context Protocol) server, enabling standardized communication between LLMs and applications.
- IDE and VS Code Extension Integration: Extensions that can read security findings through MCP, bringing vulnerabilities directly to developers' coding environments.
- Multiple Users Login and Collaboration: Support for teams with role-based access controls and collaborative security reviews.
- Security Findings Reports: Comprehensive, exportable reports for security audits and compliance documentation.
- Findings History: Track security improvements over time with historical data on resolved vulnerabilities.
- Bulk Project Files Assessment: Automated scanning of entire projects rather than requiring individual file selection, increasing efficiency for large codebases.
Developer Bio 👨💻
Victor Tong
IT Security Consultant & GenAI Specialist
Victor Tong is an experienced IT Consultant with in-depth expertise in IT Security, Risk and Compliance System Implementation, and GenAI automation and applications. His extensive background in security consulting has provided him with unique insights into the challenges faced by organizations in securing their code and systems.
Through the OpenCodeReview project, Victor aims to democratize access to advanced security tools, making enterprise-grade code security accessible to organizations of all sizes.
Looking Forward: A Commitment to Long-Term Success 🌱
As we conclude this announcement, I'd like to express my commitment to making OpenCodeReview both a successful NVIDIA AIQ Toolkit use case story and a vibrant, long-term open source project. This journey is just beginning, and the potential ahead is immense.
The NVIDIA AgentIQ Toolkit has been transformative in bringing this vision to life, providing the foundation for a tool that can truly democratize code security analysis. Through this project, I hope to showcase not only the technical capabilities of the AIQ Toolkit but also how it can be leveraged to solve real-world security challenges that organizations face daily.
My vision for OpenCodeReview extends far beyond the initial release:
- Community Growth: Fostering an active community of contributors and users who can help shape the future of the tool
- Feature Expansion: Continuously enhancing capabilities while maintaining simplicity of use
- Enterprise Adoption: Working with organizations to integrate OpenCodeReview into their security practices
- Educational Resource: Using the project as a platform to promote better security practices and AI literacy
I invite security professionals, developers, and organizations of all sizes to join this journey. Whether you're interested in contributing to the codebase, providing feedback, or simply using the tool to enhance your security posture, your participation helps build a more secure digital ecosystem for everyone.
OpenCodeReview represents a perfect alignment of cutting-edge AI technology with practical security needs. Through continued collaboration with NVIDIA and the open-source community, I'm excited to see how far we can take this initiative.