Metabob

Metabob is an AI-powered code review tool that detects, explains, and fixes coding problems created by both humans and AI. It combines Graph Neural Networks (GNNs) and Large Language Models (LLMs) to provide context-sensitive problem explanations and resolutions, enhancing code quality, reliability, and software security.

Key features:
- AI code review: Detects complex problems that span codebases and automatically generates fixes
- Software security scanning: Analyzes pull requests, fixes problems before merging, supports secrets scanning, and enforces code quality and best practices
- Debugging and refactoring: Provides context-sensitive code recommendations for bugs and code smells, and offers refactoring recommendations to optimize performance
- Generative AI integration: Automatically identifies and explains regions of code likely to contain specific types of issues based on their structural and semantic relationships
- Self-hosted deployment: Can be deployed on-premise on an organization's private cloud and customized to detect problems most relevant to the team

How it works:
1. Detection: Uses GNNs to detect and classify problematic code with contextual understanding
2. Contextual storage: Stores problematic code along with enriched context in Metabob's backend
3. Explanation and resolution: Passes stored information to an integrated LLM, which generates a context-sensitive problem explanation and resolution

Integrations:
Metabob supports integration with GitHub, Bitbucket, GitLab, and VS Code.

Use of AI:
Metabob leverages proprietary GNNs and LLMs, such as GPT, to provide its advanced code review capabilities. The GNNs detect problems with a deep contextual understanding, while the LLMs generate explanations and resolutions based on the detected issues.

AI foundation model:
Metabob uses proprietary GNNs and LLMs, such as GPT.

How to access:
Metabob is available as a web app and can be integrated into various development environments. It supports multiple programming languages, including Python, JavaScript, TypeScript, Java, C++, and C.