Octogen is an open-source code interpreter focused on providing a secure and reliable environment for developers to run and test their code. Powered by advanced AI models like GPT-3.5/4 and Codellama, Octogen offers functionalities for code issue resolution, and handling of various data types including images and videos. Its open-source nature ensures flexibility, adaptability, and continuing community-driven enhancements.

Refact is an advanced AI-driven coding assistant designed to bolster developer productivity. By integrating features such as code completion, powerful improvement tools, and interactive chat, Refact ensures a seamless coding experience. Supporting a range of popular IDEs, including VS Code and JetBrains, this open-source tool harnesses both open-source and proprietary Large Language Models (LLMs) to cater to diverse coding needs, making it an invaluable asset for developers aiming to optimize their workflows.

SWE-agent is a developer-focused AI agent framework that integrates with GitHub to autonomously diagnose and resolve code issues. It runs in Docker or GitHub Codespaces, uses your preferred language model, and allows you to configure tool bundles for tasks like linting, testing, and deployment. SWE-agent generates clear action trajectories, applies pull requests with fixes, and provides insights via its trajectory inspector, enabling teams to automate code review, bug fixing, and repository cleanup efficiently.