Agentless is a lightweight, agent-free framework designed to streamline AI-driven code automation workflows. By integrating directly with large language models via API calls, it generates, executes, and validates code in real time across diverse environments. Developers define tasks in YAML or JSON workflows and extend functionality through a plugin architecture supporting multiple programming languages. Agentless eliminates the overhead of dedicated agent processes, simplifying deployment and monitoring. It offers built-in connectors for GitHub Actions, Jenkins, and other CI/CD systems, plus automated testing modules for code review, unit test generation, and static analysis to ensure high-quality output.

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.