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.

Kube-Copilot is a GPT-powered kubectl plugin providing context-aware command generation and operational insights for Kubernetes clusters. It translates natural language queries into executable kubectl commands, suggests flags and resource definitions, and offers inline explanations of resource status. Integrated with OpenAI’s large language models, Kube-Copilot can automate tasks such as scaling deployments, inspecting pods, rolling out updates, and diagnosing failures. Users can customize prompts, manage API keys, and enable logging for audit trails. Designed for cross-platform use, it runs directly within the terminal, reducing context switches and manual error-prone typing. By offering intelligent suggestions and automation, Kube-Copilot accelerates cluster management, minimizes downtime, and boosts DevOps efficiency.