SWE-agent is an open-source AI agent that empowers language models like GPT-4o or Claude Sonnet 4 to autonomously resolve issues in real GitHub repositories, identify cybersecurity vulnerabilities, and tackle custom coding challenges. Designed for research, it offers state-of-the-art performance on SWE-bench, is highly configurable, and provides maximal agency to the underlying language model.