SWE-agent — Automating GitHub Issue Resolution and Cybersecurity with AI

Overview

SWE-agent is an innovative Python-based tool that leverages language models to automatically fix GitHub issues, find cybersecurity vulnerabilities, and perform custom tasks. Developed by researchers from Princeton and Stanford Universities, it stands out for its state-of-the-art performance on SWE-bench, its free-flowing and generalizable approach, and its configurability and documentation.

Key Features

State of the art performance on SWE-bench among open-source projects
Free-flowing and generalizable, leaving maximal agency to the language model
Configurable and fully documented, governed by a single YAML file
Designed for research, simple and hackable

Use Cases

Developers: Automatically fixing issues in real GitHub repositories
Cybersecurity experts: Finding vulnerabilities in software
Competitive coders: Solving custom coding challenges

Advantages

Achieves state-of-the-art results on multiple cybersecurity benchmarks
Supports a wide range of language models, including GPT-4o and Claude Sonnet 4
Offers a simple and hackable design for researchers

Limitations / Considerations

Requires a good understanding of language models and YAML configuration
Performance may vary depending on the chosen language model and its configuration
May not cover all types of GitHub issues or cybersecurity vulnerabilities

Git-Miner: A tool for mining data from GitHub repositories, focusing on code analysis and metrics. It differs from SWE-agent in its focus on data mining rather than issue resolution.
CodeQL: A code analysis engine that helps find security vulnerabilities in code. Unlike SWE-agent, it is not focused on automating issue resolution but rather on static code analysis.
Reposcout: A tool for identifying similar GitHub repositories based on code and metadata. It differs from SWE-agent in its goal of repository discovery rather than issue resolution or cybersecurity.

Basic Information

GitHub: https://github.com/SWE-agent/SWE-agent
Stars: 17,272
License: Unknown
Last Commit: 2025-09-08

📊 Project Information

Project Name: SWE-agent
GitHub URL: https://github.com/SWE-agent/SWE-agent
Programming Language: Python
⭐ Stars: 17,272
🍴 Forks: 1,800
📅 Created: 2024-04-02
🔄 Last Updated: 2025-09-08

🏷️ Project Topics

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🎥 Video Tutorials

An interview with the SWE-agent & SWE-bench team

This article is automatically generated by AI based on GitHub project information and README content analysis

SWE-agent

Project Description