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SWE Agent

Open Source
★ 20,673 • Updated Oct 29, 2026, 03:02 AM

SWE-agent is an open-source tool that takes a GitHub issue and attempts to automatically fix it using a language model (LM) of choice.

Use Cases ▼
01

Automating GitHub issue resolution

02

Offensive cybersecurity

03

Competitive coding challenges

04

Software development

05

Bug fixing

06

Error resolution

What Problem It Solves ▼

Developers and software development teams often struggle with resolving GitHub issues, which can be time-consuming and require significant expertise. SWE-agent solves this problem by providing an automated solution that uses AI-powered language models to resolve issues, reducing the time and effort required to address bugs and errors. By automating issue resolution, SWE-agent enables developers to focus on more complex and creative tasks, improving overall productivity and efficiency. Additionally, the tool's support for offensive cybersecurity and competitive coding challenges makes it a valuable resource for security researchers and developers looking to test and improve their skills.

Key Features ▼
✓

Automates GitHub issue resolution

✓

Supports multiple language models

✓

Open-source and customizable

✓

Strong community support

Overview

SWE-agent is an open-source tool that takes a GitHub issue and attempts to automatically fix it using a language model (LM) of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. The tool is designed to work with GitHub issues, allowing users to automate the process of resolving issues using AI-powered solutions. SWE-agent supports various language models, providing users with flexibility in choosing the best model for their specific needs. The tool has been presented at NeurIPS 2024, a renowned conference in the field of artificial intelligence. With its ability to automate issue resolution and support for multiple language models, SWE-agent has the potential to significantly impact the field of software development and cybersecurity. The project is hosted on GitHub, where users can access the source code, report issues, and contribute to the development of the tool. SWE-agent has gained popularity, with over 20,000 stars and 2,000 forks on GitHub, indicating a strong interest in the tool from the developer community. The tool's documentation and code are well-organized, making it easier for users to understand and contribute to the project. Overall, SWE-agent is a powerful tool that leverages AI to automate issue resolution, making it an exciting project in the field of software development and AI research. The tool's capabilities and potential applications make it a valuable resource for developers, researchers, and organizations looking to automate and improve their software development processes. By providing an automated solution for resolving GitHub issues, SWE-agent can help reduce the time and effort required to address bugs and errors, allowing developers to focus on more complex and creative tasks. Additionally, the tool's support for offensive cybersecurity and competitive coding challenges makes it a useful resource for security researchers and developers looking to test and improve their skills. With its strong community support and ongoing development, SWE-agent is likely to continue to evolve and improve, providing even more value to its users and the broader software development community.

Pros & Cons

Pros

+

Automates GitHub issue resolution

+

Supports multiple language models

+

Open-source and customizable

+

Strong community support

Cons

−

Limited to GitHub issues

−

Requires expertise in AI and language models

−

May not work for all types of issues

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