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Introducing Sweep- AI Junior Developer for Bug Reports and Feature Requests

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Introducing Sweep: AI Junior Developer for Bug Reports and Feature Requests

Bug reports and feature requests are an essential part of software development. However, addressing these issues can be time-consuming, especially for small tasks like bug fixes and refactors. That's where Sweep comes in. Sweep is an AI junior developer that transforms bug reports and feature requests into code changes, making the process faster and more efficient.

How does Sweep work?

Sweep simplifies the process of addressing bugs and implementing new features by automating the code change workflow. Here's how it works:

  1. Codebase Analysis: Sweep reads your codebase to understand its structure and dependencies.
  2. Issue Interpretation: Describe the bug or feature request to Sweep as you would to a junior developer. Sweep analyzes the description and plans the necessary code changes.
  3. Code Generation: Sweep generates a pull request with the required code changes, eliminating the need for manual coding.

Sweep uses embedding-based code search to ensure accurate and relevant code changes. This means that it can understand the context of your codebase and provide appropriate solutions.

Benefits and Use Cases

Sweep offers several benefits for developers and teams:

  • Time-saving: With Sweep, you can automate the process of addressing bugs and implementing features, saving valuable development time.
  • Parallelization: Sweep can handle multiple tickets simultaneously, allowing developers to work on multiple tasks at once.
  • Efficiency: By automating code changes, Sweep reduces the chances of human error and ensures consistent coding practices.
  • Accessibility: Sweep does not require an IDE, making it accessible to developers who prefer working directly on GitHub.

Sweep is particularly useful for small-scale tasks such as bug fixes, refactors, and small feature implementations. It can handle issues across various programming languages, including Python, JavaScript/TypeScript, Rust, Go, Java, C#, and C++.

Future Directions

Sweep is continuously evolving to provide even more value to developers. Here are some future directions for the project:

  • Large-scale Refactors: Currently, Sweep is limited to code changes involving three files or fewer or 150 lines of code. The team is actively working on expanding this capability to handle larger-scale refactors.
  • Support for Latest APIs: Sweep aims to keep up with the latest API changes and provide code changes accordingly. However, for APIs that have changed after 2022, developers may need to provide relevant documentation to ensure accurate code generation.
  • Image Editing and Non-text Assets: While Sweep excels at generating code changes, it currently does not support editing images or other non-text assets. This limitation may require manual intervention for tasks involving non-text assets.
  • Accessing External APIs: Sweep does not have built-in capabilities for accessing external APIs or fetching API tokens. Developers may need to handle these tasks manually.


Sweep is an innovative tool that streamlines the process of addressing bugs and implementing features. By automating code changes, Sweep saves developers time and effort, allowing them to focus on more complex tasks. With its ability to handle multiple tickets simultaneously, Sweep offers an efficient solution for small-scale development tasks. While Sweep has some limitations, the team is actively working on expanding its capabilities to address larger-scale refactors and support the latest APIs. Give Sweep a try and experience the power of an AI junior developer for yourself!

To learn more about Sweep and get started, visit the Sweep GitHub repository.

🌟 Demo

πŸš€ Install Sweep

πŸ“š Sweep Documentation

⭐ Star Sweep on GitHub

πŸ—ΊοΈ Sweep Roadmap