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README.md

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 title: README
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-Edit this `README.md` markdown file to author your organization card.
+<p align="center">
+    <img src="https://github.com/sweepai/sweep/assets/26889185/39d500fc-9276-402c-9ec7-3e61f57ad233">
+</p>
+<p align="center">
+    <i>Bug Reports & Feature Requests ⟶&nbsp; Code Changes</i>
+</p>
+
+<b>Sweep</b> is an AI junior developer that transforms bug reports & feature requests into code changes.
+
+Describe bugs, small features, and refactors like you would to a junior developer, and Sweep:
+1. 🔍 reads your codebase
+2. 📝 plans the changes
+3. ⚡**writes a pull request with code**⚡
+
+### Features 🌠
+
+* 🌠 Turns issues directly into pull requests (without an IDE)
+* 👀 Addresses developer replies & comments on its PRs
+* 🔎 Uses embedding-based code search
+
+## Getting Started 🚀
+
+Install Sweep by adding the [**Sweep GitHub app**](https://github.com/apps/sweep-ai) to your desired repositories.
+
+For more details, visit our [✨ Installation](docs/installation.md) page if it doesn't automatically bring you there.
+
+## Limitations of Sweep ⚠️
+
+* 🏗️ **Large-scale refactors**: >3 files or >150 lines of code changes (we're working on this!)
+    * e.g. Refactor the entire codebase from Tensorflow to PyTorch
+
+* 🖼️ **Editing images** and other non-text assets
+    * e.g. Use the logo to create favicons for our landing page