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# Powered by txtai
The following applications are powered by txtai.
![apps](https://raw.githubusercontent.com/neuml/txtai/master/apps.jpg)
| Application | Description |
|:------------ |:-------------|
| [rag](https://github.com/neuml/rag) | Retrieval Augmented Generation (RAG) application |
| [ncoder](https://github.com/neuml/ncoder) | Open-Source AI coding agent |
| [paperai](https://github.com/neuml/paperai) | AI for medical and scientific papers |
| [annotateai](https://github.com/neuml/annotateai) | Automatically annotate papers with LLMs |
In addition to this list, there are also many other [open-source projects](https://github.com/neuml/txtai/network/dependents), [published research](https://scholar.google.com/scholar?q=txtai&hl=en&as_ylo=2022) and closed proprietary/commercial projects that have built on txtai in production.