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README.md

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-Edit this `README.md` markdown file to author your organization card.
+# UV Scripts
+
+**Ready-to-run data processing scripts for the ML community**
+
+Run powerful ML workflows with a single command - no setup required.
+
+## What are UV scripts?
+
+UV scripts are self-contained Python scripts that use [inline metadata](https://docs.astral.sh/uv/guides/scripts/) to specify dependencies. Just `uv run script.py` and everything installs automatically.
+
+Perfect for:
+- 🚀 **GPU workflows** on [HF Jobs](https://huggingface.co/docs/hub/spaces-gpu-jobs)
+- 💻 **Local processing** on your machine  
+- 🔄 **Reproducible pipelines** that work anywhere
+
+## Example
+
+```bash
+# Generate training data for embeddings
+uv run https://huggingface.co/datasets/uv-scripts/sentence-transformers/raw/main/generate-queries.py \
+  your-dataset \
+  output-queries
+
+# Deploy on GPU with HF Jobs
+hfjobs run --gpu a10 uv run <script-url>
+```
+
+## Browse Scripts
+
+| Script | Description | GPU Recommended |
+|--------|-------------|-----------------|
+| [dataset-creation](https://huggingface.co/datasets/uv-scripts/dataset-creation) | Create datasets from PDFs, images, text | ✅ |
+| [sentence-transformers](https://huggingface.co/datasets/uv-scripts/sentence-transformers) | Generate embedding training data | ✅ |
+| More coming soon... | | |