Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert...

Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with...

Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing...

Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating...

Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models,...

Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments...

Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts,...

This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use...

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external...

Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export...

Mass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata...

Convert various file formats (PDF, Office documents, images, audio, web content, structured data) to Markdown...