PDF generation toolkit. Create invoices, reports, certificates, forms, charts, tables, barcodes, QR codes,...

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA),...

Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for...

Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits,...

Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions,...

Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics...

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks...

Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison,...

Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project...

Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators,...

Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical...

Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when...

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR...

This skill should be used when working with reinforcement learning tasks including high-performance RL training,...

Fast DataFrame library (Apache Arrow). Select, filter, group_by, joins, lazy evaluation, CSV/Parquet I/O, expression...

Computational pathology toolkit for analyzing whole-slide images (WSI) and multiparametric imaging data. Use this...

This skill should be used when converting academic papers into promotional and presentation formats including...

Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG,...

Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when...

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

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

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...