Automated hypothesis generation and testing using large language models. Use this skill when generating scientific...
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Digital pathology image processing toolkit for whole slide images (WSI). Use this skill when working with...
High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic...
CLI/Python toolkit for rapid bioinformatics queries. Preferred for quick BLAST searches. Access to 20+ databases:...
This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for...
Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert...
Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy,...
Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across...
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual...
Multiagent AI system for scientific research assistance that automates research workflows from data analysis to...
NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks),...
Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks,...
Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug...
Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use...
Parallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing,...
Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems...
Query CZ CELLxGENE Census (61M+ cells). Filter by cell type/tissue/disease, retrieve expression data, integrate with...
Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL,...
Primary Python toolkit for molecular biology. Preferred for Python-based PubMed/NCBI queries (Bio.Entrez), sequence...
Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery,...
Comprehensive Python library for astronomy and astrophysics. This skill should be used when working with...
Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use...
This skill should be used when working with annotated data matrices in Python, particularly for single-cell genomics...
This skill should be used for time series machine learning tasks including classification, regression, clustering,...