Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations...
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Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert...
Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance...
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should...
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...
Query Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis,...
Access European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by...
Access and analyze comprehensive drug information from the DrugBank database including drug properties,...
DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows,...
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 ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with...
Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery...
Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use...
Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy...
Access COSMIC cancer mutation database. Query somatic mutations, Cancer Gene Census, mutational signatures, gene...
Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems...
Query NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity...
Access ClinPGx pharmacogenomics data (successor to PharmGKB). Query gene-drug interactions, CPIC guidelines, allele...
Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial...
Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports...
Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings,...