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bulk-rnaseq
This skill orchestrates end-to-end bulk RNA-seq analysis, processing raw FASTQ reads through QC, trimming, alignment, and quantification to assemble a gene-level counts matrix. It then performs differential expression, pathway enrichment, and generates publication-ready figures.
geniml
This skill is for machine learning tasks involving genomic interval data (BED files), such as training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis (scEmbed), or building consensus peaks. It applies to BED file collections, scATAC-seq data, and chromatin accessibility datasets.
bgpt-paper-search
Search scientific papers and retrieve structured experimental data from full-text studies via the BGPT MCP server. It returns over 25 fields per paper, including methods, results, and conclusions, useful for literature reviews and finding experimental details beyond abstracts.
generate-image
Generate or edit images using AI models (FLUX, Nano Banana 2). Use for general-purpose image generation, including photos, illustrations, artwork, and concept art, but not technical diagrams. For technical diagrams, use the scientific-schematics skill.
get-available-resources
This skill detects and reports available system resources (CPU cores, GPUs, memory, disk space) at the start of computationally intensive scientific tasks. It generates a JSON file with resource information and strategic recommendations to guide computational approach decisions, such as using parallel processing or out-of-core computing.
histolab
This tool provides lightweight WSI tile extraction and preprocessing, ideal for basic slide processing, tissue detection, and stain normalization for H&E images. It's best suited for simple pipelines, dataset preparation, and quick tile-based analysis, with pathml recommended for advanced applications.
simpy
Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, logistics, or any system where entities interact with shared resources over time.
neuropixels-analysis
This skill analyzes Neuropixels neural recordings, covering SpikeGLX/OpenEphys data loading, preprocessing, motion correction, Kilosort4 spike sorting, quality metrics, and AI-assisted visual analysis for Neuropixels 1.0/2.0 extracellular electrophysiology.
pacsomatic
This operator toolkit supports nf-core/pacsomatic matched tumor-normal workflows from BAM inputs, enabling validation, samplesheet generation, Nextflow launch artifact preparation, local or scheduler-based execution, and failure triage. It triggers on requests to run pacsomatic or prepare launch commands.
etetoolkit
Phylogenetic tree toolkit (ETE) for phylogenomics, offering tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy integration, and visualization (PDF/SVG).
rdkit
Cheminformatics toolkit for fine-grained molecular control, supporting SMILES/SDF parsing, descriptors, fingerprints, substructure search, 2D/3D generation, similarity, and reactions. For standard workflows with a simpler interface, use datamol (a wrapper around RDKit); for advanced control, custom sanitization, or specialized algorithms, use rdkit directly.
pysam
Genomic file toolkit for NGS data processing pipelines. It reads/writes SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extracts regions, and calculates coverage.