beautiful-data-vizShared design rules for every plot, figure, chart, dashboard or Dash app (matplotlib, seaborn, ggplot2, Plotly, HTML/SVG). Greyscale first, color only to encode information, colorblind-safe, publication-ready export. Use when making, restyling or reviewing any chart, figure or dashboard.
bio-annotationAnnotate proteins with functions, domains, and homology-based taxonomy. Use when assigning functional or taxonomic labels to proteins from genomes, contigs, or MAGs.
bio-interdomain-hgtDetect and polarize interdomain horizontal gene transfer with reciprocal hits, genomic context, and gene trees. Use for virus-host gene exchange, endogenous viral elements, or donor direction.
bio-logicAssess a scientific claim, study design, or interpretation of project results against its evidence, and keep a hypothesis register. Use when testing causal reasoning, finding bias, weighing alternative explanations, or revising hypotheses.
bio-viromicsDetect, QC, and classify viral contigs with geNomad, CheckV, vConTACT3, and GVClass. Use when finding viruses in assemblies, grading viral genomes, or assigning phage or giant-virus taxonomy.
bioinformatics-projectStructure reproducible bioinformatics projects with a canonical layout, restartable drivers, pinned environments, provenance, and lab notebook. Use when starting or reorganizing a genomics project or making a sequencing analysis rerunnable.
crossref-lookupQuery Crossref to validate DOIs, match titles to DOIs, fetch citation metadata and audit bibliographies; also report OpenAlex citation counts. Use when resolving references, cleaning citation records, or comparing papers by citations.
notebooksAuthor, run and convert marimo or Jupyter notebooks. Use when delivering an analysis notebook executed end to end with figures embedded.
omics-pipelineRun omics pipeline stages from reads QC and mapping to assembly, binning, gene calling, phylogenomics and structure, and open the annotation, viromics and HGT stage skills. Use when a genome, metagenome or viral analysis needs a stage page, a driver or the shared pipeline rules.
polars-dovmedRun reproducible full-text searches of PMC Open Access and bioRxiv with polars-dovmed (saved query file, year bands, local parquet). Use when a literature search must be repeatable, or for a quick lookup through the hosted API.
public-db-lookupFetch compact JSON records from UniProt, NCBI, MGnify, InterPro, AlphaFold DB, STRING, or ENA. Use when looking up an accession, taxon, entry, or structure in a public database.
tracking-taxonomy-updatesRoute genomes, bins, or contigs to domain classifiers with QuickClade, and track NCBI, GTDB, ICTV, and eukaryotic taxonomy releases. Use when assigning taxonomy, choosing a domain-specific tool, comparing releases, or resolving renamed taxa.