gget

combined

CLI/Python toolkit for rapid bioinformatics queries. Preferred for quick BLAST searches. Access to 20+ databases: gene info (Ensembl/UniProt), AlphaFold, ARCHS4, Enrichr, OpenTargets, COSMIC, genome downloads. For advanced BLAST/batch processing, use biopython. For multi-database integration, use bioservices. Queries 20+ bioinformatics resources through CLI/Python. Supports quick lookups of gene info, BLAST/BLAT, viral sequence downloads, PDB/mmCIF structures, G2P residue annotations, enrichment analysis, OpenTargets, COSMIC, CELLxGENE, and 8cube mouse specificity/expression data. Best for interactive exploration and simple queries. For batch processing or advanced BLAST use biopython; for multi-database Python workflows use bioservices.

When to use

You need to search genes/proteins by keyword and species across common databases (e.g., Ensembl/UniProt/NCBI).
You want to fetch detailed metadata for one or many Ensembl/UniProt/NCBI identifiers.
You need to retrieve nucleotide/protein sequences for downstream analysis or pipelines.
You want to obtain or predict protein structures (PDB download or AlphaFold prediction) from a sequence.
You need to query expression resources (e.g., ARCHS4, CELLxGENE, Bgee) or run enrichment analysis (Enrichr).

When not to use

advanced BLAST
batch processing
multi-database integration

Skill page

Conflict

The K-Dense copy is the most complete and authoritative procedure, pinning a specific version and detailing advanced modules and best practices. However, the aipoch copy introduces a distinct implementation pattern (a wrapper script) and different dependency requirements (Python 3.9+ vs 3.12+), while the FreedomIntelligence copy provides a detailed parameter catalog for core modules that the others omit. Because the copies disagree on environment requirements and implementation entry points, and each contains material steps or constraints the others lack, they must be combined.