Skills for Real Engineers. Straight from my .agents directory.
bioservices
Agent skill fromK-Dense-AI/scientific-agent-skills
Provides a Python interface to bioinformatics services including UniProt, KEGG, ChEMBL, Reactome, QuickGO, and UniChem. Used for cross-database protein annotation, pathway retrieval, chemical identifier mapping, and integrated biological data workflows with BioServices.
How to install bioservices
npx skills add K-Dense-AI/scientific-agent-skills# or add only this skill to Claude Code: copy the folder
skills/bioservices/
# into
~/.claude/skills/bioservices/ (all projects)
.claude/skills/bioservices/ (one project)
1# BioServices23## When to use45Use BioServices when combining protein annotation, gene/pathway membership,6compound cross-references, or genomic resources in Python. Its service clients7share transport helpers, but their request parameters and return types differ.8Use [the service reference](references/services_reference.md) before composing9clients; method names from PubChemPy, mygene, or older BioServices are not portable.1011Targets **bioservices 1.16.0**, the current PyPI release at review. Package metadata12allows Python >=3.9,<4; the bundled tests were run in an isolated Python 3.1313environment. The previous 3.12 upper bound was not a package requirement.1415```bash16uv pip install "bioservices==1.16.0"17```1819## Workflow20211. Resolve the requested organism and entity to stable accessions. Review search22 hits before selecting one; gene symbols and compound names may be ambiguous.232. Inspect the service's actual response type, including pagination and errors.24 BioServices can return an integer-like HTTP error or `None`, not only raise.253. Preserve one-to-many mappings, failed identifiers, taxonomy, database release,26 query parameters, and retrieval date alongside derived tables.274. Distinguish annotations and inferred associations from experimental evidence.28 Pathway membership alone is not an enrichment analysis or causal finding.295. Run a small lookup before batching; honor provider limits and retain failures30 separately from confirmed empty results.31…
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