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bioservices

8.7

by davila7

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Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual database skills (uniprot-database, kegg-database).

bioinformatics

8.7

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Data & Analytics

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Quick Review

Excellent bioinformatics skill providing unified Python access to 40+ biological databases. The description clearly explains when to use this skill versus individual database skills. SKILL.md is well-structured with comprehensive code examples covering protein analysis, pathway discovery, compound searches, sequence analysis, identifier mapping, and multi-service workflows. Task knowledge is exceptional with executable scripts and detailed references. The skill meaningfully reduces complexity by unifying disparate APIs under one interface, saving significant tokens vs. implementing individual REST calls. Structure is clean with appropriate delegation to reference files. Minor improvement possible in making the capability boundaries between this and individual database skills even more explicit in the description.

LLM Signals

Description coverage9
Task knowledge10
Structure9
Novelty9

GitHub Signals

18,073
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Last commit 0 days ago

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davila7

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davila7

Skill Author

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