Query ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry.
8.7
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0
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Data & Analytics
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Exceptional skill for querying ChEMBL's bioactive molecule database. The description clearly communicates the skill's capabilities (compound searches, bioactivity queries, SAR studies). SKILL.md is well-structured with comprehensive installation steps, core capabilities with working code examples, multiple workflow patterns, filter operators, performance optimization, and common use cases. Task knowledge is outstanding—provides complete Python code for all major operations, references example_queries.py and api_reference.md for additional details. Structure is excellent: concise overview, logical sections, and appropriate delegation to referenced files. Novelty is strong—while a CLI agent could theoretically use the ChEMBL API directly, this skill significantly reduces complexity by providing pre-built workflows, optimized query patterns, SAR study templates, and domain-specific medicinal chemistry operations that would otherwise require extensive domain knowledge and many tokens to construct. Minor improvement possible: could include more edge case handling examples.
davila7
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