Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks,...
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Comprehensive framework for deep analysis of articles, papers, and long-form content using 10+ thinking models...
Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs...
Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug...
Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use...
Execute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and...
Parallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing,...
Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech...
Analyzes CSV files, generates summary stats, and plots quick visualizations using Python and pandas.
Access COSMIC cancer mutation database. Query somatic mutations, Cancer Gene Census, mutational signatures, gene...
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on...
Create SEO-optimized marketing content with consistent brand voice. Includes brand voice analyzer, SEO optimizer,...
Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with...
Pre-implementation confidence assessment (≥90% required). Use before starting any implementation to verify readiness...
Extracts and analyzes competitors' ads from ad libraries (Facebook, LinkedIn, etc.) to understand what messaging,...
This skill should be used when the user asks to "create a slash command", "add a command", "write a custom command",...
Comprehensive code review skill for TypeScript, JavaScript, Python, Swift, Kotlin, Go. Includes automated code...
Master effective code review practices to provide constructive feedback, catch bugs early, and foster knowledge...
Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems...
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