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