Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM....
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
Chunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray...
Analyze datasets to discover patterns, anomalies, and relationships. Use when exploring data files, generating...
Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations,...
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv,...
Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity,...
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. This skill...
Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding,...
Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers,...
Write scientific manuscripts. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines...
Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats,...
Use when complex problems require systematic step-by-step reasoning with ability to revise thoughts, branch into...
Restores full context when user says "hi-ai" or starts a new conversation. Searches project files, loads memory...
Build timeout-resistant Claude Code workflows with chunking strategies, checkpoint patterns, progress tracking, and...
Use when you've developed a broadly useful skill and want to contribute it upstream via pull request - guides...
Build Shopify applications, extensions, and themes using GraphQL/REST APIs, Shopify CLI, Polaris UI components, and...
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an...
Comprehensive toolkit for managing large Claude Code skill collections including bulk downloading from GitHub,...
Use when executing implementation plans with independent tasks in the current session - dispatches fresh subagent...
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Replace with description of the skill and when Claude should use it.
Expert helper for Terraform and infrastructure-as-code best practices