Data Science & ML Agent Skills for Claude Code

Confirmatory hypothesis testing matched to pre-registration, with full assumption testing, effect sizes, confidence intervals, and APA 7th…

Parameterized quantum circuit (ansatz) design skill for variational algorithms

Create effective data visualizations with Python (matplotlib, seaborn, plotly).

AutoDock molecular docking skill for small molecule binding prediction and virtual screening

Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java.

Multi-backend comparison and selection skill for optimal hardware choice

Autonomous design space exploration loop for computer architecture and EDA.

Bulk RNA-seq batch correction with pyComBat: remove batch effects from merged cohorts, export corrected matrices, and benchmark…

Cell Ranger skill for 10X Genomics single-cell data processing

Colloidal stability assessment skill for evaluating nanoparticle dispersion stability through zeta potential, aggregation kinetics, and…

Manage reproducible computational environments

County Presidential Returns 2000-2024 (MIT MEDSL).

Profile and explore datasets to understand their shape, quality, and patterns before analysis.

Validate data and analysis before sharing - methodology, accuracy, bias, and data quality checks

Run declarative data quality checks and generate a codebook.

QA an analysis before sharing with stakeholders — methodology checks, accuracy verification, and bias detection.

Use Databricks built-in AI Functions (ai_classify, ai_extract, ai_summarize, ai_mask, ai_translate, ai_fix_grammar, ai_gen…

Automate Datarobot tasks via Rube MCP (Composio).

Skill for optimizing experimental designs using DOE principles

Autonomous design space exploration loop for computer architecture and EDA.

Comprehensive exploratory data analysis with publication-quality descriptive tables, correlation matrices, distribution plots, and…