Need exact mathematical results instead of numerical approximations. This skill provides comprehensive guidance for symbolic algebra, calculus, equation solving, matrix operations, and physics calculations using Python SymPy library.

Researchers need to understand protein-protein interactions to study biological systems and disease mechanisms. This skill provides direct access to STRING's comprehensive database of 59M proteins and 20B+ interactions across 5000+ species.

Perform rigorous statistical analysis using OLS, GLM, ARIMA, and discrete choice models. Get publication-ready results with full diagnostics, coefficient tables, and residual analysis.

Stop guessing which statistical test to use. Get guided test selection, assumption checking, and APA-formatted results for your research data. Perfect for students and researchers who need rigorous statistical analysis.

An AI skill for Claude, Codex, and Claude Code

SimPy enables you to model complex systems with processes, queues, and shared resources. Simulate manufacturing lines, service operations, network traffic, and logistics to optimize performance before implementation.

Machine learning models often act as black boxes. SHAP provides a unified framework to explain any model prediction by computing feature contributions using Shapley values from game theory. Use this skill to visualize feature importance, debug model behavior, and implement explainable AI.

Creating publication-quality statistical visualizations requires significant boilerplate code and design decisions. This skill provides optimized access to seaborn library functions for generating box plots, violin plots, heatmaps, and pair plots with attractive defaults and pandas integration.

Single-cell genomics analysis requires probabilistic models to handle technical noise and batch effects. scvi-tools provides deep generative models using variational inference for dimensionality reduction, batch correction, differential expression, and multi-modal integration of single-cell data.

Survival analysis handles data where events may not have occurred for all subjects. This skill provides Python tools for time-to-event modeling with censored data using Cox models, Random Survival Forests, SVMs, and specialized evaluation metrics like concordance index.

An AI skill for Claude, Codex, and Claude Code

Process biological sequences, calculate diversity metrics, and perform statistical tests on microbiome and ecological data. This skill provides comprehensive guidance for bioinformatics workflows including sequence alignment, phylogenetic analysis, and ordination.

This skill guides the creation of publication-ready scientific manuscripts. It provides structured approaches for IMRAD format, proper citation styles, figure and table guidelines, and compliance with reporting standards like CONSORT, STROBE, and PRISMA.

Scientific visualization transforms data into clear, accurate figures for publication. This skill ensures your figures meet journal standards while being accessible to all readers, including those with color blindness.

This skill helps researchers create professional presentations for conferences, seminars, and thesis defenses. It provides slide templates, design guidance, and AI-powered image generation for PowerPoint and LaTeX Beamer formats.

An AI skill for Claude, Codex, and Claude Code

Scientific claims often contain hidden flaws in methodology, bias, or logic. This skill provides systematic frameworks to evaluate evidence quality, identify cognitive biases, assess experimental design, and detect logical fallacies in scientific discourse.

Scientists often struggle to generate novel research directions during early-stage planning. This skill guides creative scientific ideation through structured brainstorming methodologies, helping researchers explore interdisciplinary connections and identify hidden research opportunities.

An AI skill for Claude, Codex, and Claude Code

Single-cell RNA sequencing generates complex datasets requiring specialized analysis. This skill provides a complete workflow for quality control, dimensionality reduction, clustering, and visualization of single-cell gene expression data.