Large scientific arrays can overwhelm memory and make cloud storage inefficient. This skill guides chunking, compression, storage backends, parallel access, and ecosystem integrations with Zarr-Python.

Zapier workflows are difficult to recall and coordinate across sessions. This skill documents preferred tools and helps execute approved MCP actions or webhook automations.

Complex interactive artifacts require more structure than a single HTML file. This skill scaffolds a React project and bundles it into shareable HTML.

Saving permitted online videos manually can make quality, format, and file organization difficult. This skill structures download requests for videos, playlists, audio, metadata, and chosen destinations.

Research data can be difficult to synthesize into clear design direction. This skill generates structured personas, scenarios, confidence labels, and design implications from user records.

Protein searches and identifier mapping often require careful UniProt REST syntax. This skill provides focused guidance and a Python client for reliable retrieval.

High-dimensional datasets are difficult to visualize and cluster effectively. This skill provides practical UMAP workflows, parameter guidance, and integration patterns.

Clinical teams need consistent plans without lengthy manual formatting. This skill provides structured LaTeX templates, SMART goals, validation checks, and treatment timelines.

Transformer workflows require careful choices for models, pipelines, tokenizers, generation, and training. This skill provides focused Hugging Face patterns for implementation and optimization.

Graph learning projects require specialized data structures, layers, sampling, and evaluation workflows. This skill provides PyTorch Geometric guidance, references, templates, visualization, and benchmarking utilities.

Drug discovery teams need reliable choices among molecular datasets, graph models, and evaluation methods. This skill provides focused TorchDrug guidance for complete research workflows.

Inconsistent colors and typography weaken visual artifacts. Theme Factory applies curated or custom palettes and font pairings across presentations, documents, reports, and web pages.

New skill authors need a clear starting structure. This minimal scaffold provides front matter and a marked location for custom instructions.

Protein interaction analysis requires specialized databases and careful identifier handling. This skill queries STRING to map proteins, retrieve networks, and assess enrichment.

Selecting and validating statistical models requires careful choices about outcomes, assumptions, diagnostics, and interpretation. This skill provides Statsmodels workflows for regression, time series, testing, forecasting, and robust inference.

Choosing tests and reporting results correctly requires careful assumptions, diagnostics, and interpretation. This skill provides structured guidance, Python examples, automated checks, and APA-style reporting templates.

Reinforcement learning projects require careful algorithm, environment, training, and evaluation choices. This skill provides Stable Baselines3 guidance and reusable templates for each stage.

Slack GIFs often exceed size or dimension limits. This skill builds, optimizes, and validates animated GIFs for Slack messages and custom emoji.

Complex queues and shared resources are difficult to evaluate before deployment. This skill guides SimPy models, monitoring, synchronization, and result analysis.

Machine learning teams need clear reasons for model predictions and feature influence. This skill provides SHAP workflows, explainer selection, plots, and interpretation guidance for common model types.