Agent skills for Claude Desktop

Produces correct JSON-LD for a page: maps page type to schema type, states required versus recommended properties, generates the block…

Manages schema evolution and compatibility across data systems

Multi-phase schema optimization workflow orchestrator.

Add Schematic embedded billing UI — checkout, pricing tables, customer portal, or subscription management components

Edit or author Schematify TypeScript graph scripts with the graph, node, and channel builder API.

Use when building schemes, spectra, structures, and reaction/mechanism figures in ACS style for a Journal of the American Chemical Society…

Analyzes research behavior and identifies reading patterns to recommend relevant literature and track academic progress.

Offers a free writing canvas for legal documents, letters, invoices, beA messages and client communication.

Use when targeting Science Robotics (Sci Robot) or deciding whether a robotics manuscript fits this AAAS venue.

Use when deciding which sci-* sub-skill to invoke next, or when sequencing a manuscript from significance test through reviewer rebuttal…

Guides researchers in drafting structured, point-by-point author response letters and manuscript revisions for Scientia Sinica…

Designs rigorous experimental protocols and evidence-to-claim mappings for papers submitted to Scientia Sinica Informationis (SSI).

Audits and prepares academic manuscripts for submission to Scientia Sinica Informationis with comprehensive formatting, ethics, and…

Evaluates research novelty, target journal fit, and section positioning for submissions to Scientia Sinica Informationis and related…

Orchestrates the end-to-end academic publishing lifecycle for submissions to Scientia Sinica Informationis from topic selection to…

Use when the user needs to design, review, adapt, or rehearse scientific communication for a live, spoken, visual, or audience-facing…

Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE…

Use only when the current deliverable is holistic, prioritized, multi-lens critique of audience-facing scientific communication or…

Machine learning: clustering, PCA/t-SNE/UMAP, classification, prediction regression (Ridge/Lasso/ensemble), cross-validation, Pipelines.

Scikit-learn model training skill with cross-validation, hyperparameter tuning, pipeline construction, and model serialization.

When to activate: scikit-learn, sklearn, Pipeline, ColumnTransformer, GridSearchCV, cross-validation, custom transformers, feature…