Describe a scientific diagram in plain language and get a publication-quality PNG, auto-regenerated only when an AI reviewer scores it below your document type's threshold.
An end-to-end Scanpy workflow skill for scRNA-seq: QC, normalization, PCA/UMAP, Leiden clustering, markers and cell-type annotation.
Drafts competitive funding proposals tailored to NSF, NIH, DOE, DARPA, and Taiwan NSTC review criteria and formatting rules.
A skill that guides Claude through scvi-tools deep generative models for batch correction, multimodal integration, and uncertainty-aware differential expression in single-cell data.
Zero-shot univariate time series forecasting with Google's TimesFM foundation model, including calibrated prediction intervals.
A practical guide for training, evaluating and customizing reinforcement learning agents with Stable Baselines3.
Generates correct, up-to-date seaborn 0.13 code for distribution, relationship, and categorical plots from pandas DataFrames.
Guides Claude to write correct, up-to-date scikit-bio code for sequence analysis, alignment, phylogenetics, and microbiome diversity statistics.
A skill that guides rigorous statistical modeling in Python with statsmodels — regression, GLM, discrete choice, and time series, plus diagnostics and inference.
Helps Claude write correct Zarr 3.x code for chunked, compressed N-dimensional arrays on local disk or cloud object storage.
Lets Claude query the key-free U.S. Treasury Fiscal Data REST API for national debt, auctions, exchange rates, and federal revenue/spending.
End-to-end guidance for building, running, configuring, and debugging Nextflow and nf-core pipelines.
Guides Claude through constraint-based metabolic modeling with COBRApy: FBA, FVA, knockouts, media design and flux sampling.
Draft, revise, and audit scientific manuscripts with enforced evidence provenance, reporting-guideline coverage, and authorship/disclosure checks.
An end-to-end guide for research statistics: picking the right test, verifying assumptions, reporting effect sizes, and writing APA-style results.
Runs evidence-aware research ideation with independent generation, transparent scoring, adversarial review, and an auditable decision log.
A rigorous skill for validating, converting, and symmetry-analyzing crystal structures with current pymatgen APIs, plus offline phase diagrams and bounded Materials Project queries.
A hands-on playbook for validating web accessibility with VoiceOver, NVDA, JAWS and TalkBack.
A skill that guides Claude to use Vaex for lazy, out-of-core analysis, visualization, and ML on billion-row tabular datasets that exceed RAM.
An end-to-end PyMC workflow skill covering hierarchical models, NUTS/variational inference, convergence diagnostics, and LOO/WAIC model comparison.