Data & Analytics

A skill that guides classical machine learning in Python with scikit-learn — classification, regression, clustering, preprocessing, evaluation and tuning — following leakage-free best practices.

A skill that guides Claude in building, analyzing, and visualizing networks and graphs with Python's NetworkX.

Run end-to-end proteomics and metabolomics LC-MS/MS analysis with ready-made pyOpenMS CLI scripts.

A skill that guides Claude through choosing SHAP explainers and maskers, computing, validating, and visualizing feature attributions on SHAP 0.52.

A fail-closed EDA skill that profiles authorized local scientific files, audits missingness, leakage and outliers, and drafts a rigorous report without exposing raw values.

A skill that steers Claude toward idiomatic Matplotlib code for publication-quality figures.

Build, test, and analyze bounded process-based discrete-event simulations in SimPy with correct event semantics and replication-based output analysis.

Guides you through UMAP embeddings, parameter tuning, and clustering preprocessing with ready-to-run scikit-learn code.

Guides Claude through deepTools workflows for converting, QC-ing and visualizing ChIP-seq, RNA-seq and ATAC-seq data.

Correct, idiomatic pysam workflows for reading, querying, filtering, and writing SAM/BAM/CRAM, VCF/BCF, FASTA/FASTQ, and tabix data.

Discovers and applies curated Hugging Face datasets, models, and Spaces across 17 scientific domains, from protein design to climate modeling.

Plans studies by computing required sample size, minimum detectable effect, and power curves via closed-form formulas or Monte Carlo simulation.

Runs ORA and (pre)ranked GSEA on gene lists or ranked gene tables across GO, KEGG, Reactome and MSigDB, then interprets and visualizes the results.

An end-to-end skill for Excel data processing, expert-level analysis, interactive HTML reports, and HTML-to-PPTX slide generation.

Picks the governing framework (ICH Q2(R2)/M10, USP, CLSI, ISO 17025), then plans the validation study, runs the correct statistics, and structures the protocol and report.

A skill for creating, reading/writing, concatenating and scaling AnnData (.h5ad, Zarr) objects using the current 0.13.x API.

A skill that guides Claude through the scikit-learn-compatible aeon toolkit for time series classification, regression, clustering, forecasting and anomaly detection.

Turns a plain-English request like "find dentists in Berlin" into a validated, locally-run Docker crawl of Google Maps for business leads, contacts, and reviews.

A canonical contract for AI research that runs without you: bounded question budget, search-plan gate, Fact/Inference/Assumption labels, do-not-invent lists, and a stable diffable output schema.

Watches 1-minute or 5-minute bars and calls the exact bar that closes above the opening range high or a level you set.