Claude Skills by VectorSpaceLab

"Guides agents designing Pydantic AI output contracts, structured

"Guides maintainers through Pydantic AI repository development,

"Guides agents that define, validate, organize, approve, defer,

"Route PyDESeq2 bulk RNA-seq differential expression analysis tasks

"Prepare, load, orient, and validate PyDESeq2 count and metadata

"Run practical PyDESeq2 differential expression workflows with

"Inspect and control PyDESeq2 staged model-fitting internals,

"Compute, interpret, export, and troubleshoot PyDESeq2 statistical

"Use PyFlux 0.4.17 for time-series modeling, forecasting,

"Use PyFlux GAS, GASX, GASReg, GASRank, and GAS local-level/trend

"Use PyFlux VAR and GPNARX workflows, including multivariate

"Build PyFlux Gaussian, non-Gaussian, local-level, local-trend,

"Use PyFlux ARIMA, ARIMAX, and NNAR models for univariate

"Fit and troubleshoot PyFlux GARCH, EGARCH, EGARCH-in-mean,

"Route PyGAD genetic-algorithm optimization, benchmarks,

"Use PyGAD benchmark problem classes and quality indicators for

"Build, tune, run, persist, and troubleshoot pygad.GA for custom

"Use PyGAD's pure NumPy neural helpers and Keras/Torch adapters for

"Summarize, plot, export, and debug completed PyGAD runs using

"Guides PyHealth 2.0 healthcare-AI workflows for clinical datasets,

"Guides PyHealth task selection, task-to-dataset attachment,

"Guides PyHealth dataset construction, sample schemas, feature

"Guides PyHealth metric selection, output-shape validation,

"Guides PyHealth medical-code ontology lookup and mapping plus NLP,

"Guides PyHealth model-family selection, dataset and vocabulary

"Guide Python workflows for loading, validating, and interpreting

Load and validate KITTI odometry benchmark sequences with pykitti.odometry.

"Load and validate KITTI raw drives with pykitti.raw, including

"Parse KITTI tracking labels with pykitti==0.3.1 and assess its

"Use pymatgen for computational materials workflows, including

"Use pymatgen command-line tools and persistent configuration

"Prepare pymatgen computed entries, compatibility-corrected

"Use pymatgen external data clients for Materials Project, COD, and

"Use pymatgen diffraction calculators, spectrum objects, plotting

"Construct and analyze pymatgen structures, molecules, local

"Use pymatgen surface, interface, Pourbaix, Wulff-shape,

"Use PyMC for Bayesian probabilistic programming, model

"Apply PyMC Gaussian processes, ODE likelihood models, variational

"Choose, parameterize, shape, extend, and validate PyMC

"Run, configure, validate, and troubleshoot PyMC inference and

"Build, mutate, inspect, and transform PyMC models with Model

"Use pymoo for single-, multi-, and many-objective optimization,

"Postprocess pymoo results with indicators, Pareto analysis,

"Customize pymoo variables, sampling, crossover, mutation, repair,

"Run, control, and debug pymoo optimization workflows with

"Speed up and harden pymoo runs with vectorized problems,

"Define, validate, and troubleshoot pymoo optimization problems,

"Use PyMuPDF for document opening, text/table/RAG extraction,

"Use PyMuPDF CLI, safe package checks, and maintenance guidance for

"Open, inspect, authenticate, convert, save, and safely manage