В каталоге 183 730 навыков в 14 категориях.
Use this skill whenever the user is working with the Pydantic AI framework — including building AI agents, defining stru...
Performs bulk RNA-seq differential expression analysis with PyDESeq2, including count validation, formula designs, expli...
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR corre...
Differential gene expression analysis for bulk RNA-seq with PyDESeq2, including formulaic designs, Wald tests, FDR corre...
研究 codex 使用 skill 生成 survey 這件事
差异基因表达分析(Python DESeq2)。从bulk RNA-seq计数中识别差异表达基因，Wald检验，FDR校正，火山图/MA图，用于RNA-seq分析。
Biblioteca Python para trabalhar com arquivos DICOM (Digital Imaging and Communications in Medicine). Use essa skill ao...
Reads, inspects, writes, transforms, and preflights local DICOM datasets and pixel data. Applies to DICOM metadata, tran...
Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when readin...
Use pydicom to read, inspect, write, transform, and safely preflight local DICOM datasets and pixel data. Applies to DIC...
Pure Python DICOM for medical imaging (CT, MRI, X-ray, ultrasound). Read/write DICOM, pixels as NumPy, edit tags, window...
Automate repetitive audio tasks with Python using PyDub for batch processing, format conversion, normalization, and cont...
Guide for activating pyenv virtual environments with troubleshooting for common issues
Fast high-dimensional fixed effects: OLS, Poisson, IV with multi-way FE; DiD (TWFE, did2s, Sun-Abraham); clustered SEs;...
pyfixest demeaner_backend="cupy64" (including its CPU fallback when cupy is absent) is NOT numerically identical to the...
Diagnose and fix slow pyfixest regression GRIDS (many feols/fepois calls run sequentially) that stay slow despite demean...
Dense, machine-readable API reference for PyFixest — high-dimensional fixed-effects OLS/WLS/IV and Poisson (feols, fepoi...
Use when building 2D games in Python with pygame - game loop and delta time, sprites and groups, collision detection, dr...
Structure a pygame (pygame-ce) game in Python: the init/event/update/draw loop, delta-time movement, Surface/Rect blitti...
Codify reusable pygame patterns for entities, projectiles, movement, and sprite handling. Use when implementing pygame e...
pyGenomeTracks — publication-quality genome-browser-style coverage plots from bigWig / BED / GTF tracks driven by an INI...
Multi-method geophysical modelling and inversion framework. Use when Claude needs to: (1) Perform electrical resistivity...
Pygraphistry
Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. T...
Builds and validates PyHealth clinical machine-learning pipelines for EHR, signals, imaging, and medical codes. Use for...
Build clinical/healthcare deep-learning pipelines with PyHealth — loading EHR/signal/imaging datasets (MIMIC-III/IV, eIC...
ALWAYS USE when working with Iceberg table storage, ACID transactions, or time-travel queries. Use IMMEDIATELY when crea...
Research-driven PyIceberg development. Injects research steps for Iceberg table operations, ACID transactions, catalog i...
Python bridge to ImageJ2/Fiji for macros, plugins (Bio-Formats, TrackMate, Analyze Particles), NumPy↔ImagePlus/ImgLib2 e...
Configure PyInstaller for Python binary builds with spec files and bundling options.
Integrated development environment (IDE) for computational materials science. Use when developing complex simulation pro...
Step-by-step guidance for pylabrobot.
Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrif...
Hardware-agnostic Python liquid-handler library: portable scripts run on Hamilton STAR, Tecan Freedom EVO, Opentrons OT-...
Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, pla...
Develop and review PyLabRobot lab-automation resources, liquid-handling plans, offline simulations, and supported-device...
Use when pylint checkers including built-in checkers, custom checkers, and checker development.
Use when pylint configuration including pylintrc, message control, plugins, and scoring system.
Use when pylint CI integration including plugins, editor integration, and performance tuning.
Receive and verify Pylon webhooks. Use when setting up Pylon webhook handlers, debugging Pylon signature verification (P...
Linear operators for large-scale inverse problems with matrix-free representations. Use when Claude needs to: (1) Define...
Analyzes, validates, converts, and transforms materials structures and computed materials data with pymatgen. Use for lo...
Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, energy above hull calculation (DFT structur...
Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project inte...
Python Materials Genomics library for structure analysis, thermodynamics, and electronic properties. Parse/create crysta...
Analyze, validate, convert, and transform materials structures and computed materials data with current pymatgen APIs, i...
Structure manipulation and crystal analysis workflows based on pymatgen. USE WHEN you need to read/write common atomisti...
Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posteri...
Builds and checks Bayesian models with PyMC, including hierarchical models, NUTS MCMC, variational inference, mutable-da...
Bayesian statistical modeling and probabilistic programming
Use PyMC for Bayesian probabilistic programming, model construction, distributions, MCMC/NUTS inference, predictive chec...
Modelagem Bayesiana com PyMC. Construa modelos hierárquicos, MCMC (NUTS), inferência variacional, comparação LOO/WAIC, v...
Bayesian modeling with PyMC 5: priors, likelihood, NUTS/ADVI sampling, diagnostics (R-hat, ESS), LOO/WAIC comparison, pr...
Foundational knowledge for writing PyMC 5 models including syntax, distributions, sampling, and ArviZ diagnostics. Use w...
Bayesian statistical modeling with PyMC v5+. Use when building probabilistic models, specifying priors, running MCMC inf...
Use for writing, reviewing, debugging, testing, or diagnosing Python Bayesian models built directly with PyMC, including...
PyMeasure laboratory automation skill for instrument control and automated measurement sequences
Visualize, analyze, and render protein and molecular structures using PyMOL. Use when the user wants to create images of...
This skill should be used when analyzing inter-chain contacts in protein structures — computing residue-level contact ge...
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT,...
Framework de otimização multi-objetivo. NSGA-II, NSGA-III, MOEA/D, frentes de Pareto, tratamento de restrições, benchmar...
Solves and validates single-, multi-, and many-objective optimization with pymoo, including NSGA-II, NSGA-III, MOEA/D, c...
Python framework for single- and multi-objective optimization with evolutionary algorithms. Define vectorized objectives...
Multi-objective optimization algorithms and evolutionary computation
PyMuPDF (fitz) - PDF manipulation library. Use for PDF text extraction, table detection, image extraction, and document...
PyO3 conventions for exposing a Rust core to Python: pyclass/pymethods, PyErr/PyResult error mapping, GIL release, prope...
Python bindings for Rust libraries using PyO3 and maturin. Use when working on Python bindings to Rust code, including c...
Operate PyOD anomaly-detection workflows across classic detectors, ADEngine automation, specialized modalities, model op...
Create browser-based Python exercises using Pyodide. Use for interactive coding without local setup.
Expert in Pyomo mathematical optimization modeling in Python - use for optimization problems, linear/nonlinear programmi...
Processes mass spectrometry data with pyOpenMS. Supports proteomics and metabolomics workflows—feature detection, peptid...
Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows i...
Complete mass spectrometry analysis platform. Use for proteomics and metabolomics workflows—feature detection, peptide/p...
Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, pr...
Manipulate PDF documents programmatically. Merge, split, rotate, and watermark PDFs. Extract text and metadata. Handle f...
Use when 比较已有 pyperformance run.json 或 speedup.json，判断收益、回归与噪声；不启动跑分。
Use when 将多个已有 pyperformance JSON 转成控制台统计、Excel 或趋势 PNG；不启动跑分。
Use when 正式运行 pyperformance 子集或全量并生成 run.json；单 worker 调试用 pyperformance-worker-run。
Use when 复现单个 pyperformance worker，或排查 bench_command/sitecustomize 环境继承。
Fix PyPI package name collisions when local package name exists on PyPI
Python library and CLI imgsqueeze (v0.1.1) — compress the PNG, JPEG and WebP images of a blog once, in place, and record...
Publish Python packages to PyPI via OIDC Trusted Publishing (PEP 740 attestations, gh-action-pypi-publish) instead of st...
When creating a README for a Python package. When preparing a package for PyPI publication. When README renders incorrec...
Guide for setting up local PyPI servers to host and serve Python packages. This skill should be used when tasks involve...
Use the simple_gh_aws_creds Python library (v0.2.0): give a GitHub repository its own AWS IAM user and store the user's...
Minimal helper for report inspection.
Design comprehensive test cases using PICT (Pairwise Independent Combinatorial Testing) for any piece of requirements or...
Pairwise test generation