Process datasets larger than available RAM using parallel computing. Transform single-machine pandas and NumPy workflows to run across multiple cores or distributed clusters without rewriting your code.

Metabolic modeling requires specialized knowledge of constraint-based reconstruction and analysis methods. COBRApy provides a comprehensive Python interface for flux balance analysis, gene knockout studies, and production envelope calculations for systems biology research.

Finding relevant clinical trials requires searching a large registry database. This skill provides a Python interface to query ClinicalTrials.gov API v2 to search trials by condition, drug, location, or sponsor and retrieve detailed study information.

Clinical documentation requires precision and regulatory compliance. This skill provides templates and validation tools for case reports, diagnostic reports, clinical trial documentation, and patient notes following HIPAA, FDA, and ICH-GCP standards.

Access the ChEMBL database to search compounds by structure and properties. Retrieve bioactivity measurements, find inhibitors, and perform structure-activity relationship studies for drug discovery research.

Access comprehensive enzyme kinetic data from the worlds largest enzyme database. Find Km values, reaction equations, organism-specific parameters, and substrate specificity data for biochemical research and metabolic engineering.

Query 40+ biological databases including UniProt, KEGG, and ChEMBL with a consistent Python API. Simplifies cross-database analysis and identifier conversion for bioinformatics research.

Automate laboratory workflows and manage biological data by integrating with the Benchling R&D platform. Access DNA sequences, protein data, inventory, and electronic lab notebooks through the Python SDK or REST API.

Gene regulatory network inference identifies transcription factor-target gene relationships from transcriptomics data. Arboreto provides scalable implementations of GRNBoost2 and GENIE3 algorithms that process both bulk and single-cell RNA-seq data on local machines or distributed clusters.

AnnData provides a standardized data structure for annotated matrices used in single-cell genomics. This skill enables creating, reading, writing, and manipulating .h5ad files with full support for metadata, embeddings, and the scverse ecosystem.

Time series data requires specialized algorithms beyond standard machine learning. Aeon provides scikit-learn compatible APIs for classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search on temporal data.

Quickly create images using Google Gemini native image models through a simple CLI interface. This skill provides a convenient wrapper for the inference.sh platform to generate photorealistic images, illustrations, and artwork from text prompts.

Creating videos from code is complex and time-consuming. This skill enables programmatic video generation by accepting React/Remotion TSX components and returning rendered MP4 files through the inference.sh API.

Creating AI videos requires managing multiple model APIs and complex video generation workflows. This skill provides a unified CLI interface to generate videos using Google Veo, Seedance 2.0, HappyHorse, Wan, and 40+ other AI video models.

Transform raw data into clear, compelling visualizations. Learn which chart types work best for your data, apply color theory principles, and tell powerful stories with your charts.

Get expert help writing complex T-SQL queries, stored procedures, and performance optimizations for Microsoft SQL Server. Covers advanced patterns like CTEs, window functions, PIVOT, and MERGE statements.

This skill enables Claude, Codex, and Claude Code users to generate professional AI videos by building storyboards, creating reference images, and submitting video generation tasks to Seedance 2.0 API. It streamlines the complex multi-step video creation process into a simple, automated workflow.

Users need to extract data from Google Sheets without manual copy-paste. This skill provides CLI-based spreadsheet reading with range selection for precise data extraction.

Get comprehensive Gate Exchange market analysis across ten scenarios including liquidity depth, buy/sell momentum, liquidation monitoring, funding arbitrage opportunities, and slippage simulation. This skill uses read-only MCP tools to provide structured insights without trading capabilities.

Execute USDT perpetual futures trades on Gate Exchange through natural language. Open, close, cancel, and amend positions with confirmation safeguards.