When the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user...
DevOps & Cloud
CI/CD, containerization, cloud services, and infrastructure
Master test-driven development with pytest, fixtures, mocking, and CI/CD integration
Python machine learning with scikit-learn, PyTorch, and TensorFlow
User experience and interface design specialist
Design multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, and...
Optimize cloud costs through resource rightsizing, tagging strategies, reserved instances, and spending analysis....
Comprehensive Azure cloud expertise covering all major services (App Service, Functions, Container Apps, AKS,...
Chunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray...
Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project...
Performance optimization rules for THREE.js and graphics programming. Covers mobile-first optimization, fallback...
Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP,...
Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers,...
Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity,...
Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies,...
Master monorepo management with Turborepo, Nx, and pnpm workspaces to build efficient, scalable multi-package...
Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export...
Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for...
Create production-ready GitHub Actions workflows for automated testing, building, and deploying applications. Use...
Design multi-stage CI/CD pipelines with approval gates, security checks, and deployment orchestration. Use when...
Check dependencies for known vulnerabilities using npm audit, pip-audit, etc. Use when package.json or...
Comprehensive framework for deep analysis of articles, papers, and long-form content using 10+ thinking models...
Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech...
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on...
Create SEO-optimized marketing content with consistent brand voice. Includes brand voice analyzer, SEO optimizer,...