numpyWrite fast, memory-efficient numerical code with arrays, broadcasting, vectorization, and linear algebra.
Install via ClawdBot CLI:
clawdbot install ivangdavila/numpyRequires:
Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://clawic.com/skills/numpyAudited Apr 17, 2026 · audit v1.0
Generated Mar 20, 2026
Analyze stock market data for portfolio optimization, using NumPy for fast array operations to compute returns, volatilities, and correlations. Enables real-time risk assessment and algorithmic trading strategies.
Perform numerical simulations in physics or engineering, such as modeling fluid dynamics or signal processing. NumPy's vectorized operations accelerate computations for large datasets, reducing experiment time.
Process medical images like MRI scans by applying filters, transformations, and statistical analysis using NumPy arrays. Supports diagnostic tools by enhancing image quality and extracting features efficiently.
Prepare datasets for machine learning models by normalizing, scaling, and splitting data with NumPy's array manipulations. Essential for feature engineering and improving model accuracy in AI pipelines.
Optimize inventory and logistics by solving linear algebra problems for resource allocation and scheduling. NumPy enables fast matrix operations to minimize costs and improve delivery efficiency.
Offer a cloud-based platform where users upload data for numerical analysis, using NumPy for backend computations. Revenue comes from subscription tiers based on data volume and processing speed.
Provide expert consulting to businesses needing custom numerical solutions, such as financial modeling or scientific simulations. Revenue is generated through project-based contracts and hourly rates.
Develop interactive tutorials, courses, or software tools that teach NumPy skills for data science and engineering. Revenue streams include course sales, licensing fees, and certification programs.
💬 Integration Tip
Integrate NumPy by ensuring Python 3 is installed and setting up the ~/numpy/ directory for local memory storage, avoiding network dependencies for secure data handling.
Scored Apr 19, 2026
Control desktop applications on Windows — launch, close, focus, resize, move windows, simulate keyboard/mouse input, manage processes, control VSCode, read clipboard, and capture screen info. Use when the user wants to interact with any running program, switch windows, type text, press shortcuts, open files in VSCode, manage running processes, or get system display information.
Conduct rigorous, adversarial code reviews with zero tolerance for mediocrity. Use when users ask to "critically review" my code or a PR, "critique my code", "find issues in my code", or "what's wrong with this code". Identifies security holes, lazy patterns, edge case failures, and bad practices across Python, R, JavaScript/TypeScript, SQL, and front-end code. Scrutinizes error handling, type safety, performance, accessibility, and code quality. Provides structured feedback with severity tiers (Blocking, Required, Suggestions) and specific, actionable recommendations.
Pragmatic coding standards for writing clean, maintainable code — naming, functions, structure, anti-patterns, and pre-edit safety checks. Use when writing new code, refactoring existing code, reviewing code quality, or establishing coding standards.
Claude Code integration for OpenClaw. This skill provides interfaces to: - Query Claude Code documentation from https://code.claude.com/docs - Manage subagents and coding tasks - Execute AI-assisted coding workflows - Access best practices and common workflows Use this skill when users want to: - Get help with coding tasks - Query Claude Code documentation - Manage AI-assisted development workflows - Execute complex programming tasks
Plan, draft, version, and refine written content with enforced versioning and quality audits.
Use when writing tests, creating test strategies, or building automation frameworks. Invoke for unit tests, integration tests, E2E, coverage analysis, performance testing, security testing.