Master Kubernetes cluster administration, from initial setup through production management. Learn cluster installation, scaling, upgrades, and HA strategies.
Score 70/100
Dimensionality reduction and clustering for single-cell RNA-seq using Seurat (R) and Scanpy (Python).
Score 70/100
Use when you need visual QA, screenshots, or post-deploy smoke testing through a real browser with Playwright.
Score 70/100
Full review lifecycle — request reviews, handle feedback with technical rigor, and complete branch integration.
Score 70/100
Unified code intelligence — Skeleton Index (zero-dep, <4s) + AST knowledge graph (CodeGraph) + architecture diagrams (Mermaid) + smart context builder.
Score 70/100
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
Score 70/100
Use when looking up quick wins, access patterns, or voice map for the engineering meta layer.
Score 70/100
Verify and lock project identity before ANY git push, Cloudflare deploy, or Supabase operation. Essential when working with multiple GitHub accounts (personal + work), multiple…
Score 70/100
Use when starting any new project from scratch. Asks for project identity (name, GitHub org, Cloudflare account), detects project type, sets up design system, staging+production,…
Score 70/100
Use before any deployment or completion claim. Enforces test gates, evidence-based verification, and frontend safety checks. No deploy without passing. No claims without evidence.
Score 70/100
Strategic codebase re-direction when requirements change, architecture doesn't fit, or tech debt blocks progress. TRIZ-powered pivot protocol for large codebases.
Score 70/100
Use when setting up deployment infrastructure for any project - establishes multi-gate deploy pipeline with test gates, build verification, frontend safety checks, and rollback…
Score 70/100
Complete guide to setting up a reliable test gate for any project — covers stack detection, 4 core test files, script wiring, secret hygiene, and Cloudflare Workers/Pages…
Score 70/100
CMake 3.20+ build-system guidelines for C/C++ projects. Apply when editing `CMakeLists.txt` files. Use for target-based builds, dependency management, testing setup, visibility…
Score 70/100
Guides adding and structuring Go command entrypoints under cmd/: when to create a new cmd, layout, wiring only (no business logic), and use of internal packages.
Score 70/100
Build Optimizely CMS components for Astro v5. Use when creating/modifying components, pages, experiences, or working with GraphQL fragments, opti-type.json, or opti-style.json…
Score 70/100
Configure CNF networking components including netkit BPF-programmable network devices, tcx (Traffic Control eXpress for kernel 6.6+), virtual interfaces, network namespaces,…
Score 70/100
How to write Dockerfile + compose.yaml — the develop/integrate service convention, multi-stage targets, dind helpers.
Score 70/100
Build modular CLI applications with Cobra framework. Use when structuring CLI commands, implementing modular command architecture, handling flags and arguments, or when user…
Score 70/100
Expert skill for building CLI applications with Cobra and Viper, authored by spf13 — the original creator of both libraries.
Score 70/100
Analyze codebases for anti-patterns, code smells, and quality issues using ast-grep structural pattern matching.
Score 70/100
智能代码架构解读和分析工具。当用户请求分析项目架构、生成架构文档、识别设计模式、分析依赖关系、评估代码质量、或理解复杂项目结构时使用此skill。适用于接手新项目、代码审查、重构规划、技术选型评估等场景。
Score 70/100
Review recently written code for best practices, architectural consistency, and correct system integration.
Score 70/100
Run the mandatory verification stack when changes affect runtime code, tests, or build/test behavior in the OpenAI Agents Python repository.
Score 70/100
Run the mandatory verification stack when changes affect runtime code, tests, or build/test behavior in the OpenAI Agents Python repository.
Score 70/100
AI가 만든 모든 코드 변경사항을 reviews 폴더에 기록하고 간단한 HTML 뷰어로 웹 브라우저에서 실시간 확인할 수 있습니다. 매 수정마다 문서가 생성되고 Python 서버로 즉시 확인 가능합니다.
Score 70/100
Code cleanup agent that organizes codebase by moving inline CSS to external files, extracting functions to proper locations, and removing unused code.
Score 70/100
Refactor and clean up code following best practices for readability and maintainability
Score 70/100
Detect and refactor code duplication with PMD CPD. TRIGGERS - code clones, DRY violations, duplicate code.
Score 70/100
Code comment guidelines based on industry best practices. Use when reviewing code, writing new code, or when asked about comment quality.
Score 70/100
Add detailed comments explaining WHY code works, its context, edge cases, and performance implications.
Score 70/100
Extract comment locations from code files for analysis. Use when cleaning comments, auditing code documentation, or analyzing comment patterns.
Score 70/100
Validates type consistency across Rust, TypeScript, PostgreSQL boundaries. Use when reviewing code, debugging type mismatches, or validating API contracts.
Score 70/100
Systematic debugging with root cause tracing. Use when encountering bugs, test failures, or unexpected behavior - find root cause before attempting fixes, trace backward through…
Score 70/100
Standardized, hypothesis-driven debug investigation workflow for unexpected behavior, regressions, incidents, flaky tests, or production issues.
Score 70/100
Apply Google Style documentation standards to Python, Go, and Terraform code. Use when writing or reviewing code that needs docstrings/comments, when asked to "document this…
Score 70/100
You are a documentation expert specializing in creating comprehensive, maintainable documentation from code.
Score 70/100
TSDoc standards for TypeScript/JavaScript code. Automatically invoked when writing, reviewing, or editing any TSDoc comments, code documentation, or API documentation. (project)
Score 70/100
TSDoc standards for TypeScript/JavaScript code. Automatically invoked when writing, reviewing, or editing any TSDoc comments, code documentation, or API documentation. (project)
Score 70/100
Comprehensive code documentation standards and guidelines for maintaining up-to-date documentation across Python, HTML, CSS, and JavaScript codebases.
Score 70/100
Generates, formats, and validates technical documentation — including docstrings, OpenAPI/Swagger specs, JSDoc annotations, doc portals, and user guides.
Score 70/100
Execute Python code locally with marketplace API access for 90%+ token savings on bulk operations. Activates when user requests bulk operations (10+ files), complex multi-step…
Score 70/100
Execute Python code locally with marketplace API access for 90%+ token savings on bulk operations. Activates when user requests bulk operations (10+ files), complex multi-step…
Score 70/100
Efficiently compose multiple MCP tool operations by launching a subagent that writes and executes TypeScript or Python code.
Score 70/100
Pure Claude code investigation. Fast codebase exploration, trace execution paths, understand architecture, diagnose issues. No Codex dependency.
Score 70/100
Automated code quality assistant that formats code, fixes syntax/type errors, detects bugs, and validates fixes across Python, JavaScript, TypeScript, Java, Go, and Rust
Score 70/100
Analyze codebase health - large files, test coverage gaps, duplicate code, dead/legacy code, and documentation issues.
Score 70/100
Language-specific coding guidelines. Use when implementing code in Python or other supported languages.
Score 70/100
Senior Full-Stack Code Auditor - Especialista em Arquitetura, Segurança, Performance, Observabilidade e Qualidade de Software.
Score 70/100
Provides Django web framework expertise including project structure, models, views, admin, Celery tasks, testing, and Python best practices.
Score 70/100
Provides Go programming expertise, including language syntax, idiomatic patterns, concurrency, and standard library usage.
Score 70/100
Systematic code maturity assessment using Trail of Bits' 9-category framework. Analyzes codebase for arithmetic safety, auditing practices, access controls, complexity,…
Score 70/100
Systematic code maturity assessment using Trail of Bits' 9-category framework. Analyzes codebase for arithmetic safety, auditing practices, access controls, complexity,…
Score 70/100
Analyze code complexity, cyclomatic complexity, maintainability index, and code churn using metrics tools.
Score 70/100
Use when moving logic between layers, deprecating patterns, refactoring responsibilities, or enforcing canonical owners. Ensures migrations are complete with no legacy coexistence.
Score 70/100
Migrate legacy code to modern frameworks, languages, and patterns with automated refactoring and testing
Score 70/100
Evaluate and improve code modularization using the Balanced Coupling Model. Analyzes coupling strength, connascence types, and distance to identify refactoring opportunities and…
Score 70/100
基于若依-vue-plus框架的全栈代码规范指南。定义后端Java Spring Boot与前端Vue3 + TypeScript的标准化编码模式。 核心内容： - 后端分层架构规范：Controller/Service/Mapper三层设计，对象流转模式（Bo/DTO → Entity → Vo） - 前端Vue3组合式API规范：
Score 70/100
React Native coding patterns, best practices, and common solutions for mobile development. Use when implementing features or refactoring code.
Score 70/100
Use the VSCode CLI to open files at specific line and column positions when explaining code, debugging, pointing to TODOs, or guiding users to specific locations in files.
Score 70/100