Manage Kurtosis cluster settings. Switch between Docker and Kubernetes backends, list available clusters, and configure which cluster Kurtosis uses.
Dimensionality reduction and clustering for single-cell RNA-seq using Seurat (R) and Scanpy (Python).
Use when the user is about to perform a risky, large, or hard-to-reverse change so the pre-change context is recoverable.
Use when you need visual QA, screenshots, or post-deploy smoke testing through a real browser with Playwright.
Full review lifecycle — request reviews, handle feedback with technical rigor, and complete branch integration.
Unified code intelligence — Skeleton Index (zero-dep, <4s) + AST knowledge graph (CodeGraph) + architecture diagrams (Mermaid) + smart context builder.
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes — from engineering/engineering-misc
Use when looking up quick wins, access patterns, or voice map for the engineering meta layer.
Verify and lock project identity before ANY git push, Cloudflare deploy, or Supabase operation. Essential when working with multiple GitHub accounts (personal + work), multiple…
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,…
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.
Strategic codebase re-direction when requirements change, architecture doesn't fit, or tech debt blocks progress. TRIZ-powered pivot protocol for large codebases.
Use when setting up deployment infrastructure for any project - establishes multi-gate deploy pipeline with test gates, build verification, frontend safety checks, and rollback…
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…
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…
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.
Create or improve Makefiles with minimal complexity. Templates available: base, python-uv, python-fastapi, postgres, nodejs, go, chrome-extension, flutter, electron, static-site.
Design content management systems — content models, editorial workflows, publishing pipelines, localization — with schema evolution and multi-channel delivery.
Expert guidance on Webflow CMS architecture and best practices. Use when planning collections, setting up relationships, optimizing content structure, or troubleshooting CMS…
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…
Configure CNF networking components including netkit BPF-programmable network devices, tcx (Traffic Control eXpress for kernel 6.6+), virtual interfaces, network namespaces,…
Use when when you have mass-spectrometry data (m/z and intensity pairs or spectral matrices) paired with ground-truth molecular fingerprints or InChIKeys, and you need to learn a…
How to write Dockerfile + compose.yaml — the develop/integrate service convention, multi-stage targets, dind helpers.
Build modular CLI applications with Cobra framework. Use when structuring CLI commands, implementing modular command architecture, handling flags and arguments, or when user…
Expert skill for building CLI applications with Cobra and Viper, authored by spf13 — the original creator of both libraries.
Use when building or modifying Java/Kotlin applications with CoCache two-level distributed coherent caching.
Guide or repair a headless Linux AIWG Cockpit plus Agentic Sandbox deployment when host topology, SSH access, service persistence, or runtime readiness must be planned safely.
Iterative quality convergence loop with multi-agent architecture. Reviews, scores, fixes, and re-scores code until target quality is reached.
Enter the Ship phase of CocoBrew. Reads review.md approval, generates structured commit, creates semantic version tag, optionally creates PR via gh CLI, and records deployment…
Workflow for reverse-engineering a codebase into grounded architecture docs, requirements capture, etc.
Analyze codebases for anti-patterns, code smells, and quality issues using ast-grep structural pattern matching.
Power Apps Code Apps Development (React + TypeScript + Vite). Use when: building Code Apps, three-layer architecture, PAC CLI workflow, Zustand state management, TanStack Query,…
Application architecture patterns and code organization — clean architecture, hexagonal architecture, feature-based structure, dependency inversion, module boundaries, SOLID…
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。
Build a compact architecture map of a repository using CGC, Semble, rg, and source reads.
Review code architecture for maintainability, catch structural issues before they become debtUse when "Reviewing pull requests with structural changes, Planning refactoring work,…
Review recently written code for best practices, architectural consistency, and correct system integration.
Code-Architektur-Experte für strukturelle Qualität, Best Practices und Wartbarkeit. — from tools-only/X-Skills
Guides implementation of code tasks using test-driven development in an Explore, Plan, Code, Commit workflow.
Asistente de programación especializado. Analiza código, encuentra bugs, sugiere optimizaciones, refactoriza y genera documentación automáticamente.
Semantic code caching for AI agents. Cache, retrieve, and reuse code from prior agent executions.
Run the mandatory verification stack when changes affect runtime code, tests, or build/test behavior in the OpenAI Agents Python repository. — from JoshuaShepherd/my-skills
Run the mandatory verification stack when changes affect runtime code, tests, or build/test behavior in the OpenAI Agents Python repository. — from engineering/engineering-misc
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.
Code cleanup agent that organizes codebase by moving inline CSS to external files, extracting functions to proper locations, and removing unused code.
Refactor and clean up code following best practices for readability and maintainability
Detect and refactor code duplication with PMD CPD. TRIGGERS - code clones, DRY violations, duplicate code.
Code comment guidelines based on industry best practices. Use when reviewing code, writing new code, or when asked about comment quality.
Add detailed comments explaining WHY code works, its context, edge cases, and performance implications.
Extract comment locations from code files for analysis. Use when cleaning comments, auditing code documentation, or analyzing comment patterns.
Validates type consistency across Rust, TypeScript, PostgreSQL boundaries. Use when reviewing code, debugging type mismatches, or validating API contracts.
Generate and re-sync an AI-readable code context map (a ranked, token-budgeted, layered Markdown map of files, imports, signatures, invoke edges, and typed external boundary…
Use when an org's overall Apex coverage is sliding toward 75% because of orphaned (uncovered, unreferenced) classes inflating the denominator.
Systematic debugging with root cause tracing. Use when encountering bugs, test failures, or unexpected behavior - find root cause before attempting fixes, trace backward through…
Standardized, hypothesis-driven debug investigation workflow for unexpected behavior, regressions, incidents, flaky tests, or production issues.
Find and kill duplicated code from the current session. Scans the entire codebase for duplication against what was just written, then refactors automatically.
Design-level refactoring rules — extraction, decoupling, SRP, encapsulation, primitive obsession. Language-agnostic.
Generates comprehensive documentation for any codebase via hybrid analysis (native extractors + LLM agents).
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…
You are a documentation expert specializing in creating comprehensive, maintainable documentation from code.