DevOps

Guide developers through property-based testing including property definition, shrinking, and framework-specific implementation

Guide for creating effective skills, adding skill references, skill scripts or optimizing existing skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, frameworks, libraries or plugins usage, or API and tool integrations.

Analyze TraitorSim game logs, trust matrix evolution, voting patterns, mission outcomes, and emergent social behaviors. Use when examining game results, debugging gameplay issues, analyzing agent strategies, or when asked about game analysis, trust matrices, voting patterns, or emergent behaviors.

Label taxonomy and triage workflow for GitHub issues. Defines type labels (bug/feature/enhancement/docs/chore), priority levels (critical/high/medium/low), status labels, and triage decision workflow. Use when categorizing and prioritizing issues.

Rigorous RL evaluation - statistical protocols, train/test discipline, metrics, generalization

容器化配置生成器，为各类应用生成优化的Dockerfile、docker-compose.yml和Kubernetes配置，支持多阶段构建、安全扫描建议、云原生最佳实践，助力应用快速容器化部署。

Create pre-registration documents for research transparency. Use when: (1) Before data collection, (2) Grant submissions, (3) Ensuring reproducibility, (4) Meeting open science standards, (5) Preventing HARKing.

Michael Shapira's D1 swimming pathway tracking for Life OS. Manages swim times, nutrition protocol (kosher keto), recruiting outreach, and rival comparison. Events: 50/100/200 Free, 100 Fly, 100 Back. SwimCloud ID: 3250085. Use when tracking swim performance, analyzing times, managing nutrition, planning recruiting, or comparing against rivals (Soto PI:47, Gordon PI:90, Domboru PI:102).

This skill should be used when users request research on any topic that requires web search, source analysis, and structured documentation saved to a file. It provides a systematic workflow for gathering information from multiple web sources, synthesizing findings into a comprehensive document, and saving results to a user-specified file path. This is a general-purpose research skill that works across all domains and languages.

Debug Vercel deployment issues for the CoinSite Astro project. Use this skill when deployments fail, when checking deployment status after pushing to GitHub, or when investigating runtime errors on the deployed site. Provides CLI-based debugging workflow for Astro + Vercel SSR deployments.

Build and orchestrate tasks using Nuke build system. Use when task involves running Nuke build targets, orchestrating complex build workflows, or managing build pipelines.

aytordev option namespacing and design patterns. Use when defining module options, accessing configuration values, or understanding the aytordev.* namespace convention.

Write and maintain Architecture Decision Records (ADRs) when meaningful technical or architecture decisions are made. Use when introducing dependencies, changing APIs, adopting patterns, or making hard-to-reverse decisions.

Async programming with channels, go blocks, and CSP in Clojure. Use when working with async operations, channel communication, pub/sub patterns, concurrent pipelines, or CSP-style coordination.

Validates beads issues after creation. Checks dependencies, PRD mapping, order. Use when: after creating issues in project-init, before TDD loop. Triggers: "validate beads", "check issues", "verify tasks".

Performs web searches using Gemini CLI headless mode with google_web_search tool. Includes intelligent caching, result validation, and analytics. Use when searching for current information, documentation, or when the user explicitly requests web search.

Manage Azure Artifacts including package feeds, versions, and dependencies. Use when publishing or managing artifact packages.

Use when encountering unfamiliar import statements, exploring dependency APIs, or when user asks "what's import X" or "what does X do". Generates on-demand API documentation for Swift package dependencies.

DEPRECATED umbrella Skill (backward compatibility). Use only when release work spans deployment + cache headers + versioning + rollback. Prefer focused `openwebf-release-cdn-deploy` and `openwebf-release-versioning-rollback` Skills.

Python package management with poetry, pip, and uv including dependency resolution, lock files, version pinning, security audits (pip-audit, safety), virtual environments, and dependency graphs. Use when managing dependencies, resolving version conflicts, setting up new projects, or investigating security vulnerabilities in packages.