Develop and execute automated tests to validate pilot scripts, workflows, and systems. Use when verifying code reliability, performing regression checks, or enforcing quality…
How the devbox automatically updates llm-agents (claude-code) via GitHub Actions and systemd timers. Use when debugging update failures or understanding the update flow.
Add controlled retries to pytest runs so agents can contain flaky tests and report final failures without rerunning whole suites by hand.
Test automate API endpoint testing including request generation, validation, and comprehensive test coverage for REST and GraphQL APIs.
CI/CD Pipeline-Architektur, PowerShell Module, GitHub Packages, Release-Strategien, ReleaseFlow
Use whenever Thien asks Codex to improve, update, refactor, clarify, or redesign an automation. Runs a Claude/Cursor/Claude/Cursor critique loop before Codex saves and syncs the…
Choose between Shell and Python for generated automation code based on task traits. Use when automation language selection guidance is required.
Generate SAP Automation Pilot commands with dynamic expressions, jq transformations, and composite workflows.
Master the ExecuteScript executor for Automation Pilot commands. Covers script execution parameters, Base64 encoding, timeout/exit code handling, stdin/parameters/environment…
Expert automation workflow refactoring tool for Power Automate, n8n, Make, Zapier and other platforms.
Automatisation par scripts (PowerShell, Python, Bash) pour tâches répétitives — cron jobs, batch processing et orchestration.
Scraping + AI-provider standards — the Scraper trait & SCRAPERS registry, selector resilience, rate-limiting/cancellation, and the provider-abstraction (zero-change) rule for…
Plan test automation strategies including ROI analysis, automation candidate selection, framework evaluation, and maintainable automation architecture.
Expert skill in 800V EV platform architecture design, covering SiC power electronics, ultra-fast charging (250-350 kW), backward compatibility with 400V infrastructure, and…
Use when a task needs the judgment of an Automotive Engineering Technician — setting up and instrumenting test equipment (strain-gauge bridges, thermocouples, load/torque sensors)…
Comprehensive autonomous development strategies including milestone planning, incremental implementation, auto-debugging, and continuous quality assurance for full development…
Use when running, configuring, or troubleshooting the autonomous-dev-team dispatcher cron. Triggers on phrases like "run the dispatcher", "scan for pending issues", "dispatch…
Execute implementation plans or backlog items autonomously with shared-context architecture for maximum accuracy
中文优先：用于自主循环相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG…
Build and operate the "Autonomous Workflow Authoring for software engineering delivery" capability for software engineering delivery.
Expertise in maintaining, debugging, and deploying the autorun hook system for Claude Code and Gemini CLI.
Configure autoscaling for Kubernetes, VMs, and serverless workloads based on metrics, schedules, and custom indicators.
Use when the user wants /autospec-autonomous to run the autospec machinery unattended for weeks — a perpetual self-driving conductor that walks a never-idle priority waterfall…
Ensure architecture docs capture availability targets, failover strategy, capacity headroom, and resilience trade-offs for critical services.
Activate when: user says 'we keep hearing about X so it must be common', 'that just happened so it's risky', 'the news is full of stories about this', 'I've seen this a lot lately…
Teaches when and how to use unknown instead of any type in TypeScript. Use when working with TypeScript code that has any types, needs type safety, handling external data, or when…
Provides comprehensive guidance for Avue CRUD component including table operations, form handling, and data management.
Avue 组件代码生成与配置指南。当用户需要创建、配置或生成基于 Avue (avue-crud, avue-form, avue-tree 等) 的 Vue 页面代码时使用此 skill。覆盖 CRUD 表格、表单、树组件、数据展示等全部 Avue 组件。支持 Composition API 和 Options API 两种代码风格。当用户提到…
Provides comprehensive guidance for Avue Form component including form configuration, validation, and dynamic forms.
Abgrenzung Rollenmix Art. 4 Nr. 7 versus Art. 26 versus Art. 28 DSGVO. Wann sind zwei Akteure getrennte Verantwortliche wann gemeinsam Verantwortliche wann Verantwortlich — from…
Abgrenzung Rollenmix Art. 4 Nr. 7 versus Art. 26 versus Art. 28 DSGVO. Wann sind zwei Akteure getrennte Verantwortliche wann gemeinsam Verantwortliche wann Verantwortlich — from…
Create or update ARCHITECTURE.md. Use this when asked to create, update or modify the project architecture.
BACAAN SAJA / HISTORIS (ADR-0034) — kontrak kesiapan ekstensi ERP base…
Kerjakan bagian mana pun dari epic online public tenant routing & tenant domain management AWCMS-Mini (Issue #556-#567, epic #555).
Scaffold modul baru pada modular monolith AWCMS. Gunakan saat membuat modul domain baru di src/modules/ (mis.
Tulis test AWCMS sesuai strategi berlapis (unit, integration, API contract, security, performance). Gunakan saat menambah fitur, sebelum PR, atau saat diminta menambah/melengkapi…
A curated list of awesome PostgreSQL software, libraries, tools and resources, inspired by awesome-m Based on dhamaniasad/awesome-postgres (11,759+ GitHub stars).
Best practices for animations in React that stay buttery-smooth (60fps, no jank) — because motion and performance have to coexist: a beautiful animation that stutters is worse…
A structured framework for dynamic and reflective problem-solving through sequential thoughts. Use when tackling complex, multi-step problems that require careful analysis,…
Use when working with jagged or variable-length arrays in Python HEP analysis: building event records with ak.zip, filtering nested arrays, computing combinatorics (cartesian…
Guidance for working with Awkward Array 2.0 jagged arrays and records in Python. Use when building or debugging `awkward` workflows, including record construction with `ak.zip`,…
Persistent memory system for Claude Code. Your agent remembers everything across sessions and projects. Two-layer architecture: hot cache (MEMORY.md) + knowledge wiki.
Provision an AWS STS session for Claude to use against staging or prod, and reach the deployed environment's data plane from there.
Use when designing, reviewing, or hardening the AWS Organizations and account topology for a system after infrastructure-platform and security have decided the org structure and…
Manage AWS accounts, organizations, IAM, and billing. Use when setting up AWS Organizations, managing IAM policies, controlling costs, or implementing multi-account strategies.
Expert AWS Cloud Advisor for architecture design, security review, and implementation guidance. Leverages AWS MCP tools for accurate, documentation-backed answers.
Build AI agents with AWS Bedrock AgentCore. Use when developing agents on AWS infrastructure, creating tool-use patterns, implementing agent orchestration, or integrating with…
Deploy production LangGraph agents on AWS Bedrock AgentCore. Use for (1) multi-agent systems with orchestrator and specialist agent patterns, (2) building stateful agents with…
基于 AWS Bedrock AgentCore Runtime 与 LangGraph 的基础智能体构建助手(免费版). 覆盖单智能体 StateGraph 定义、工具路由(tools_condition)、容器化部署基础流程.
AWS Bedrock AgentCore comprehensive expert for deploying and managing all AgentCore services. Use when working with Gateway, Runtime, Memory, Identity, or any AgentCore c — from…
AWS Bedrock AgentCore comprehensive expert for deploying and managing all AgentCore services. Use when working with Gateway, Runtime, Memory, Identity, or any AgentCore c — from…
Build AI applications on AWS using Bedrock, SageMaker, and AI/ML services with best practices for enterprise deployment
Build Amazon Machine Images (AMIs) with Packer using the amazon-ebs builder. Use when creating custom AMIs for EC2 instances.
Deploys and hosts full-stack web applications on AWS Amplify with SSR support, CI/CD, and backend services.
Comprehensive AWS API support with command validation and access to all services.
Review AWS API and edge delivery posture across API Gateway, CloudFront, AWS WAF, Shield, ALB, custom domains, TLS policies, authentication, authorization, throttling, quotas,…
AWS API Gateway guidance. Use when designing, reviewing, or debugging REST APIs, HTTP APIs, routes, stages, authorizers, Lambda integrations, CORS, throttling, custom domains, or…
Architecture AWS couvrant EC2, Lambda, S3, RDS, VPC, IAM et CloudFormation. Se déclenche avec "AWS", "Amazon Web Services", "Lambda", "EC2", "S3", "CloudFormation", "arch — from…
Architect AWS infrastructure and application integrations with production-grade service selection, boundaries, rollout thinking, and verification.
Purpose: Standardize how stakpak designs and optimizes AWS architectures. Scope: Greenfield: design new infrastructure.