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…
Empowers the agent to autonomously run tests, read terminal stack traces, and self-heal code until tests pass.
AI-driven testing agent that auto-discovers, generates, executes, evaluates, and fixes tests for any project type
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…
Use when you need to interact with Datto/Kaseya Autotask PSA via an MCP server (tickets, companies, contacts, projects, time entries, notes, attachments, and queries).
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…
Common mistake — doing unrequested work (refactoring, adding extra features, cleaning up style) when the user asked for a specific, targeted change.
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…
Read-only whole-project deep audit — architecture and module boundaries, documentation-vs-code fidelity, design-principle adherence (YAGNI/KISS/SOLID), and extensibility (how…
Repo-wide audit and cleanup of AI-like code noise — comments to a strict best-practice bar (delete redundant/narrating, condense bloated, fix stale or misleading, keep only…
Generates a full, cited technical documentation set for a codebase, local or from any git URL: architecture, module and API reference, data model, flows, config, operations,…
Reviews diffs and PRs for correctness, security, and team standards, with confidence-scored findings in severity buckets (Critical / Suggestions / Nice to have).
How to respond to code review feedback: verify before implementing, clarify unclear items, and push back with technical reasoning when needed.
Multi-model panel review of a code change: blind reviewers, then one cross-examined verdict. Use when asked for a second opinion, a multi-model or panel review, or a high-stakes…
Universal coding standards: naming, structure, immutability, error handling, type safety, plus backend layering and frontend architecture/motion patterns for consistent code.
Produces a design document or ADR for a feature or architectural decision: requirements and scale numbers first, real alternatives with trade-offs, a recommendation grounded in…
Applies consistent error handling, logging, and user-facing messages: typed errors, operational-vs-programmer classification, API error envelopes, HTTP status mapping.
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…
Read-only audit of which tests are missing, weak, stale or mis-scoped, mapped by what tests actually call, ranked P0-P3 by risk, with a verdict and a worklist for…
Designs and writes tests that catch real regressions — placement (unit/integration/E2E), factories and fixtures, behavior-first assertions, characterization tests for legacy code,…
A structured framework for dynamic and reflective problem-solving through sequential thoughts. Use when tackling complex, multi-step problems that require careful analysis,…
Установка, настройка и эксплуатация именно awg-containers-and-tools: awg-tool, Docker Compose, AmneziaWG 1.0/1.5/2.0/3.0/3.1, генерация и проверка параметров, SSH-развёртывание,…
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…
Audit one AWS account for security gaps by collecting inventory with read-only aws CLI commands and evaluating 17 checks offline (root MFA and keys, CloudTrail, GuardDuty, S3…
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.
Audit what an AI coding agent did in an AWS account and which permissions it never needed, from a saved CloudTrail export filtered to the agent's role session: actions by service,…
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…
Selects, deploys, and customizes AI models on Amazon SageMaker. Training or Processing jobs, fine-tuning (SFT/DPO/RLVR/RLAIF), model selection, dataset preparation, evaluation,…
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.