Operate on GitHub via the REST API — repos, PRs, issues, code search, releases. Use when the user wants to interact with GitHub programmatically without the MCP server installed.

Create, query, and update issues, boards, sprints in Jira Cloud via its REST API. Use when the user wants to interact with Jira programmatically without the MCP server installed.

Manage Lemon Squeezy stores, products, orders, customers, subscriptions, and license keys via REST API. Use when the user wants to check recent orders, create a product, issue a refund, or query subscription data programmatically without the Lemon Squeezy MCP installed.

Create, read, update pages and databases in Notion via its REST API. Use when the user wants to interact with Notion programmatically without the MCP server installed.

Send transactional emails, manage domains, contacts, audiences, and broadcasts via the Resend REST API. Use when the user wants to send email, verify a domain, create a broadcast, or manage contact lists programmatically without the Resend MCP installed.

Manage Sentry projects, query issues and events, list releases, and retrieve session replays via REST API. Use when the user wants to fetch error details, list recent issues, query event data, or trigger alerts programmatically without the Sentry MCP installed.

Send messages, read channels, search Slack via its REST API. Use when the user wants to interact with Slack programmatically without the MCP server installed.

Query and manage payments, customers, subscriptions, invoices in Stripe via its REST API. Use when the user wants to interact with Stripe programmatically without the MCP server installed.

Manage Supabase projects (create, list, modify), query databases, auth users, storage buckets via the Management API or per-project REST. Use when the user wants to interact with Supabase programmatically without the MCP server installed.

Manage Vercel deployments, projects, environment variables, domains, and DNS via REST API. Use when the user wants to deploy, check a deploy status, manage env vars, add domains, or query logs programmatically without the Vercel MCP installed.

'Multi-agent brainstorming: async opinion collision with expert personas.

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'Coding.net DevOps automation: MR lifecycle, CI operations (trigger/logs/stop),

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'LLM Agent engineering: pattern selection (12-mode matrix), data simulation,

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Develop GIMP 3.0+ plugins using Python 3 with GEGL operations, image manipulation, UI dialogs, and procedure registration

Guide for developing KDE Plasma widgets (Plasmoids) with Python backend and QML UI, including metadata configuration, installation, and KDE Store distribution.

Develop plugins, tools, and extensions for OpenCode AI coding agent with MCP, LSP integration, custom tools, and SDK usage

Develop plugins for OpenRCT2 - JavaScript/TypeScript scripting, game actions, UI windows, hooks, multiplayer sync

Comprehensive guide for developing with Vagrant, including Vagrantfile configuration, custom boxes, providers (VirtualBox, VMware, Hyper-V, libvirt, AWS), provisioners (Ansible, Chef, Puppet), multi-machine setups, networking, synced folders, plugins, and troubleshooting.

Async HTTP server and client for Python with WebSocket support, middleware, streaming, and server-sent events

Distributed task queue for Python supporting Redis, RabbitMQ, periodic scheduling, real-time processing, and Django integration

Django authentication - local accounts, social OAuth, registration, email verification, MFA, session management

Django Celery integration - distributed tasks, periodic scheduling with django-celery-beat, monitoring, best practices

django-filter - Django filtering library for querysets with Django REST Framework integration

Django cloud storage - S3, Azure, Google Cloud, Boto3, cloud file storage backends

Django security - CSRF protection, authentication, sessions, login/logout, password handling, middleware, protected views

Modern async HTTP client for Python with sync/async API, HTTP/2 support, connection pooling, retries, and timeouts

PyQt/PySide6 QtCore fundamentals - signals, slots, properties, timers, settings, file I/O

PyQt/PySide6 threading and concurrency - QThread, QThreadPool, QTimer, thread safety, concurrent patterns

PyQt/PySide6 widgets and layouts - buttons, inputs, containers, item views, layout management

Comprehensive guide for developing cross-platform desktop applications with Qt in C++, including Qt5/Qt6, CMake, signals/slots, widgets, QML, threading, and deployment.

Rust terminal UI framework - widgets, components, layouts, events, input handling, and state management for TUI apps

Utility-first CSS framework v4 with CSS-first configuration, @theme directive, and the new Oxide engine.

Docker - containers, Dockerfile, docker-compose, multi-stage builds, production, CI/CD

SQLite - embedded database, SQL queries, schema design, Python integration, optimization

Waydroid - Container-based Android on Linux with Wayland support, GPU acceleration, and native app integration

按需培养领域专家子智能体。通过调研→整理→自问自答反思→专家配置输出四阶段，将任何领域的知识转化为可 dispatch 的专家 Agent。Orchestrator 在识别到「现有审查能力不足」时触发。触发词：「需要X领域的专家」「这个任务需要X领域的深度审查」「培养专家」「我们没有X方面的专家」「expert-bootstrap」「build expert」「专家培养」。

他山前端品牌设计系统完整参考手册。包含技术框架选型、设计令牌（颜色/字体/圆角/阴影）、组件规范代码模板、响应式/无障碍约定。被 role-前端开发 和 role-UI设计师 主动调用；与 frontend-brand-guard.mdc（约束层）配套使用。

项目规范问题自动修复 Skill。当用户指出项目内的规范偏差时，自动分类问题类型，路由到对应角色Skill执行修复，并通过verifier验证修复效果。类比产品侧「问题追踪+修复」的完整闭环，是项目内规范问题的「接收→分类→执行→验证」一体化机制。触发词：「这里有个规范问题」「这不符合规范」「规范偏差」「按规范修复这里」「这里违反了规范」「规范不对」「帮我修复规范问题」。注意：与 issue-tracker 的区别——后者只记录不执行；本 Skill 记录并自动路由执行。

UI/UX设计师角色。关键词：设计/UI/UX/用户界面/交互设计/体验感/视觉/组件规范/原型。激活后先定义体验感，再设计交互和视觉，同时输出智能体层接口定义。

前端开发角色。关键词：前端/React/TypeScript/Vite/UI实现/组件/页面/接口联调。激活后读技术架构.md和设计师输出，还原设计意图，不自作主张改交互逻辑。

后端开发角色。关键词：后端/FastAPI/Python/API接口/数据库/PostgreSQL/业务逻辑/认证/SSE。激活后读技术架构.md，按四层架构实现，写完任何DB函数必须立即集成测试。

技术架构师角色。关键词：技术架构/系统设计/数据模型/接口规范/技术选型/API设计/数据库设计/模块划分。激活后读PRD，先输出草稿给PM确认，再下发给开发。

Skill体系演进规划 Skill。基于CO-BUILD-LOG（决策轨迹）、PENDING-EXPERIENCES（踩坑模式）、PENDING-SKILLS（需求积压）和SYSTEM-BLUEPRINT（体系蓝图），主动分析Skill体系的演进方向——哪些Skill应该新建、哪些应该合并/拆分、哪些描述需要重写、哪些触发词需要调整、整体编排架构是否需要升级。对应产品侧的 product-evolution-planner。触发词：「Skill体系怎么演进」「Skill体系应该怎么完善」「有没有新的Skill需要建」「Skill体系演进建议」「主动分析Skill体系」「Skill体系下一步」。

Skill体系自洽性审查 Skill（由用户主动触发，不被其他组件调用）。主动检查整个Skill/Agent/Rule体系的内部一致性：触发词冲突、孤立组件、版本漂移、SKILL-INDEX与实际文件不一致、alwaysApply Rule叠加矛盾等。对应产品侧的 project-closeout。注意：与 skill-system-destroyer（子智能体，只读审查新组件冲突）不同——本 Skill 审查整个体系的历史一致性。触发词：「检查Skill体系」「Skill体系有没有问题」「Skill体系自检」「Skill体系自洽性」「Skill健康检查」。

本 Skill 实现「项目开发规范的自我迭代」——通过外部审核视角发现差距，驱动规范不断完善。

答复要像“高密度简洁”。信息不丢，废话先死。

Send batch crypto payments, payroll, invoices, token swaps, price feeds, and AI inference using the Spraay Protocol x402 gateway. Use when the user asks to 'send payments', 'batch transfer', 'pay multiple wallets', 'crypto payroll', 'swap tokens', 'get token price', 'create invoice', 'check balance', 'resolve ENS', 'resolve basename', or mentions Spraay, x402 payments, or multi-chain batch transactions. Supports 11 chains: Base, Ethereum, Arbitrum, Polygon, BNB, Avalanche, Solana, Unichain, Plasma, BOB, Bittensor.