project-creator
Project documentation scaffolding. Covers about.md, specs.md, architecture.md, project-context.md, and user stories. Use when creating or maintaining project documentation in a .project/ folder, scaffolding specs, architecture docs, or user stories. Keywords: project setup, documentation, specs, architecture, stories.
pydantic-ai
Pydantic AI Python agent framework. Covers typed tools, model providers, evals, MCP, UI adapters, and observability. Use when building Python AI agents with Pydantic AI, configuring model providers, implementing typed tools/dependencies, running evals, or integrating MCP servers. Keywords: pydantic-ai, agents, evals, MCP, Logfire.
qdrant
Qdrant vector database: collections, points, payload filtering, indexing, quantization, snapshots, and Docker/Kubernetes deployment. Use when managing Qdrant collections, performing vector searches with payload filters, configuring HNSW indexes or quantization, or deploying Qdrant clusters. Keywords: Qdrant, vector database, HNSW, quantization, semantic search.
react-testing-library
React Testing Library: user-centric component testing with queries, user-event simulation, async utilities, and accessibility-first API. Use when writing React component tests, selecting elements by role/label/text, simulating user events, or testing async UI behavior. Keywords: React Testing Library, @testing-library/react, user-event, queries, render.
refine-dev
Refine.dev headless React framework for CRUD apps: data providers, resources, routing, authentication, hooks, and forms. Use when building admin panels, dashboards, or internal tools with React and various backends (REST, GraphQL, Supabase, Strapi), or configuring Refine data providers and authentication. Keywords: Refine, CRUD, admin panel, data provider, React.
zvec
Zvec in-process vector database. Covers collections, embedding, reranking, persistence. Use when embedding Zvec as an in-process vector database, managing collections, configuring embedding/reranking, or running approximate nearest-neighbor searches. Keywords: Zvec, vector DB, ANN, SQLite for vectors.
skill-master
Agent Skills authoring, evaluation, and optimization. Create, edit, validate, benchmark, and improve skills following the agentskills.io specification. Use when designing SKILL.md files, structuring skill folders (references, scripts, assets), ingesting external documentation into skills, running trigger evals, benchmarking skill quality, optimizing descriptions, or performing blind A/B comparisons. Keywords: agentskills.io, SKILL.md, skill authoring, eval, benchmark, trigger optimization.
inworld
Inworld TTS API. Covers voice cloning, audio markups, timestamps. Use when integrating Inworld text-to-speech, cloning voices, adding audio markups (SSML-like), or aligning viseme timestamps. Keywords: Inworld, text-to-speech, TTS, voice cloning, visemes.
fastapi
FastAPI Python framework. Covers REST APIs, validation, dependencies, security. Use when building Python web APIs with FastAPI, configuring Pydantic models, implementing dependency injection, or setting up OAuth2/JWT authentication. Keywords: FastAPI, Pydantic, async, OAuth2, JWT, REST API.
openspec
OpenSpec artifact-driven workflow. Covers OPSX commands, schemas, project config. Use when applying the artifact-driven workflow (OPSX), planning or reviewing changes based on artifact dependencies, or working with OPSX commands and schema/template resolution. Keywords: OPSX, artifact graph, /opsx:.
openapi
OpenAPI Specification (OAS 3.x): document structure, paths, operations, schemas, parameters, security schemes, and validation. Use when writing, reading, or validating OpenAPI specs, designing REST API schemas, or working with OAS 3.x document structure. Keywords: OpenAPI, OAS, Swagger, REST API, schemas.
open-meteo
Integrate Open-Meteo Weather Forecast, Air Quality, and Geocoding APIs: query design, variable selection, timezone/timeformat/units, multi-location batching, and robust error handling. Use when fetching weather forecasts, air quality/pollen data, or geocoding place names to coordinates via Open-Meteo. Keywords: Open-Meteo, /v1/forecast, /v1/air-quality, geocoding-api, hourly, daily, current, timezone=auto, timeformat=unixtime, models, WMO weather_code, CAMS, GeoNames, httpx, FastAPI, pytest.
mantine-dev
Mantine UI library for React: 100+ components, hooks, forms, theming, dark mode, CSS modules, and Vite/TypeScript setup. Use when building React applications with Mantine components, configuring theming/dark mode, or working with Mantine hooks and forms. Keywords: Mantine, React, UI components, CSS modules, theming.
perplexity
Integrate Perplexity API for web-grounded AI responses and search. Covers Sonar models, Search API, SDK usage (Python/TypeScript), streaming, structured outputs, filters, media attachments, Pro Search, and prompting. Use when building applications that need real-time web-grounded LLM responses, or integrating Perplexity Sonar models. Keywords: Perplexity, Sonar, sonar-pro, sonar-reasoning-pro, sonar-deep-research, web search API, grounded LLM, chat completions, perplexityai SDK, image attachments, PDF analysis.
postgresql
PostgreSQL best practices: multi-tenancy with RLS, schema design, Alembic migrations, async SQLAlchemy, and query optimization. Use when designing multi-tenant tables with Row-Level Security, debugging tenant isolation, creating/changing Alembic migrations, or optimizing PostgreSQL queries. Keywords: PostgreSQL, RLS, Alembic, SQLAlchemy, multi-tenancy.
k8s-cluster-api
Kubernetes Cluster API v1.12. Covers clusterctl CLI, ClusterClass, GitOps integration. Scripts for health checks, backup, migration, linting. Templates: clusters, DR, Prometheus. Use when provisioning, upgrading, or operating Kubernetes clusters with CAPI, or running clusterctl and ClusterClass workflows. Keywords: CAPI, clusterctl, kubeadm, cluster lifecycle.
pipecat
Pipecat realtime voice/multimodal bots. Covers pipelines/frames, transports, RTVI, Pipecat Cloud deploy. Use when building real-time voice bots (STT/LLM/TTS pipelines), multimodal AI agents, WebRTC/WebSocket transports, or deploying to Pipecat Cloud. Keywords: pipecat, pipecat-ai, RTVI, WebRTC, voice bot.
github-stars-organizer
GitHub stars and lists organizer. Reuses existing lists, finds unlisted starred repositories, creates only necessary broad lists, and adds repos without disturbing existing assignments. Use when user asks to organize GitHub stars, sort starred repos, clean up lists, or file unlisted stars. Keywords: GitHub stars, GitHub lists, starred repositories, chrome-cdp.
pgvector
pgvector Postgres extension. Covers vector types, distance operators, indexing (HNSW/IVFFlat), and client library usage. Use when storing vectors in PostgreSQL, running nearest-neighbor searches, or configuring HNSW/IVFFlat indexes. Keywords: pgvector, PostgreSQL, vector search, HNSW, IVFFlat.
deps-dev
deps.dev API v3 package metadata lookup. Covers version discovery, default/latest version, URL encoding. Use when querying package versions, checking latest releases, or looking up dependency metadata via the deps.dev API. Keywords: deps.dev, api.deps.dev, package versions.
picoclaw
PicoClaw Go AI assistant. Covers CLI ops, config.json, channels, auth, skills, gateway. Use when running the PicoClaw CLI, configuring models/tools/gateway in config.json, or operating channels and authentication. Keywords: picoclaw, onboard, gateway, model_list.
openclaw
OpenClaw local AI assistant stack. Covers architecture, tools, gateway operations, channels, and onboarding. Use when deploying, configuring, or operating an OpenClaw instance, managing gateway routing, setting up channels, or working with the multi-agent tool governance system. Keywords: OpenClaw, gateway, tools, channels, agents.
excalidraw
Create Excalidraw diagrams as JSON files for flowcharts, user journeys, system architectures, wireframes, and visual documentation. Use when the user asks to create diagrams, flowcharts, visual representations, architecture diagrams, mind maps, or any Excalidraw-compatible visualizations. Outputs .excalidraw.json files that can be opened in excalidraw.com or any Excalidraw-compatible app.
ralph
Set up and run Ralph Wiggum loop - autonomous AI coding with clean slate iterations, PRD-driven features, and CI quality gates. Use for long-running autonomous coding tasks.
premium-frontend-design
Create award-winning, cinematic frontend interfaces that feel ALIVE. Combines 10+ years of creative frontend experience with technical excellence. Specializes in WebGL, custom shaders, premium animations, and distinctive aesthetics that would win on Awwwards. Use when building landing pages, dashboards, platforms, or any interface where "generic AI slop" is unacceptable.
svg-art
Create SVG graphics through programmatic code generation. Use this skill when the user asks to create icons, logos, illustrations, diagrams, data visualizations, generative art, patterns, fractals, or any vector graphics. Provides executable Python scripts for grids, radial patterns, fractals, waves, particles, charts, icons, and optimization.
planning-with-files
Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. Use when starting complex tasks, multi-step projects, research tasks, or when the user mentions planning, organizing work, tracking progress, or wants structured output.
gws
This skill should be used when the user asks to "set up gws", "install Google Workspace CLI", "connect Gmail to Claude", "manage Google Drive from terminal", "send email from CLI", "check my calendar", "create a Google Doc", "use gws", "Google Workspace agent", or mentions gws CLI, Google Workspace automation, or wants to interact with Gmail, Drive, Calendar, Sheets, Docs, Slides, Chat, Tasks, Meet, or Forms from the command line.
writing-hooks
Use when creating Claude Code hooks for code quality, static analysis, or workflow automation. Use when user says "add hook", "enforce linting", "add pre-commit check", "block bad code".
improving-skills
Use when optimizing an existing skill. Use when user says "improve skill", "optimize skill", "update skill", "skill needs work". Use when a skill is outdated or underperforming.
creating-plugins
Scaffolds a new Claude Code plugin with proper structure. Use when creating a new plugin package with skills and manifests.
writing-rules
Use when creating rule files in .claude/rules/, adding project conventions, or scoping guidelines to specific paths. Use when user says "add rule", "create convention", "scope guideline". NOT for laws (use <law> in CLAUDE.md).
writing-skills
Use when creating new skills, modifying existing skills, or improving skill quality. Use when user says "create a skill", "write a skill", "add capability". Use when a repeated pattern should become reusable.
writing-subagents
Use when creating specialized Claude Code subagents in .claude/agents/. Use when user says "create agent", "add reviewer", "specialized agent", "isolated context task".
migrating-agent-systems
Use when setting up or migrating Claude Code agent system for a project. Use when user says "setup agent", "migrate agent system", "configure claude code", "add agent system".
writing-claude-md
Use when creating CLAUDE.md, improving existing CLAUDE.md, or setting up project configuration. Use when user says "create CLAUDE.md", "setup project", "add laws", "configure agent".
writing-plugins
Creates complete Claude Code plugin packages with manifests, agents, skills, hooks, and marketplaces following official schema. Use when creating new plugins, building marketplaces, or packaging skills for distribution.
reflecting
Use when completing significant work to extract learnings. Use when user says "reflect", "what did we learn", "capture learnings". Use after resolving complex problems or discovering patterns.
refactoring-skills
Use when analyzing and refactoring skills in a project. Use when user says "refactor skills", "cleanup skills", "consolidate skills", "skill review". Use when skills are messy or overlapping.
initializing-projects
Use when bootstrapping a new project from scratch. Use when user says "create project", "new project", "initialize project", "start new app".
seo-content-writing
SEO 文章撰写。当用户需要创建搜索引擎优化的内容、撰写营销文案或优化网站内容时使用此技能。
frontend-development
前端页面开发。当用户需要开发 Web 应用、创建 UI 组件、实现交互功能或优化前端性能时使用此技能。
chrome-automation
Chrome 浏览器自动化操作。当用户需要自动化浏览器操作、网页测试、数据抓取或 UI 自动化时使用此技能。
github-automation
自动化 GitHub 操作。当用户需要推送代码到 GitHub、管理仓库、创建 PR、处理 Issue、git push 失败时使用此技能。优先使用 mcporter call github.push_files 而不是 git push。
notion-automation
自动化 Notion 操作。当用户需要管理 Notion 页面、数据库、块内容、项目跟踪或进行内容组织和搜索时使用此技能。
backend-development
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web-scraping-automation
自动化爬取网站数据和 API 接口。当用户需要抓取网页内容、调用 API、解析数据或创建爬虫脚本时使用此技能。
project-planner
项目路径规划与执行助手。帮助分析项目需求、规划执行路径、分解任务、识别风险、管理进度，确保项目高质量交付。
uml-diagram-design
UML 图表设计和绘制。当用户需要创建系统架构图、类图、时序图、用例图或其他 UML 图表时使用此技能。
project-management
项目管理和产品需求分析。当用户需要制定项目计划、编写 PRD 文档、管理任务或进行需求分析时使用此技能。
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