向量嵌入
向量检索与嵌入工作流
parallel-search
otrebu
Comprehensive web research via Parallel Search API. Use when user requests parallel search for deep multi-source research, technical analysis, learning new topics, current events, or comparative studies. Returns LLM-ready ranked URLs with extended excerpts (up to 30K chars). Single API call handles multiple query angles with automatic deduplication.
skill-system-memory
arthur0824hao
Persistent shared memory for AI agents backed by PostgreSQL (fts + pg_trgm, optional pgvector). Includes compaction logging and maintenance scripts.
job-search-module
DS-codi
Use this skill when working with job folder lookups on network drives, implementing index-based caching for fast searches, or adding job search functionality to applications. Covers the reusable job_search module API, CLI tool usage, configuration options, and integration patterns.
branded-types
marius-townhouse
Use when primitive types need semantic distinction. Use when string or number types have different meanings. Use when you need nominal typing.
chromadb-integration-skills
kimasplund
Universal ChromaDB integration patterns for semantic search, persistent storage, and pattern matching across all agent types. Use when agents need to store/search large datasets, build knowledge bases, perform semantic analysis, or maintain persistent memory across sessions.
gcal
naoterumaker
Google カレンダー操作（予定確認・作成・更新・削除）を gog CLI (v0.10.0) で行う。 「今日の予定は？」「明日のスケジュール」「ミーティング入れて」「予定を登録」 「カレンダー確認」「予定をキャンセル」「Google Meet作成」などで発火。
m3-web-vanilla
shelbeely
Implement Material Design 3 using only vanilla CSS custom properties and semantic classes. Zero dependencies. Use this when building M3-styled static sites, simple web apps, or when you need full control over every design token without a framework.
gcontacts
naoterumaker
Google 連絡先操作（検索・作成・更新・削除）を gog CLI (v0.10.0) で行う。 「連絡先検索」「〇〇さんの電話番号」「連絡先追加」「連絡先一覧」 「アドレス帳から探して」「連絡先を更新」などで発火。
search-gpus
LiorZ
"Search for available GPU machines on Vast.ai. Use when looking for GPUs to rent, comparing GPU pricing, or finding machines that match specific requirements."
postgresql-table-design
EngineerWithAI
Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features
search
LukasStrickler
"Search the web, library documentation, and GitHub repositories using Tavily, Context7, GitHub Grep, Exa fallback, and Z.AI Web Search Prime MCP fallback. Use when: (1) Looking up documentation for libraries or frameworks, (2) Searching for code examples or tutorials, (3) Finding API references or specifications, (4) Researching best practices or solutions, (5) Looking up error messages or troubleshooting guides, (6) Finding library installation instructions, (7) Searching for real-world code patterns in GitHub repositories, or (8) When you need current web information or documentation. Triggers: search, look up, find documentation, search web, lookup, find examples, search for, how to, tutorial, API reference, documentation for, error message, troubleshoot, best practices, find code examples, GitHub search."
memory-systems
ken-cavanagh-glean
Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason over structured knowledge.
gh-code-search
otrebu
Search GitHub for real-world code examples and implementation patterns. Use when user wants to find code examples on GitHub, search GitHub repositories, discover how others implement features, learn library usage patterns, or research architectural approaches. Fetches top results with smart ranking (stars, recency, language), extracts factual data (imports, syntax patterns, metrics), and returns clean markdown for analysis and pattern identification.
web-search
marcfargas
Web search and content extraction using ddgs (multi-engine metasearch). No API keys required. Use when: searching documentation, facts, current information, news, fetching web content. Triggers: search the web, look up, find information, web search, news search, fetch page.
gitlab-search
grandcamel
"GitLab search operations via API. ALWAYS use this skill when user wants to: (1) search across GitLab globally, (2) find issues/MRs/code/commits, (3) search within a group or project, (4) find users or projects by keyword."
sonoscli
Heldinhow
Control Sonos speakers (discover/status/play/volume/group).
rag-wrapper
mindmorass
Patterns for wrapping any agent with RAG context from Qdrant. Use to add persistent memory to imported or external agents.
youtube-harvester
mindmorass
Extract transcripts and metadata from YouTube videos
airweave-search
airweave-ai
Search and retrieve context from Airweave collections. Use when users ask about their data in connected apps (Slack, GitHub, Notion, Jira, Confluence, Google Drive, Salesforce, databases, etc.), need to find documents or information from their workspace, want answers based on their company data, or need you to check app data for context to complete a task.
collection-migration
mindmorass
Migrate and sync vector database collections across environments
iconify-skill
bingal
Search Iconify collections and generate SVG icons with size/color customization; use for requests about finding icon IDs, suggesting icons by intent, retrieving SVG markup, or working offline with a bundled icon index.
ielts-speaking
KaichenCurry
雅思口语AI教学助手。核心理念：无标准答案，逐句个性化反馈（语法/词汇/时态/逻辑/思路）。
ddgr
ysm-dev
Search the web using DuckDuckGo via the ddgr CLI tool. Use when the user asks to search the web, look something up online, find information on the internet, get instant answers, or needs current/real-time data. Also use for DuckDuckGo Bang searches (e.g., "!w" for Wikipedia, "!so" for StackOverflow).
styling-tenzir-ui
tenzir
Provides Tenzir design system tokens and component specifications. Use when building UI components, styling with CSS/Tailwind, choosing colors, typography, spacing, or implementing buttons, inputs, tags/badges, toasts, and other Tenzir UI elements.