向量嵌入
向量检索与嵌入工作流
search-filtering
moderndegree
Search UX, filter patterns, sort options, and empty states. Use when building search interfaces or filterable lists.
nix
zhongjis
Runs packages temporarily, creates isolated shell environments, and evaluates Nix expressions. Use when executing tools without installing, debugging derivations, or working with nixpkgs.
read-github
yuanxiao0115
Read and search GitHub repository documentation via gitmcp.io MCP service. Use when given a GitHub repo URL or owner/repo path and asked to read docs, understand the codebase, search code, or explore repository contents. Converts github.com URLs to gitmcp.io for LLM-friendly access.
shadcn-theming
wiztral
Customize the Shadcn design system (Tailwind v4 supported). Update design tokens, safe refactoring, and color management.
llm-application-dev
saajunaid
Building applications with Large Language Models - prompt engineering, RAG patterns, and LLM integration. Use for AI-powered features, chatbots, or LLM-based automation.
avalonia-zafiro-development
automindtechnologie-jpg
Mandatory skills, conventions, and behavioral rules for Avalonia UI development using the Zafiro toolkit.
agent-memory-systems
yunaamelia
"Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector s..."
unsplash
cevatkerim
Search and fetch photos from Unsplash with proper attribution. Use when users need images for content, want photos by keyword, need random images for variety, or ask for stock photos. Automatically provides attribution required by Unsplash guidelines.
perplexity
VisualxIntelligence
Web search and research using Perplexity AI. Use when user says "search", "find", "look up", "ask", "research", or "what's the latest" for generic queries. NOT for library/framework docs (use Context7) or workspace questions.
literature-review
YPYT1
Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs. Use when the user needs to find papers on a topic, get details for specific DOIs, or draft sections of a literature review with proper citations.
frontend-accessibility-best-practices
Emerson1337
Accessibility (a11y) best practices for React components. Use when creating UI components, forms, interactive elements, or reviewing code for accessibility compliance.
skill-search
tejasdc
Use when working with ANY external library, framework, tool, or API. Use when starting a project, adding dependencies, debugging unfamiliar code, or when user mentions technologies like React, Next.js, PostgreSQL, AWS, Docker, etc. Be generous - if there might be a skill, search for it.
weibo-hot
huangwenxin-gege
抓取并展示微博实时热搜榜前十名。当用户询问“微博热搜”、“最近大家在聊什么”或“帮我看看微博趋势”时使用。支持输出标题和热度。
single-binary-cli-first
isaacjackyang
Enforce a deterministic skill pattern where agents only orchestrate approved commands from an in-repo Rust/Go single-binary CLI, with strict JSON contracts, dry-run/confirm gating, and no on-demand Python/JS/TS scripts.
ai-engineering-skill
odewahn
Practical guide for building production ML systems based on Chip Huyen's AI Engineering book. Use when users ask about model evaluation, deployment strategies, monitoring, data pipelines, feature engineering, cost optimization, or MLOps. Covers metrics, A/B testing, serving patterns, drift detection, and production best practices.
microsoft-docs
bradsjm
Query official Microsoft documentation to understand concepts, find tutorials, and learn how services work. Use for Azure, .NET, Microsoft 365, Windows, Power Platform, and all Microsoft technologies. Get accurate, current information from learn.microsoft.com and other official Microsoft websites—architecture overviews, quickstarts, configuration guides, limits, and best practices.
SKILL.md - Implementation Patterns
kk366-code
Memory Efficiency: 大容量ファイルを扱う際、メモリ（RAM）を消費しすぎないようにストリームベースのコピーを徹底する。
assp-skill
8-Sync-Dev
Brand DNA + ASSP validation framework for 8 Sync Dev (Avatar → Brand Voice → Hero Mechanism → Money Model → Offer Architect). MUST be consulted for any user-facing copy (UI microcopy, landing/pricing pages, emails, error messages): Alex Dev voice (terse, direct, dev-to-dev Vietnamese, EN tech terms kept, banned-phrase list), brand identity + standard footer, offer/pricing structure (4-week billing). Also governs validate-before-build for new product features.
apartments-com
CodeDraig
Search rental apartments with Apartments.com's listing platform.