向量嵌入
向量检索与嵌入工作流
design-postgres-tables
M4n5ter
Comprehensive PostgreSQL-specific table design reference covering data types, indexing, constraints, performance patterns, and advanced features
linear-triage
OmniNode-ai
Scan all non-completed Linear tickets, verify status against actual PR state, auto-mark done tickets, flag stale ones, and identify orphans needing epic assignment
search-vector-architect
k1lgor
Use this for implementing full-text search (Elasticsearch/OpenSearch) or vector search/embeddings (RAG, Pinecone, Chroma) for AI applications.
lsp-code-analysis
lsp-client
Semantic code analysis via LSP. Navigate code (definitions, references, implementations), search symbols, preview refactorings, and get file outlines. Use for exploring unfamiliar codebases or performing safe refactoring.
scraperapi-mcp
scraperapi
Knowledge base for the 22 ScraperAPI MCP tools. Covers scrape, Google (search, news, jobs, shopping, maps), Amazon (product, search, offers), Walmart (search, product, category, reviews), eBay (search, product), Redfin (for_sale, for_rent, search, agent), and crawler tools. Provides tool selection, parameter optimization, credit cost guidance, and error recovery. Trigger on: ScraperAPI tools, web scraping, Google queries, Amazon/Walmart/eBay e-commerce lookups, Redfin real estate data, crawler configuration, SERP monitoring, price comparison, or when unsure which ScraperAPI tool to use.
zai-cli
numman-ali
Z.AI CLI providing: - Vision: image/video analysis, OCR, UI-to-code, error diagnosis (GLM-4.6V) - Search: real-time web search with domain/recency filtering - Reader: web page to markdown extraction - Repo: GitHub code search and reading via ZRead - Tools: MCP tool discovery and raw calls - Code: TypeScript tool chaining Use for visual content analysis, web search, page reading, or GitHub exploration. Requires Z_AI_API_KEY.
auto-skill
MaTriXy
Automatic workflow pattern detection and proactive community skill discovery. Observes your sessions, detects repeated patterns, and suggests relevant skills from 27,000+ community sources.
docs-search
toss
Search and retrieve Toss / Apps-in-Toss documentation using the ax CLI via run-ax.sh. Supports docs, TDS React Native, and TDS Web sources. Use bash to execute run-ax.sh in this skill's directory.
Getting Started with Research Superpowers
kthorn
Introduction to literature search & review skills - systematic paper finding, screening, extraction, and citation traversal
chroma
L-yifan
Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to production clusters. Use for semantic search, RAG applications, or document retrieval. Best for local development and open-source projects.
ai-sdk
fellipeutaka
'Answer questions about the AI SDK and help build AI-powered features. Use when developers: (1) Ask about AI SDK functions like generateText, streamText, ToolLoopAgent, embed, or tools, (2) Want to build AI agents, chatbots, RAG systems, or text generation features, (3) Have questions about AI providers (OpenAI, Anthropic, Google, etc.), streaming, tool calling, structured output, or embeddings, (4) Use React hooks like useChat or useCompletion. Triggers on: "AI SDK", "Vercel AI SDK", "generateText", "streamText", "add AI to my app", "build an agent", "tool calling", "structured output", "useChat".'
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.
Oracle AI Architect - Extended Reference
oci-ai-architects
Claude Code skills for OCI AI Architects. Community-led reference implementations and patterns.
git-workflow-skills
kimasplund
Provides standardized Git workflows, commit message conventions, branching strategies, and collaboration patterns for all agents performing Git operations. Use when creating commits, choosing branching strategies, creating PRs, performing git operations (merge vs rebase), or handling git collaboration workflows.
Oracle AI Architect - Extended Reference
oci-ai-architects
Claude Code skills for OCI AI Architects. Community-led reference implementations and patterns.
Oracle IP Intelligence
oci-ai-architects
AI-powered intellectual property analysis patterns for enterprise innovation protection
sentence-transformers
L-yifan
Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and multimodal models. Use for generating embeddings for RAG, semantic search, or similarity tasks. Best for production embedding generation.
tanstack-pacer
fellipeutaka
TanStack Pacer best practices for execution control in React — debouncing, throttling, rate limiting, queuing, and batching. Use when implementing search inputs, scroll handlers, API rate limits, task queues, bulk operations, or any scenario requiring controlled execution timing with reactive state.
aptos-gas-optimization
raintree-technology
Aptos gas optimization expert for Move smart contracts. Covers storage costs, execution efficiency, inline functions, aggregators for parallel execution, Table vs SmartTable vs vector tradeoffs, event optimization, struct packing, and gas profiling tools.
spelunk — AI Agent Skill Reference
usercise
automatically skipped during indexing and will not appear in results.
Generate SVG
b-open-io
This skill should be used when the user asks to "generate SVG", "create SVG", "make a logo", "create vector graphics", "generate icon", "make vector illustration", or needs scalable vector graphics generated via AI.
clawpod
joinmassive
Read any website or search Google, even when sites block bots or are geo-restricted. Handles CAPTCHAs, JavaScript rendering, and anti-bot protection server-side via residential proxies. Returns HTML or structured JSON.
secure-web-search
ronnycoding
Guide for performing secure web searches with privacy protection, source verification, and information validation. Use when the user wants to search the web securely, verify sources, fact-check information, or mentions secure search, privacy, source validation, or web research.
research
modu-ai
블로그 콘텐츠를 위한 심층 웹 리서치 프로토콜. 웹 검색, 미디어 수집, 출처 검증, 인용 관리를 포함한다. 콘텐츠 작성 전 리서치가 필요하거나 출처 기반 콘텐츠를 생성할 때 사용한다.