向量嵌入
向量检索与嵌入工作流
code-context-finder
89jobrien
Automatically find relevant context from knowledge graph and code relationships
grepai
audibleblink
Semantic code search, and call graph analysis with GrepAI. Use when (1) searching code by meaning/intent rather than exact text, (2) finding function callers or callees, or (3) integrating GrepAI with AI agents via JSON/TOON output.
zotero-mcp-augmentation
wddxg
Use this skill when the user wants to add local full-text cleaning, chunking, embedding, or passage retrieval to Zotero MCP. It is suitable for cleaned fulltext sidecars, chunk-level semantic search, and local RAG-style workflows built on local models instead of remote APIs.
ui-ux-pro-max
atxinsky
"UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient."
wordspace
frames-engineering
CLI for bootstrapping and managing wordspace projects
model-extraction
pluginagentmarketplace
Techniques to extract model weights, architecture, and training data through API queries
market-data
macaron-software
Market data aggregation from multiple free providers (yfinance, ECB, Finnhub). Use when building or modifying the market data pipeline. Covers real-time stock/ETF quotes, ISIN-ticker resolution, ECB FX rates (EUR/USD/GBP), historical OHLCV data, instrument metadata enrichment, dividend calendars, and multi-currency portfolio valuation.
readthedocs-search-api
readthedocs
Query the Read the Docs Search API to find documentation across projects and repositories. Use when searching documentation, finding related docs, finding API documentation, or gathering information about projects on Read the Docs.
ios-app-intents-ref
derKlinke
Use when integrating App Intents for Siri, Apple Intelligence, Shortcuts, Spotlight, or system experiences - covers AppIntent, AppEntity, parameter handling, entity queries, background execution, authentication, and debugging common integration issues for iOS 16+
chembl-database
hxk622
Query ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry.
rag-patterns
Agentient
Vertex AI RAG Engine integration patterns for grounding agent responses in private data sources including corpus management, retrieval tool creation, and citation extraction. PROACTIVELY activate for: (1) RAG pipeline integration and Vertex AI RAG Engine setup, (2) corpus creation and document ingestion, (3) retrieval tool configuration and grounding metadata parsing. Triggers: "add rag", "rag pipeline", "vertex ai search"
lobster-radio
Jayden-X-L
"个性化资讯电台生成服务。使用场景：(1) 生成特定主题的电台，(2) 设置每日定时推送，(3) 配置TTS音色，(4) 收听历史电台。不适用：音乐播放、实时广播、视频内容。"
tailwind-utility-styling
Agentient
Tailwind CSS utility-first styling with mobile-first responsive design and CSS variables. PROACTIVELY activate for: (1) implementing mobile-first responsive layouts, (2) using semantic CSS variables for theming, (3) creating component variants with cva. Triggers: "tailwind", "responsive", "dark mode"
browser-automation
femto
Control Chrome browser with AI using MCP protocol. Use when users want to automate browser tasks, take screenshots, fill forms, click elements, navigate pages, search browsing history, manage bookmarks, or perform any browser-based automation. Works with your existing Chrome browser and login sessions.
aa-book
joelhooks
'Anna''s Archive acquisition helper. Search books, download through fast partner pages with browser auth, convert epub/mobi to PDF when needed, and transfer to NAS. Use when: (1) user asks to find/download a book, (2) user asks for Anna''s Archive search, (3) user needs a book file staged for downstream ingest. Triggers: "find book", "download book", "search anna", "aa-book".'
google-search-console
jakenuts
Google Search Console API integration for search analytics, URL inspection, sitemap management, and site verification. Use when working with search performance data, checking indexing status, managing sitemaps, or analyzing SEO metrics.
library-ebooks
montagao
Use when needing to look up book content inside my own Amazon (Kindle) book library (purchases + any personal docs), find a book by title/author, download an ebook I own (where Amazon permits), or reference material from a published book I’ve purchased. Triggers on book lookups, ebook downloads, "find the book", "get the PDF/EPUB of" from my library. Downloads produce PDF/EPUB/MOBI files (and may include Kindle formats depending on the title) - use ebook-extractor skill to convert to text.
embedding-service
Lin-A1
文本向量化（Embedding）基础服务。将自然语言转换为高维稠密向量，为语义搜索、聚类分析、推荐系统等下游任务提供核心数据支持。
nexi-search
lirrensi
Web search CLI that uses LLMs to search, read pages, and synthesize answers with citations. Use when you need current information from the web - news, documentation, recent events, or any topic requiring up-to-date sources. Invoke with nexi --plain "query" for programmatic use.
websearch-service
Lin-A1
基于 SearXNG 与 VLM 的实时联网搜索服务。专用于获取最新新闻、实时事件及特定事实。内置智能双层缓存（向量+数据库）与网页内容自动提取分析功能。
skanetrafiken
rezkam
Skåne public transport trip planner (Skånetrafiken). Plans bus/train journeys with real-time delays. Supports stations, addresses, landmarks, and cross-border trips to Copenhagen.
vector-databases
eyadsibai
Use when "vector database", "embedding storage", "similarity search", "semantic search", "Chroma", "ChromaDB", "FAISS", "Qdrant", "RAG retrieval", "k-NN search", "vector index", "HNSW", "IVF"
gui-screenshot-loop
Idate96
General GUI screenshot loop via MCP. Use for any screen/window/region capture while debugging UI or visual tools.
triage
alienfast
Triage and prioritize Linear backlog. Analyzes issues for staleness, blockers, and suggests priorities based on dependencies and capacity.